1227 lines
1.3 MiB
1227 lines
1.3 MiB
{
|
||
"cells": [
|
||
{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Датасет: [Tesla Insider Trading](https://www.kaggle.com/datasets/ilyaryabov/tesla-insider-trading).\n",
|
||
"\n",
|
||
"### Описание датасета:\n",
|
||
"Датасет представляет собой выборку операций с ценными бумагами компании Tesla, совершённых инсайдерами, и является частью более крупного проекта \"Insider Trading S&P500 – Inside Info\". Данные охватывают транзакции с участием крупных акционеров и должностных лиц компании, включая такие операции, как покупка, продажа и опционы, начиная с 10 ноября 2021 года и до 27 июля 2022 года.\n",
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||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"### Анализ сведений:\n",
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||
"**Проблемная область:**\n",
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||
"Проблемная область данного датасета касается анализа инсайдерских сделок в публичных компаниях, а также их влияния на ценообразование акций. Инсайдерские транзакции, совершаемые людьми с доступом к непубличной информации (такими как руководители, крупные акционеры или члены совета директоров), могут быть индикаторами будущих изменений стоимости акций. Исследование таких транзакций помогает понять, как информация внутри компании отражается в действиях ключевых участников, и может выявить паттерны поведения, которые влияют на рынки.\n",
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||
"\n",
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||
"**Актуальность:**\n",
|
||
"Анализ инсайдерских сделок становится особенно важным в условиях высокой волатильности рынка и неопределенности. Инвесторы, аналитики и компании используют такие данные, чтобы лучше понимать сигналы от крупных акционеров и должностных лиц. Действия инсайдеров, такие как покупки и продажи акций, нередко рассматриваются как индикаторы доверия к компании, что может оказывать значительное влияние на рыночные ожидания и прогнозы.\n",
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||
"\n",
|
||
"**Объекты наблюдений:**\n",
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||
"Объектами наблюдений в датасете являются инсайдеры компании Tesla — лица, имеющие значительное влияние на управление и информацию компании. Каждый объект характеризуется различными параметрами, включая должность, тип транзакции, количество акций и общую стоимость сделок.\n",
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||
"\n",
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||
"**Атрибуты объектов:**\n",
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"- Insider Trading: ФИО лица, совершившего транзакцию.\n",
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"- Relationship: Должность или статус данного лица в компании Tesla.\n",
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"- Date: Дата завершения транзакции.\n",
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"- Transaction: Тип транзакции.\n",
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"- Cost: Цена одной акции на момент совершения транзакции.\n",
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"- Shares: Количество акций, участвующих в транзакции.\n",
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||
"- Value ($): Общая стоимость транзакции в долларах США.\n",
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"- Shares Total: Общее количество акций, принадлежащих этому лицу после завершения данной транзакции.\n",
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||
"- SEC Form 4: Дата записи транзакции в форме SEC Form 4, обязательной для отчётности о сделках инсайдеров.\n",
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"\n",
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"---\n",
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"\n",
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"### Бизнес-цель:\n",
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"\n",
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"\n",
|
||
"---"
|
||
]
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||
},
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||
{
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||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Выгрузка данных из файла в DataFrame:"
|
||
]
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||
},
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{
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||
"cell_type": "code",
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||
"execution_count": 347,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"from pandas import DataFrame\n",
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"\n",
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"\n",
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"df: DataFrame = pd.read_csv('..//static//csv//TSLA.csv')"
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||
]
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},
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{
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||
"cell_type": "markdown",
|
||
"metadata": {},
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||
"source": [
|
||
"### Краткая информация о DataFrame:"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 348,
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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||
"<class 'pandas.core.frame.DataFrame'>\n",
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||
"RangeIndex: 156 entries, 0 to 155\n",
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||
"Data columns (total 9 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
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||
"--- ------ -------------- ----- \n",
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||
" 0 Insider Trading 156 non-null object \n",
|
||
" 1 Relationship 156 non-null object \n",
|
||
" 2 Date 156 non-null object \n",
|
||
" 3 Transaction 156 non-null object \n",
|
||
" 4 Cost 156 non-null float64\n",
|
||
" 5 Shares 156 non-null object \n",
|
||
" 6 Value ($) 156 non-null object \n",
|
||
" 7 Shares Total 156 non-null object \n",
|
||
" 8 SEC Form 4 156 non-null object \n",
|
||
"dtypes: float64(1), object(8)\n",
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||
"memory usage: 11.1+ KB\n"
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||
]
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||
},
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||
{
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||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>count</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>25%</th>\n",
|
||
" <th>50%</th>\n",
|
||
" <th>75%</th>\n",
|
||
" <th>max</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
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" <tbody>\n",
|
||
" <tr>\n",
|
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" <th>Cost</th>\n",
|
||
" <td>156.0</td>\n",
|
||
" <td>478.785641</td>\n",
|
||
" <td>448.922903</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>50.5225</td>\n",
|
||
" <td>240.225</td>\n",
|
||
" <td>934.1075</td>\n",
|
||
" <td>1171.04</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" count mean std min 25% 50% 75% max\n",
|
||
"Cost 156.0 478.785641 448.922903 0.0 50.5225 240.225 934.1075 1171.04"
|
||
]
|
||
},
|
||
"execution_count": 348,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Краткая информация о DataFrame\n",
|
||
"df.info()\n",
|
||
"\n",
|
||
"# Статистическое описание числовых столбцов\n",
|
||
"df.describe().transpose()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Предобработка данных:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 349,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Выборка данных:\n"
|
||
]
|
||
},
|
||
{
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||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
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||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Insider Trading</th>\n",
|
||
" <th>Relationship</th>\n",
|
||
" <th>Transaction</th>\n",
|
||
" <th>Cost</th>\n",
|
||
" <th>Shares</th>\n",
|
||
" <th>Value ($)</th>\n",
|
||
" <th>Shares Total</th>\n",
|
||
" <th>Year</th>\n",
|
||
" <th>Month</th>\n",
|
||
" <th>Day</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>Kirkhorn Zachary</td>\n",
|
||
" <td>Chief Financial Officer</td>\n",
|
||
" <td>Sale</td>\n",
|
||
" <td>196.72</td>\n",
|
||
" <td>10455.0</td>\n",
|
||
" <td>2056775.0</td>\n",
|
||
" <td>203073.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>Taneja Vaibhav</td>\n",
|
||
" <td>Chief Accounting Officer</td>\n",
|
||
" <td>Sale</td>\n",
|
||
" <td>195.79</td>\n",
|
||
" <td>2466.0</td>\n",
|
||
" <td>482718.0</td>\n",
|
||
" <td>100458.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>Baglino Andrew D</td>\n",
|
||
" <td>SVP Powertrain and Energy Eng.</td>\n",
|
||
" <td>Sale</td>\n",
|
||
" <td>195.79</td>\n",
|
||
" <td>1298.0</td>\n",
|
||
" <td>254232.0</td>\n",
|
||
" <td>65547.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>Taneja Vaibhav</td>\n",
|
||
" <td>Chief Accounting Officer</td>\n",
|
||
" <td>Option Exercise</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>7138.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>102923.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>Baglino Andrew D</td>\n",
|
||
" <td>SVP Powertrain and Energy Eng.</td>\n",
|
||
" <td>Option Exercise</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>2586.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>66845.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>Kirkhorn Zachary</td>\n",
|
||
" <td>Chief Financial Officer</td>\n",
|
||
" <td>Option Exercise</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>16867.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>213528.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>5</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>Baglino Andrew D</td>\n",
|
||
" <td>SVP Powertrain and Energy Eng.</td>\n",
|
||
" <td>Option Exercise</td>\n",
|
||
" <td>20.91</td>\n",
|
||
" <td>10500.0</td>\n",
|
||
" <td>219555.0</td>\n",
|
||
" <td>74759.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>Baglino Andrew D</td>\n",
|
||
" <td>SVP Powertrain and Energy Eng.</td>\n",
|
||
" <td>Sale</td>\n",
|
||
" <td>202.00</td>\n",
|
||
" <td>10500.0</td>\n",
|
||
" <td>2121000.0</td>\n",
|
||
" <td>64259.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>Kirkhorn Zachary</td>\n",
|
||
" <td>Chief Financial Officer</td>\n",
|
||
" <td>Sale</td>\n",
|
||
" <td>193.00</td>\n",
|
||
" <td>3750.0</td>\n",
|
||
" <td>723750.0</td>\n",
|
||
" <td>196661.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>6</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>Baglino Andrew D</td>\n",
|
||
" <td>SVP Powertrain and Energy Eng.</td>\n",
|
||
" <td>Option Exercise</td>\n",
|
||
" <td>20.91</td>\n",
|
||
" <td>10500.0</td>\n",
|
||
" <td>219555.0</td>\n",
|
||
" <td>74759.0</td>\n",
|
||
" <td>2022</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>27</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Insider Trading Relationship Transaction Cost \\\n",
|
||
"0 Kirkhorn Zachary Chief Financial Officer Sale 196.72 \n",
|
||
"1 Taneja Vaibhav Chief Accounting Officer Sale 195.79 \n",
|
||
"2 Baglino Andrew D SVP Powertrain and Energy Eng. Sale 195.79 \n",
|
||
"3 Taneja Vaibhav Chief Accounting Officer Option Exercise 0.00 \n",
|
||
"4 Baglino Andrew D SVP Powertrain and Energy Eng. Option Exercise 0.00 \n",
|
||
"5 Kirkhorn Zachary Chief Financial Officer Option Exercise 0.00 \n",
|
||
"6 Baglino Andrew D SVP Powertrain and Energy Eng. Option Exercise 20.91 \n",
|
||
"7 Baglino Andrew D SVP Powertrain and Energy Eng. Sale 202.00 \n",
|
||
"8 Kirkhorn Zachary Chief Financial Officer Sale 193.00 \n",
|
||
"9 Baglino Andrew D SVP Powertrain and Energy Eng. Option Exercise 20.91 \n",
|
||
"\n",
|
||
" Shares Value ($) Shares Total Year Month Day \n",
|
||
"0 10455.0 2056775.0 203073.0 2022 3 6 \n",
|
||
"1 2466.0 482718.0 100458.0 2022 3 6 \n",
|
||
"2 1298.0 254232.0 65547.0 2022 3 6 \n",
|
||
"3 7138.0 0.0 102923.0 2022 3 5 \n",
|
||
"4 2586.0 0.0 66845.0 2022 3 5 \n",
|
||
"5 16867.0 0.0 213528.0 2022 3 5 \n",
|
||
"6 10500.0 219555.0 74759.0 2022 2 27 \n",
|
||
"7 10500.0 2121000.0 64259.0 2022 2 27 \n",
|
||
"8 3750.0 723750.0 196661.0 2022 2 6 \n",
|
||
"9 10500.0 219555.0 74759.0 2022 1 27 "
|
||
]
|
||
},
|
||
"execution_count": 349,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Устранить выборсы в DataFrame\n",
|
||
"def remove_outliers(dataframe: DataFrame, columns: list[str]) -> DataFrame:\n",
|
||
" for column in columns:\n",
|
||
" if not pd.api.types.is_numeric_dtype(dataframe[column]): # Проверяем, является ли колонка числовой\n",
|
||
" continue\n",
|
||
" \n",
|
||
" Q1: float = dataframe[column].quantile(0.25) # 1-й квартиль (25%)\n",
|
||
" Q3: float = dataframe[column].quantile(0.75) # 3-й квартиль (75%)\n",
|
||
" IQR: float = Q3 - Q1 # Вычисляем межквартильный размах\n",
|
||
"\n",
|
||
" # Определяем границы для выбросов\n",
|
||
" lower_bound: float = Q1 - 1.5 * IQR # Нижняя граница\n",
|
||
" upper_bound: float = Q3 + 1.5 * IQR # Верхняя граница\n",
|
||
"\n",
|
||
" # Устраняем выбросы:\n",
|
||
" # Заменяем значения ниже нижней границы на нижнюю границу\n",
|
||
" # А значения выше верхней границы – на верхнюю\n",
|
||
" dataframe[column] = dataframe[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n",
|
||
" \n",
|
||
" return dataframe\n",
|
||
"\n",
|
||
"\n",
|
||
"# Преобразование типов данных\n",
|
||
"df['Insider Trading'] = df['Insider Trading'].astype('category') # Преобразование в категорию\n",
|
||
"df['Relationship'] = df['Relationship'].astype('category') # Преобразование в категорию\n",
|
||
"df['Transaction'] = df['Transaction'].astype('category') # Преобразование в категорию\n",
|
||
"df['Cost'] = pd.to_numeric(df['Cost'], errors='coerce') # Преобразование в float\n",
|
||
"df['Shares'] = pd.to_numeric(df['Shares'].str.replace(',', ''), errors='coerce') # Преобразование в float с удалением запятых\n",
|
||
"df['Value ($)'] = pd.to_numeric(df['Value ($)'].str.replace(',', ''), errors='coerce') # Преобразование в float с удалением запятых\n",
|
||
"df['Shares Total'] = pd.to_numeric(df['Shares Total'].str.replace(',', ''), errors='coerce') # Преобразование в float с удалением запятых\n",
|
||
"\n",
|
||
"df['Date'] = pd.to_datetime(df['Date'], errors='coerce') # Преобразование в datetime\n",
|
||
"df['Year'] = df['Date'].dt.year # Год\n",
|
||
"df['Month'] = df['Date'].dt.month # Месяц\n",
|
||
"df['Day'] = df['Date'].dt.day # День\n",
|
||
"df: DataFrame = df.drop(columns=['Date', 'SEC Form 4']) # Удаление столбцов с датами\n",
|
||
"\n",
|
||
"\n",
|
||
"# Числовые столбцы\n",
|
||
"numerical_features: list[str] = [\n",
|
||
" column\n",
|
||
" for column in df.columns\n",
|
||
" if df[column].dtype not in (\"category\", \"object\")\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Категориальные столбцы\n",
|
||
"categorical_features: list[str] = [\n",
|
||
" column\n",
|
||
" for column in df.columns\n",
|
||
" if df[column].dtype in (\"category\", \"object\")\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Устраняем выборсы\n",
|
||
"df: DataFrame = remove_outliers(df, numerical_features)\n",
|
||
"\n",
|
||
"print('Выборка данных:')\n",
|
||
"df.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Визуализация парных взаимосвязей:\n",
|
||
"\n",
|
||
"**Используемые диаграммы:**\n",
|
||
"1. **Парные диаграммы**:\n",
|
||
"Парные диаграммы дают представление о взаимосвязях между всеми признаками. Этот график поможет увидеть, есть ли явные линейные или нелинейные зависимости между признаками.\n",
|
||
"2. **Тепловая карта корреляций**:\n",
|
||
"Тепловая карта покажет степень корреляции между числовыми признаками, что поможет понять, какие признаки сильно взаимосвязаны.\n",
|
||
"3. **Графики рассеяния**:\n",
|
||
"Графики рассеяния можно использовать для сравнения пар признаков и наблюдения их взаимосвязей.\n",
|
||
"\n",
|
||
"**Оценка показателей матрицы корреляции:**\n",
|
||
"\n",
|
||
"1. **Корреляция между Cost и другими признаками:**\n",
|
||
" - Cost - Shares (0.152): Слабая положительная корреляция, показывающая небольшую связь между ценой акции и количеством акций в сделке.\n",
|
||
" - Cost - Value ($) (0.490): Умеренная положительная корреляция, подтверждающая, что с увеличением стоимости акции возрастает общая стоимость сделок.\n",
|
||
" - Cost - Shares Total (0.283): Слабая положительная корреляция, указывающая на наличие небольшой зависимости между ценой акции и общим количеством акций у инсайдера.\n",
|
||
" - Cost - Year (-0.363): Умеренная отрицательная корреляция, что может свидетельствовать о снижении стоимости акций в более поздние годы.\n",
|
||
" - Cost - Month (0.027): Очень слабая положительная корреляция, зависимость от месяца практически отсутствует.\n",
|
||
" - Cost - Day (0.090): Слабая положительная корреляция, незначительная связь с числом месяца.\n",
|
||
"\n",
|
||
"2. **Корреляция между Shares и другими признаками:**\n",
|
||
" - Shares - Value ($) (0.739): Высокая положительная корреляция, указывающая на то, что с увеличением количества акций растёт общая стоимость сделки.\n",
|
||
" - Shares - Shares Total (0.799): Сильная положительная корреляция, подтверждающая сильную связь между количеством акций в текущей сделке и общим количеством акций у инсайдера.\n",
|
||
" - Shares - Year (-0.457): Умеренная отрицательная корреляция, показывающая снижение количества акций в сделке с течением времени.\n",
|
||
" - Shares - Month (0.382): Умеренная положительная корреляция, что может указывать на тенденцию большего количества сделок в определённые месяцы.\n",
|
||
" - Shares - Day (0.150): Слабая положительная корреляция, указывающая на незначительное увеличение количества акций в зависимости от числа месяца.\n",
|
||
"\n",
|
||
"3. **Корреляция между Value ($) и другими признаками:**\n",
|
||
" - Value ($) - Shares Total (0.759): Высокая положительная корреляция, подтверждающая, что с увеличением общей стоимости сделок возрастает общее количество акций у инсайдера.\n",
|
||
" - Value ($) - Year (-0.363): Умеренная отрицательная корреляция, что может указывать на снижение общей стоимости сделок в более поздние годы.\n",
|
||
" - Value ($) - Month (0.297): Слабая положительная корреляция, что может отражать сезонные изменения в стоимости сделок.\n",
|
||
" - Value ($) - Day (0.155): Слабая положительная корреляция, что указывает на незначительную зависимость от числа месяца.\n",
|
||
"\n",
|
||
"4. **Корреляция между Shares Total и другими признаками:**\n",
|
||
" - Shares Total - Year (-0.363): Умеренная отрицательная корреляция, указывающая на возможное снижение общего количества акций у инсайдера с течением времени.\n",
|
||
" - Shares Total - Month (0.293): Слабая положительная корреляция, зависимость от месяца практически отсутствует.\n",
|
||
" - Shares Total - Day (0.169): Очень слабая положительная корреляция, практически отсутствует зависимость от числа месяца.\n",
|
||
"\n",
|
||
"5. **Корреляция между временными признаками (Year, Month, Day):**\n",
|
||
" - Year - Month (-0.660): Умеренная отрицательная корреляция, объясняемая естественными зависимостями временных признаков.\n",
|
||
" - Year - Day (-0.071): Очень слабая отрицательная корреляция, практически отсутствует связь между годом и числом месяца.\n",
|
||
" - Month - Day (0.007): Почти нулевая корреляция, зависимость между месяцем и числом месяца отсутствует.\n",
|
||
"\n",
|
||
"**Общие выводы:**\n",
|
||
"- Наиболее значимые корреляции наблюдаются между:\n",
|
||
" - Shares и Shares Total (0.799): Сильная положительная связь между количеством акций в сделке и общим количеством акций у инсайдера.\n",
|
||
" - Shares и Value ($) (0.739): Высокая положительная корреляция между количеством акций и общей стоимостью сделки.\n",
|
||
" - Value ($) и Shares Total (0.759): Высокая положительная корреляция между общей стоимостью сделок и общим количеством акций у инсайдера.\n",
|
||
"- Цена акций (Cost) имеет умеренную положительную корреляцию с общей стоимостью сделки (0.490), что подтверждает ожидаемую взаимосвязь между этими показателями.\n",
|
||
"- Временные признаки (Year, Month, Day) имеют слабые или умеренные корреляции с другими переменными:\n",
|
||
" - Year отрицательно коррелирует с такими признаками, как Shares (-0.457), Shares Total (-0.363), и Value ($) (-0.363), что может указывать на снижение объёмов сделок или их общей стоимости с течением времени.\n",
|
||
" - Month и Day показывают минимальные корреляции с основными числовыми признаками, что свидетельствует об их слабой значимости в данном анализе."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 350,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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tgTjRvlLsMurpn/jEJ7Ry5UqtWrVK69atk91u14IFCyLLd+zYocMPPzzrhQSQHdkOjmOvJPAFQrpnfYcWtjp1x5K5GpL0/379f1GTOAtbnbp9yVxNb7BNdHMAAMiJicbLfT3+mOe7h+PfqiVzdWWKK/BIShS3ertVty1u08rf7tCmOHfCrNv2lqwV5Vrx0PaMx1DFdkUmjKfBbtG/f2y2rntkV9SE4vyWJl3/qTlqsBtrQggAYGzJxs3pzBs12C267PRWSbF3GF92eqvp4xJ36+eO2RKIE+0rxa5seDj95wm4XC6df/752rRpk2pra/WTn/xEixcvjiw/44wzdPLJJ+uWW27JSWHNzuPxqL6+Xm63Ww6Ho9DFQYna1+NPGBynjfOgGL7SePRVw5JiJmdG/97qpfMMHYzT6a/btm3Tcccdp49e/YAmzfxwVn73vc7X9OQty7R161Yde+yxWVknUMyIrciV8cZLty+QMv5JKsm7beiv0d7u9unNLp96/EFVVZZr+94evfaOR9d/6iit/O1O046hUBwS9Ve3L6AVP9+ujR2x7XNBq1P30D6BvCK2wszSGTenE1Pe6fHrr6+/q8l1VRoYHFJVZbkO9g7otA8doqkGmvyfSH+NN+9GvJ24XMyR5kK2+koxy+hOLqfTqQ0bNsjtdqu2tlYVFdHPNf31r3+t2trarBYQQHbl4lE28a4afuOg1zQvcAQAYKzxxst0XmB8+ORaYiD0gUa7aqsqI21s8TEfkHN+s6lego3S4/IG4ia4JGkj7RMAkIFsjXmmNdj0iTlTo8btx89qLKp4xN36uWGWx31zfpDauB5MWl9fH/fzSZMmTagwAPIjH8HRTC9wBAAgnvHES+IfMhGvjf3d1Zf0b2hDKCSOcQCAbMlmTCEJhPEyQ9th/JVaeaELAKA4me0FjgAAZAPxDxNFG4KR0T4BANlCTAHSQ19JjSQXgJwIv8AxHiO+wBEAgGwg/mGiaEMwMtonACBbiClAeugrqZHkApAT9Xarbl8yN+YgHH6Bo9FvBQYAYDyIf5go2hCMjPYJAMgWYgqQHvpKauN6JxcApMMsL3AEACCbiH+YKNoQjIz2CQDIFmIKkB76SnIkuQBkxO0LyOUNyNMflMNmkbMm+QHVDC9wBAAUt0xjVzYQ/zBRtKHiVYhjUq4MS1JZoUsBACgGxJTiVkzjn0Lh/CAxklwA0ravx68r1+7Qxt2uyGcLW526fclcTW+wFbBkAADER+wCYCTFcEwqhm0AABgDMaU0UM/INd7JBSAtbl8gJiBJ0obdLq1cu0NuX6BAJQMAID5iFwAjKYZjUjFsAwDAGIgppYF6Rj6Q5AKQFpc3EBOQwjbsdsnlJSgBAIyF2AXASIrhmFQM2wAAMAZiSmmgnpEPJLkApMXTH0y6vDfFcgAA8o3YBcBIiuGYVAzbAAAwBmJKaaCekQ+8kwtAWhzVlqTLa6o4nAAA8i/ZC4xTxa66FMuBUsMLwXOrGI5JxbANAABjIKaUBuo5exirJ8asNIC0OGutWtjq1IY4txi3tzTphTe7VVNVyQsjAQB5k+oFxsli18JWp5y1nBAAYbwQPPeK4ZjkrLVqQasz7mOHFphkGwAAxkBMKQ3FMP4xAsbqyfG4QqCEuX0BvXHQq+2d3XrjXW/Slz3W2626fclcLWx1Rn3e3tKkZe3Nuumxl3lhJABg3DKJSeHvp3qBcaLYtbDVqVVL5nLVG/A+XgieH8VyTLr0tBa1tzRFfdbe0qRLT2spUImA3Mh0bILco06KDzGl+BXL+KeQcjFWL7bjKXdyASVqPFcATG+w6abz5qjjXa8GBodUVVmu7Xt7dPlD2+ULhCIvjCRAAQAyMZ6YlM4LjOvtVk1vsGn10nlyeQPq7Q+qrtoiZy2PdQBGS7c/YeLKJJ3dNk0XfeSwyHj6YO9AoYuVNpc3oOUPPq/l85u1vL056pxg+YPP69EV82krKApcMW881EnxIaaUDs7JJibbY/ViPJ6S5AJKULIrAK773S7dvLhN3v7BuM94fc8X0CU/eSHhunlhJAAgE6Njkt1aoeXzmzVvRoMGBof0ZlefKsrLNMVRHfN3mbzAuN7OCRSQTCm9ELyQ7zJw+wL6dpwxuDQysbB66TzDH6vitZWysrLI/y+mtoLSleqKeTP01WJDnRQnYkppMeo5mRnec5XNsXqxHk9JcgElKNEVAHZrhT5z4kz9v1+9qI0dXZHPR2fzeWEkACCbwjHJbq3Q3Uvn6YHNe3TP+o7I8gXvP8Zi7BVlxCMge0qlPxX6qtViuGOu3maJe6xub2nS3UvnyWErjraC0lYMfbXYUCfFiZiCQiv02DBd2RyrF+vxtKDv5Lrtttt0wgknqK6uTpMnT9aiRYv02muvRX2nv79fl156qZqamlRbW6slS5bowIEDUd/p7OzUOeecI7vdrsmTJ+tb3/qWBgcHo77z17/+Vccee6yqqqrU0tKiBx98MKY89957rw477DBVV1frpJNO0nPPPZdxWQAzSHQFwPL5zXpg856oBJfdWqG5Mxr0D1eftr35noaGh3Xb+W2yWyti/p4XRgIAMuUdCGrF6S366fITVSbpkvkf1IrTWyJxZmOC54yHX2AcD/EIyEwp9CcjvHfM0x+U3VqhFae36H8uOl4/vvBYrbn4hMgxzwxXrNdUVernz76peTMbo7Zh3sxGPfTsm6qp4jpamF8p3d1qFtRJcSKmlBajvQPKCGPDdGVzrF6sx9OCHi2efvppXXrppTrhhBM0ODio73znO/rYxz6ml19+WTU1NZKkb37zm3r88cf161//WvX19VqxYoXOP/98bd68WZIUCoV0zjnnaOrUqXrmmWf0zjvv6Itf/KIsFotuvfVWSdKePXt0zjnn6Ctf+Yp+9rOf6amnntK//du/adq0aTrrrLMkSb/85S91xRVX6L777tNJJ52ku+66S2eddZZee+01TZ48Oa2yAGaR6AqAeTMaoq6eSXZV/ZqLT9DyB5+XLxCSxAsjAQDjU2+zantnd9yrN5O98zH8AuOVa3dow5gr74hHQGZKoT8Z4arVYrhivW9gUJ87aVbcbVjW3qy+gcEkfw2YQ6nc3Wom1ElxIqaUDiPeMWWEsWG6sjlWL9bjaUGTXE888UTUvx988EFNnjxZW7du1cKFC+V2u/U///M/+vnPf67TTz9dkvTAAw/oiCOO0N/+9jedfPLJ+tOf/qSXX35Zf/7znzVlyhQdc8wxuummm3TllVfq+uuvl9Vq1X333afm5mbdeeedkqQjjjhCmzZt0g9/+MNIkusHP/iBvvSlL2nZsmWSpPvuu0+PP/641qxZo5UrV6ZVFsAswlcAbBhzMB8YHIr6d/jOrs2j7uySRq6qL5P0h8sXqNsX4IWRAIBxcfsC+u66XTFxJvzv5fObIye88a4o4wXGQPYUe38ywlWrNVWVccfWmzu6VCbpzk8fk/MyTNTg0HDCbZCk6z95VCGKBWRVovNlqXjubjUb6qQ4EVNKg1HfAWWEsWEmsjVWL9bjaUEfVziW2+2WJE2aNEmStHXrVgWDQZ155pmR78yePVszZ87Uli1bJElbtmxRW1ubpkyZEvnOWWedJY/Ho5deeinyndHrCH8nvI5AIKCtW7dGfae8vFxnnnlm5DvplGWsgYEBeTyeqP8AIwhfATD2VteGMVePzpvREDPYCNuw26XBoWEdM7NRh0+uNf0ECP0VMAf6anFxeQPa2BH/6rnNHV2aN6Mh8u9EV5TV2606fHJt0cSjYkJ/NZ9i7k9GuGrV2z+YcGy9qaNL3v7CXbGebn8dGhpOuA2bO7oUGhrOZTGBvEh0vmyEu1tLNbYauU4wfsUeU0q1v46Vzh1ThWCEsWGmsjFWL9bjqWEebjo0NKRvfOMbam9v15w5cyRJ+/fvl9VqVUNDQ9R3p0yZov3790e+MzrBFV4eXpbsOx6PR36/X93d3QqFQnG/8+qrr6ZdlrFuu+023XDDDWnuASC/4l0BUFtdGZXNH3tn11hGu6phIuivgDnQV4tLqqvnwnHIzFeUlTL6K4zECFetGvmK4XT7qy+QPBEXfpQ5YHZGvbu1lGOrUesE41fsMaWU++toRh3/GGFsWCjFeDw1zJ1cl156qXbt2qVf/OIXhS5K1lx11VVyu92R//bu3VvoIgFRxl4BMMVRHZXNr6pMfogw4lUN40V/BcyBvlpcUl09V1VZbvorykoZ/RVGYoSrVo18xXC6/bXelnw/1ZvgvWJAuox4d2upx1Yj1gnGr9hjSqn31zCjjn+MMDYspGI7nhriTq4VK1boscce04YNG3TooYdGPp86daoCgYB6enqi7qA6cOCApk6dGvnOc889F7W+AwcORJaF/zf82ejvOBwO2Ww2VVRUqKKiIu53Rq8jVVnGqqqqUlVVVQZ7Aii80dn8oeFhLWh1xr2tuNiuaqC/AuZAXy0uya6eW9DqVMshtQV7Rjsmjv4Koyn0VatGvmI43f5q5G0ASgGxFcWk2GMK/XWEkeu50GNDZE9B7+QaHh7WihUr9PDDD2v9+vVqbm6OWn7cccfJYrHoqaeeinz22muvqbOzU6eccook6ZRTTtHOnTt18ODByHeefPJJORwOHXnkkZHvjF5H+DvhdVitVh133HFR3xkaGtJTTz0V+U46ZQGKRTib3zqlTqtK+KoGAEBuJbt67o4lczXLWUOsAZBVhbxqtRiuGC6GbQAAGAMxpTQYvZ6L7Y6mUlXQO7kuvfRS/fznP9fvfvc71dXVRd5tVV9fL5vNpvr6el1yySW64oorNGnSJDkcDl122WU65ZRTdPLJJ0uSPvaxj+nII4/UF77wBd1xxx3av3+/rrnmGl166aWRbPlXvvIV3XPPPfr2t7+t5cuXa/369frVr36lxx9/PFKWK664QhdddJGOP/54nXjiibrrrrvU19enZcuWRcqUqiyAGbl9Abm8AXn6g3LYLHLWRF+xwFUNAIDRUsWNTBFnUKqy3ZdgDsVwzJveYNP3Ljha3X0BefoH5bBVqtFu1RRHdaGLBgAwmWzFRcZVxpbt8Q/1jbEKmuT6j//4D0nSqaeeGvX5Aw88oIsvvliS9MMf/lDl5eVasmSJBgYGdNZZZ+nHP/5x5LsVFRV67LHH9NWvflWnnHKKampqdNFFF+nGG2+MfKe5uVmPP/64vvnNb+pHP/qRDj30UP33f/+3zjrrrMh3PvOZz+jdd9/Vtddeq/379+uYY47RE088oSlTpkS+k6osgNns6/HryrU7oh5HuLDVqduXzNX0Blvks3o7wQIAkH7cyBRxBqUmV30J5mD2Yx7tFwCQTRONi8Qlc8jW+If6Rjxlw8PDw4UuRKnweDyqr6+X2+2Ww+EodHFQ4ty+gFY8tD3h+7ZK/R0o6fTXbdu26bjjjtNHr35Ak2Z+OCu/+17na3rylmXaunWrjj322KysEyhmxNb8IW5gouivI+hLMINE/ZX2CxgLsRWlzkxxif46cWaqb+RXQd/JBaBwXN5A3KAgSRt2u+TyBvJcIgCAkRE3gOygL8HMaL8AACMhLpUW6huJkOQCSpSnP5h0eW+K5QCA0kLcALKDvgQzo/0CAIyEuFRaqG8kQpILKFGOakvS5XUplgMASgtxA8gO+hLMjPYLADAS4lJpob6RSGWhCwCgMJy1Vi1sdWrDqNt87dYKLZ/frI98sEluf0BvvOuVs8bcL8YGAKTP7QvI5Q3I0x+Uw2aJigHx4kbYwlannLXECiAdzlqrbju/TZPrqjQwOKRqS4W2dXZrzaY9On5WI30JhuasteqjR0zWh6c5NG9GQ1Qbfu0dD+0XAJCxZOcgqXCOUlrGW98TaWMwB5JcQImqt1t1+5K5Wrl2hzbsdslurdDdS+fpgc17dM/6jsj3FrY6dfuSuZreYCtgaQEAubavx68r1+6Iesb56BgwNm6M/s6qJXM5SQDS1BcI6fc73tHGjn/2o/aWJq25+AQdNslOX4Kh1dut+u65R+qqh3dGnTPMb2nSrYvbaL8AgIykOgdJhXOU0jKe+p5oG4M5kOQCStj0BptWL50nlzegoeFh3fjoS9rc0RX1nQ27XVq5dodWL53H4AAAipTbF4gZ+EuxMWB03OjtD6qu2iJnLVfBAemK9LWO6L62uaNLFWVlWr10XoFKBqTH7Qvo6nW7Ys4ZNnV06Zp1uzhnAACkLd1zkFQ4RyktmdR3ttoYjI8kF1Di6u0jgeCNg15tHHOyGrZht0sub4ADPwAUKZc3EDPwDxsbA8JxA0DmMulrgBHRhgEA2ZLNmMI5SmlJt74Zt5QOklwAJEme/mDS5b0plgMwjs7OTrlc8Qdy4+F0OjVz5sysrQ/GQwwA8oO+BrOjDQMAsoWYglyjjZUOklwAJEmOakvS5XUplmeCFz4CudPZ2anZs4+Q3+/L2jptNrteffUVEl1FLJ8xAChlqfpaTRWnZzA24gUAIFuIKci1YmtjzKcmxlkUAEmSs9aqha3OqBc3hi1sdcpZm52DJi98BHLL5XLJ7/fppOXXyTHtsAmvz/POP/TsmhvkcrlIchWxaku55rc0aVOcx9ZmMwYApS7ZeKu9pUkvvNmtmqpKxkQwLGetVQtanXEf/bOAeAEAyAAxBbmWr7nOfGA+NTmSXAAkjTzP9vYlc7Vy7Y6og//CVqdWLZmblSsDeOEjkD+OaYdp0swPF7oYMAG3L6DrHnlJF7c3a1jS5lGJrvktTbp1cRvHZiBLEo232luatKy9WZc/tF1/mNXImAiGdulpLRoaHo6KF+0tTbr0tJYClgoAYEbEFORSPuY684H51NRIcgGImN5g0+ql8+TyBtTbH1RdtUXO2uzd+soLHwHAeFzegP78ykE980aXls9v1vL2Zg0MDqmqslzb9/YoEBoqdBGBojK9waabzpujjne9UX3t8oe2yxcIMSaCobm8AS1/8Pm48WL5g8/r0RXzabsAgLQQU5APuZ7rzAfmU1MjyQUgSr09dwd6XvgIAMYTPjb7AiHds74jZvmZsyfnu0hA0XvPF9AlP3kh4XLGRDAqT38wYbyQaLsAgPQRU5AvuZzrzAfmU1MrL3QBAJSOYnvhIwAUA47NQP7R72BWtF0AQLYQU4D00FdSI8kFIG/CL3yMx2wvfASAYsGxGcg/+h3MirYLAMgWYgqQHvpKaiS5AORN+IWPYw/MZnvhIwAUE47NQP7R72BWtF0AQLYQU4D00FdS451cAPKqGF74CADFhmMzkH/0O5gVbRcAkC3EFCA99JXkSHIByDuzv/ARAIoRx2Yg/+h3MCvaLgAgW4gpQHroK4nxuEIAAAAAAAAAAACYDkkuAAAAAAAAAAAAmA5JLgAAAAAAAAAAAJgOSS4AAAAAAAAAAACYDkkuAAAAAAAAAAAAmA5JLgAAAAAAAAAAAJgOSS4AAAAAAAAAAACYDkkuAAAAAAAAAAAAmE5loQsAwFjcvoBc3oA8/UE5bBY5a6yqt1sLXSwAMBWOpQCARIohRhTDNgAAjIGYUhqoZ+QSSS4AEft6/Lpy7Q5t3O2KfLaw1anbl8zV9AZbwr8jUAHAuTd2DAABAABJREFUP731nk9X/XaHNnZ0RT5L51gKACh++3r8uvI3O7SxI7PxtpEUwzYAAIyBmFIaUs03Mq+IieJxhQAkjSSqxgYcSdqw26WVa3fI7QvE/bt9PX6teGi7zvjB01r842d0xp1P67KHtmtfjz8fxQYAQ3m726crxyS4pNTHUgBA8XP7AjETedJIjLjSJDGiGLYBAGAMxJTSkGq+8e1uH/OKmDCSXAAkSS5vICbghG3Y7ZLLGzu4GG9iDACKkdsX0JtdPm0ek+AKS3QsBQCUhoO9AzETeWEbd7t0sHcgzyXKXDFsAwDAGIgppSHVfOObXT7mFTFhJLkASJI8/cGky3vjLB9PYgwAipXLG1CPP/NjKQCgNKSKEe4Uy42gGLYBAGAMxJTSkGq+MVE7YF4RmSDJBUCS5Ki2JF1eF2f5eBJjAFCsPP1BVVUmH1rFO5YCAEpDjbUi6XJ7iuVGUAzbAAAwBmJKaUg135jsHJp5RaSLJBcASZKz1qqFrc64yxa2OuWsjX3h43gSYwBQrBzVFm3f26P2lqa4yxckOJYCAEpDjbUyYYxob2lSjbUyzyXKXDFsAwDAGIgppSHZfOOCVqe27+1J+LfMKyJdJLkASJLq7VbdvmRuTOBZ2OrUqiVzVW+PnZgdT2IMAIqVs9aq197xaFl7c8zJ2vyWJt22uC3usRQAUBoa7BZddnprTIxob2nSZae3qsFu/ImcYtgGAIAxEFNKQ7L5xtsWt+m1dzxx/455RWSClLhBuX0BubwBefqDctgsctZYVW+36u1unzz9g/L4g6q3WVRjrZB3ICCr5Z/fMUI5EV829lc66xjv70xvsGn10nlyeQPq7Q+qrtoiZ23ivw0HqpVrd2jDqHdzJUuMAUC+vdXtU+/7sdNhs6jWWqHg0JCkMjW9f3x0+wJ6ry8glUn9wSH1vn/8bLRbNcVRndbv1NutuuG8Obrud7s0b2ajlrc3a2BwSA02i2Y12fWBRntuNxQoAvu6ffIMDMrjH1RtVYVslgpVVZZrepb7D2NYFEK93apZk+w6d+70SIyoqizXwd4BHTbJboo2WAzbAKRr9Biy3mZRbXWlDi3R8dwBT7+6+wLy9A/KYavMaIyczXVkw0THANnYDqOMQwpdJ8SUaMmOOUZpM6Nl0n6SzTfecN4cDQwyr5grRmw7uUCSy4D29fh15dod2jiqc3/2hEP11VNb9J2Hd2pzR1fk8/ktTbp5UZu+/NMXNLW+WrcvmavpDbaClXNhqzOvZTCTbOyveOtY8P6VD4dOsmfld+rtmR3sMk2MAUA+vdnVlzB27uv26Qd/ek3f/vhs3fXn13Xp6a26dt2umO/eurhNM5tq0vq96Q02ff+CozkmAuPwZlefrnl4pzaO6oPtLU267LRWDQ4Np90PU2EMi0Ka1mDTJ+ZMjYoTx89qNFWcKIZtAFJJNIa8ZXGbZmUpHplFZ1efroqzLzIZI2djHdnwTo9ff339XU2uq9LA4JC6fUE9t+c9nfqhQzQtjTFANrbDKOMQo9QJMWVEsmOOvaJcf55Au82F8bSfRPONzCvmjlGON/nA4woNxu0LxDQ+u7VCX/mXw2MOdpK0qaNL16zbqXs/f6w27HZp5dodcvsCBSmnpLyWwUyysb8SrWPjbpdW/naH3u72Faxe6u1WHT65VsfMbNThk2sJRAAM4a1uX9LYObXBpi//y+G68dGX9NXTWnTt73bF/e53Ht6pA57+tH+XYyKQub3v+WISXJK0uaNLq/+yW5s7XHqr2zfh32EMCyMohjhRDNsAJJJsDHn1wzuzEo/M4oCnP2YiW8psjJyNdWSD2xfQm+/59NiOfbrkJy/oaz/bpuUPPq/HduzTm+/5Uo4BsrEdRhmHGKVOwko9pqQ65vSHhsbdbnMhF+2n1NtALuTreHPA069X3/HouT3v6dX9nrwfP8K4k8tA9vX45fYHtfTEmVrW3qxtnd36xXOdun3JXPmDQzEHj7BNHV0aDA1LGmmoLm8g5wcDlzcQ00nC8lUGM8nG/kq2jk0dXXqzy6dD6qqoFwB4X2//YNLYOTA4pIqyMs2eXq9Aijjb3RcoyONUgFLg9gXk8QdjElxhmzu6tLy9Wb39g5Hvv9cXkC8Ykm8gJIetUnXVlrSuRmQMCwBIJdUYMhyPSkF3X2DCY+RsrCMbenxBrV6/O6Ys4X/fuij5+3OzsR1GGYd09wW0vbNHK05v0bwZDRoYHFK1pULbOru1ZtMeU577FPrRixOR6pjjDYTG3W7HCs89hx+J6LClN4YezSh9Gsll+3gT77GHbn/QEHeESiS5DGPsbal2a4WuOecI/eLLJ+uGR17SitNbk/59rz/4z//fH0z6vM3wMu9AUA12qwKDQ/IODKqmqlKW8jJ19QVUW12pSXarqirL467H0x+U3Vqh5fOb4wbE3v5goqKWJE+K/ZHO/nL7k2fYe/xBWSqT35yZ63oplee8AjAHjz/xMc9urVDZ+/9//uFOqUxacXqL1mzaI18gFLuuEprMAPLtYO9Ayj42MDjyrrx3e/x6o6tPq//SEXUytaDFqZsXz0n5CKl4Y7LRY9quvoD0rpcxDJAC434Us2RjSCn359XZNpHJ/1TxOZ0xcjbWkQ19gcSJhM0dXeoLTKyc6WxHT8p5nfTvrJhIvXoHBnX30nl6YPMe3bO+I/J5e0uT7l46T96B9OvECO9r29vVp00dLk12VGvg/TnO7W/2aH5Lk2aY4PGiKY85CZan025HS/UY1nRju1H6NJIb71x0vHfDVZWVyeUPalhSYHBIgcEh9fiDuuHRlxLe0Xfnp4/Ja7KTJJcB7Ovx6+oxCa5wsJniqNbGji5955wjkyaV6myWyPps1gqteGh73Odtlkn69tod2vpmt+753Dx974+vaVPUBEGTls1v1lf+d6tWL52nH/+lI+qq2vCL/5rsVq37WrtueuyluAHRMao8kBzVyfdHXYrlkmS3Ju+uVZXlslsrJvw747Wvx68rf7NDGzui3xd2/aeOUpmkJk58AeSZw2aJip2DQ8OaXm9TMBRSTVWlbn7s5Zh3/9y9dJ4uf2h7TKLLUc2QCciVHn9QtdUjYxhnrVWrlszVZEeVvP0h1VVX6oCnX9byctVVW+QPDem/Nv495mRqY4dL1zy8U6v+9eikV6OOHZONHnePHtMW67PqgWwopfc7oDQ5bJaE8ejKtTtyel6dbW919ektt181VZUKDQ1rMDSsPS6vgsGQDk1j8j/VGDidMXI21hE2kWRIX5wL2UaLd6FbJuVMZztSzeukWh420XptqrHqh39+PeHdQTefNyetchjhfW0HPf16u8evx3a+E7WO9pYmNR9SoypLhSYb/K6iVHOodUmWp2q3Yft6/PrxX3br+k8dpcHQsDz+kURWZUWZfvyX3br8jA9pb7dfNVUV6g8OyVIR0iu9vTpskl1Tx8T2bPZp5M545qLjJULPmH2IvnvuUbrl8ZejcwitTl30kcP0t7+/F9MOC3FHH63OANz+oKory7TxW6fKGwhFDjS3L27T/p6RZz1XVZbrgYuPjzySTho5kH30iCk6f94HIhW5sNWpbW/2JHze5tlt07Rxt0vfOLNVD2zaE9U4JY1M9pWV6SfLTtRtf3glsjw8SXj8zEZ5BwbV1Tege9d3xH1vQpmkWxe3ye0r3ce9jB141VVV6swjJuvPrxyM+e7CVqcqy8u0vbNb9TaLaqoq5e0fjLpyQpKsFeVa0OKMSiKFLWhxanJdtcpVFvnO2KRoo30k+x423qsv3b6AenxB9QUG1RcIqeH925uvXbcrpmwbd7t07e92ad7MRu3Y28OJL4C8qrNW6JdfOkH19mr1vR9fKyvK1GCrkn8wpOObJ2lrZ09kQBYeyC2f3xw12T2/pUmNNaUZz4B8qLFW6B13v766oFkXnjxLwaFh9Q8OqbJ8SOVlUrOzRtbyMlVI2vT393TE9Ho99eq7MevZ2NEltz+YdKzhrLVqYatTG94fKy+f36wHNu+JmeQJj51XL51XsuNZIB63L6A1G/+uWxbNicRWh82iGmuF1mz8uy47o5U+A9NzWCv0iy+fouse2RUz8f6LL58iW0VZkr82jnc9/eoPDWv1+o6Y7bj+U3P0rqdfh6SYgKyrrtT8lqaYuaPweurSSuxUJF1Hqot1wyaaDGkYcwHc2IvH61MkGhprrEm3I53zhTKNJF/i3VHW3tKkdFrWSL0OJajXo9Kq10Ao8aPaN3d0KRAaSlmOA55+Xf/oS5o3s1HL25uj9ucNj76kW8+fm3KCOxvr6BsY1J9e2q/bFrfFxKUHN+/RF045LOW2FFqqfmapKEv4aMlE7XbsYwktldKKU1vlDQ5qeFRLGwwNacWprRoYHFS9rVLDKlN5WUgV5WWqt1VqIBjSAU9/1Dylw2bRGbMPiTseT9YXxjMPyZ3j4zf2vGe0ha1OOWuj9+Nb3T499fI+3b64LSo/UWut0O2jcgRhG3e7NDQ8HDN/EpbsTrJc1CtJrgzde++9+t73vqf9+/fr6KOP1urVq3XiiSdOaJ3lZYO65tw5WhnvltFFbTpztlPv9varTNKMSXateuLVuI9n+erCD+rTJ87QOXdvivs7G3a7dNFHDhv5m1an7vrz7rjf2/pmtyoqyqISXOErXC0VZbJZy1VdWZnwvQmbOrrU8W6fHty8pySTGp1dfbp6zIvTF7Q06cZFczQ0PKz1o4LAglanvnZai86+e6MkRfbz5jGZ8avOnq2u3oCuOfcI3fzYK9F3S7WMrOMz929RU41Vay4+QS7vgMpUpiEN65k3uiKP3wrfiSdJf33tXU12VGlgcEjdvqCe2/OeTv3QIZr2fn3FO+D0DQyq2xfUfk+/ysrKIkH1uFmNuugjh+mZv3fFZO/D79G4Z32Hrly7Qzedd5S6fQQnALlXJclhq9amDpemvP/oir5ASAfcfn3kcKfmHz5Jcz/QoEt/vi0q0bW8vTmyjvDjG3imOJA7dmuF3n6vV0tPnqW33f36rw1vaPb0es2b0aB3vQNqsFvUaLOotqpSxx/WELngK55Uj5Cqt1t1+5K5Wrl2hzbsdmnejIa4J2US7+gC4vH0BfSFUw6LG1u/cMph8vTRZ1Acrh+T4JJG5jquf2SXVi1uK1CpMuMPhpJux61pbEf/4KBuXtSma9btjJrgDI+R+wdTP5bMHxxIug5/cEBS8iTVAU9/zN0F4W1J97FYk+uqtObiE7R6/e6YJxKtufgETU4yvpCkKY5q3bK4TVc/HH870jlfqKiQbl40R99dtytmHTctatPgUOq7cvzBkK57JP4jwq5/5KW06jXVe+XSee9cjy+gz500K+4jD5e1N6vHl/oujh5fQF84+TC94/ZHfT69vlrHzWxMax0hhfTFjzTHTYDevKhNg8PGf3ReVUV50j7S3dev7Z3dabfbeHfjPPOtUxUYHtbNj78Sdz9VlVfo2c5/PvKxLzCS3Gr/YJM2vHZQk2r/OX94wNOv6z55lKSXohJd4aRzvDobz13ghb5zPNH7y8ySeBt73hMWnhseW+bhwUGdfsT0uPmJ7557lJ79R7dc3uhHqm7u6NJXFh6ue+L8fqK7nnNVryS5MvDLX/5SV1xxhe677z6ddNJJuuuuu3TWWWfptdde0+TJk8e9XrulKqYBSSMB6up1O3Xb4jYFh4b1t7936fExt99K7z+eZd0u3XZ+mzoOeJPeqjowOHI1RrKLMpbPb9bb3f6of4cTL1edPVu9/SN3ciXTHwyV5BWwBzz9MQkuaeTK4mvXvaQrz56tC0+apYHBITXYLCovL9PyB5+XLxDSitNb4l5JvHG3S8PDr+iYmY1as2mPls9v1ldOPVyV5WWqqarUjrd6dMlPnpfdWqH/vugE3fDoS1FBcfTjtzbsdmnL37s0vd6mx3bui72V21kju7VCfYFQ1AHHbq3QmotP0L3rdyd8tFey7H243W3c7dIb7/bpkp+8IInHmgDIrYCkfW5/TOxsb2nSYc4aTaqx6rUD3THHrrpqix760slyVFeq3m7RoY32ApQeKB3lKtMZs6dpQ4dLf37lgJbGmTCZ39Kk73ziCNVVjfTLRNJ5hNT0BptWL50nlzcw8g6uJMz23hUg18rLy/RWT+LYOpNxPYpAbyAU944KaWSepjfNx4MVmi/FdqTzmDNreYX2e/xacXqLrjx7trz9IdVWV6hvYFAHPX5NdaTu8zWWKt3yh1e0rL05ah0HPQNa9YdX9J2zj0i5ju6+QNJtSeexWH0Dg7p3/e64j+grLyvTqvPbks5dvd3t08Ek+6KyvEwfSHHeYLdU6ru/26VjZjZq2ft3LlVVlmv73h7d/NhLujGNxwT2BUIJ78La1NGV8rGMkqKe8jOe5ZI0PKy4c1jhf3/3nCNTrkOSqi3lcWPKitNa0vv78kpdmWBO9Zp1O3W7CZLSXX0BXfu7nfr+BceoLxBSrz+ouvfvRjvo8elHT72RsN1+/4KjVT/q8309/rgJ4ZCkq9fFT3pfs26nblnUFv+Rj84aVZSXRebxRn9+86I2fcsfHHmKVXWlGmviPz7U7QvEJDWk5E9OGM/fZFOy95fd8cSrenzn/sjnRp7bHH3e09sfVF31yON44+678oqo1ymFbero0k2PvaRVS+ZGtYOw6jh3485vaVJ1ZXnM57msV5JcGfjBD36gL33pS1q2bJkk6b777tPjjz+uNWvWaOXKleNerzdFgPIGQhoaGtYUR3XC723c7VJv/6BCw8NJf6vq/QaW7Pmo82Y0xPw7PMlQZanQbX94Neoq92S/U2pXwHb7AgnvcNvY4dJ3xgSG/7no+MjAMtmVxJs6urSsvVm+QEj3rO/QPes71N7SpJs+NUffeXiXJGn10nm68bHYq3nGPn7rqOkO3fjYy0mfvXztIy9FHXCWz2/W6gSDwdHrTtQuqkYd2MIJL4lHAeVLZ2enXK7Y25Mnwul0aubMmVldJ5BtA0PDuucvHQmPXTedN0dTHNUxA/GaqgpVV1YkHvwByKpufyDyvoQjptfHnTDZ1NGl237/qm447yhZK2JPmKSRu99TPWoorN7+fv8+6E36PTO9dwXIh3RiK2B2Ke9yGTD+nSFSdrYjODSsu56K7fPSyER3On2+NxDSH3Yd0B92HYi7/LIzPpR6HVm488gzMJh4vma3S56BQU1P8vcDg0MT3xf9g1r/6rtRT/gZ7Vtnpd6OXn/yC3DSuUDHUl6e9LGJlvL4Y63RhqWEc5SbO7qUfHby/XJUlE84pvSmmFM1Q1La0z+o5/7Ro4Xf+2vMst9fviBpu+0ec7eb2x+Muz9SzT37grHLw/++9twj435+y6I5mj3NkXjD3ufyBmKSGmGJ5o3H8zfZkihRuKmjS1c/vFPL2pujklxGn9uMnPekkKqNXHn27LjLaquicwzzW5p07SePUnAo9g6bXNYrSa40BQIBbd26VVdddVXks/Lycp155pnasmVL3L8ZGBjQwMA/73jyeDxxv+dJI0CVqSwqOZDoe9v39iQMVAtanTrYO1IeS0W5FrQ0JTxQjl7P6N8NBEee2ztvZmPSgLh9b09UuUqFx598QOIdM/AavW9T1e/Y5Zs7uuQf/GewnuyoSjrACCegBkPDSb/nC4ZiDjjJEnCj1x1vG8a2h6oxmXyjJELT7a9m09nZqdmzj5Df78vqem02u1599RUSXci7TPqqP8kgbXNHl/yBUMxxa2GrU4c22Ap+TAKKQbr9tbbKovf6AhoYHEo65tjY4ZI/GJI/GNKCVmfUeKW9pUk3fuqojK+gzPRZ9UCxSre/poytQeNPJgKppLzLpapwU2mZjIWzsR3Z6PPpzHmlko07j1LN1/SmWJ6VfZEiGZdquSQ5UlzQ40jjAp0eX0DL3p/HGXvnTvhRg6n4AsnLmmq5NPLoRSO0r1xJt78muxHBmyIZPbbdJtofqfZTouWbO7o0GIpNWW5O865BKfm7maT4dTSev8mWRIlCKXGyxyhzmxORqo14+2PrO/wuwUcva4+6S/euJ1/TdZ+KTVLnsl5JcqXJ5XIpFAppypQpUZ9PmTJFr776aty/ue2223TDDTekXHeqAFVXbVFZWeqGUFdt0ZpNe3T30nmSYgPVTefNUVVluRa2OtXtG9B3zz1KN4y586e9pUmTHVVR6xmdlOh7P0gl+p0FrU5d9JHDdPlD26PKVSpqqpK/MNU+ZvnofTs2+TNWvOW+gX8eYOIdbEYLT+SmCkKj1zn2b1Ote+zV0+EBUrg9jE14hRkhEZpufzUbl8slv9+nk5ZfJ8e0w7KyTs87/9Cza27Qxo0bdcQRqR8tka6BgQFVVSV/DnomzHK3WbbvtHvllVeyti4jyqSvpnoEiy8Qijq2Jno2NYDxSbe/Omut6g+O9MdUYw7fQEh2a4Wu/eSR6uzyRR7zc8DTP64yZvqseqBYpdtfU8bWOOcSgNmUSUkv6i3Lf5EiMhkLZ2M7stHn05nzSqW8LPm2lKexMZnO14yVlX2RIhmXarkkNdZYNb+lKe7jG+e3NKmxJvXYxV5VqS+seU7L5zdr+ZjHJl7+0Hat/epHUq6jwZb8d1Itl1LvU38aSZRstK9cSbe/JqvTmjiPghttbLtNtD9S7qckyxPNI6Yb81MlXuPV0Xj+JlvGk+yRjDG3ORGpE+jRx6fwnK/KpE+u3hz5PNm72XJZryS5cuiqq67SFVdcEfm3x+PRjBkzYr5Xa61IGqBqrRXyBUM62DuQ+C6tlibVVVfq+FmNuvyh7TGB6mDvgBrtFtXbrVq9dJ7e8fTrDy+9o3PapsUEtKdeOahjZzZE1nNIXVXkrq+K90cOvkAo7u8c2mjT4h8/EwlUpXYFrN1SkXTgZav8Z/BZOOrOOklJ78JLlByqra6M/E1tdfLAF57IrUsxaKqzxS5PJwG3oNWpivIyrbn4BNmtFQoNDWvL37t0+UPb5QuEYhJeUb9pgERouv3VrBzTDtOkmR/Oyrr87i5JZfr85z+flfVFlJWNPNg7S8xwt1mu7rSTpOBA6qvvzCiTvuqIczwbrc5WqY6DXh07q0F/+sYCTXFUM6ENZFG6/bXeblVXX0AHPP06rCn5i+cdtkpZysv16M59+uGTuyWF39vQKmuK8UoiGT2rHihS6fbXVLE11XLADMrKlPQul7ICZrkyGQtnYzuy0efTmfNKpbysLOm2lKexManma+yW5OXIxr7IRoJqiqNaty5u03ce3hm1nmQTy2PZLOU6bmZj3LvnF7Q4ZbOkHlNl4274hhST6uk8hjob7StX0u2vyerUbk3ebscmweptlrj7I9V+GgwlvtAs0V2f8eYP4xlPWynk0xZSJXsSzb8aYW5zIuqqK5O2kZqqCv3PRcdH5RAeevZN3XDeHD3x9QUp380m5bZeGYGmyel0qqKiQgcORD9D+MCBA5o6dWrcv6mqqkrrrgSHzaKbF7XpmnWxB7NbFrfJYbPIYbNo/gdHXuwnjbl7qsWpmxfP0aGN9siVqKMD1dgrUcP/u/Mttz574kytGfPegzNmH6Kb3n8v0z3rOyJ3bQ1r5HmvC1qc2tjhirwfanQ5jjusMSrBVWpXwNZUVeqy01olxQ68LjutVW91j0xkh/dN+P9v2O2K7OcyKaYdXBwnObSgxakDnv6Rwamkg56BhAejcJJsYatTjurKSB2OtaDFKUe1JeaAkyoBd7B3QHcsmSu7tUIub0B9A0E5bBadecQUHTXdoUNqq/T6gd5Iwms0oyRC0+2vkIK+XknDOuZzV+qQ5vjP5M3UOzu3aNcj92dtneG7zVwul6GTXLm40y68LwcHzfGugExl0ldrqypjHmkWtqDVqZr3T3TrbZaSilVAvmTSX6sry3X4ITWqtyWe/FnQ6lStpULewUEd/YEG/fjCY0cu5vL06wMN1Slf9p5Mus+qB4pVuv21LkVsrSvgY9yAbKmtqtRDz76peTMbYy4KfujZN3VjAd89l0lsbbBbdccTrybcjlvPn5tyHVMd1Un7/NQ0EirWivKEc143L2pL+K7N0SbXVWlVgm35xXOduvOCo1OuY1KNVZednmC+5vRWTUqRYHJUW5Lui3QeE5iNBJUkzWyq0Z2fPkbdfYG0JpbHarRbteL0FknDUa8xWdDSpBWnt6gxjTFRNu6Gn1xXlXSfTq5L3dYt5WVJ25clndv8ciST/pqoTqsry5O227F1Nb3BplsWt+nqMW1scCiUdO75R0++HrdcI3OP/rifp9NOpPG1lUI+bSFRolAa2V8HPQMxnxtlbnMiDm20x2074Tby47/s1i9feDvm80MzOAfLZb2WDQ9n8bL5InfSSSfpxBNP1OrVqyVJQ0NDmjlzplasWKGVK1em/HuPx6P6+nq53W45HNEv5nu3x6/+0JC8gZB6/UHV2SyqtVaouqJch4x6t8D+Hr/8wZB8wZB8AyHV2SpVW1UZ1aDcvkBaV6Lu6/Hrut/t0oenOTRvRoMGBofUYLNoekO1/u8tt06Y1Sh/cEi9/SMJi5qqSvW9/yzY6x55KSoILWx16tbFbQqEhuTxl/YVsHu7+rSpw6XJjup/3knn6Vd7i1Mef0A2a/S+GV1f4f3s7R+M1J+1okw3PPqS/jzqxaQLWpp08+I29fgG5A8MqS8QkrWiXIdOsum763ZFHYwWtDh1/XlHqUxSU83I73Z29enqh3fGDGZuWdymmU012tfjjzrg2K0VWnPxCbr3Lx1R9b6g1ambzpsTuUtwrPB6XnizW3cvnRfzIvnwQWxahu/PyIdk/TVs27ZtOu644/TRqx/I2l1S73W+pidvWaatW7fq2GOPnfD6clHGfzz7Rz275gbN/8a9+sAR8wy5zmzvx1wxQ/0YfV+m6qtvdvXpmnW7Yo5dNy+aI/uYGAsgt1L1186uPr3wj/d0zMzGmLFmpN9KGtDIS8bDY6W66sqMTq4ApJasvyaLrbNS3I0JmMWb758zx5voM1I7Tye2JkqozExzO/b1+HXl2h0xff6ODM7l3+rqU29gUMMqi8x5lWlYddZKHZrHcrzT49dfX39Xk+uqop58dNqHDtHUNNbxZlefrnl4V9RFw+ELzzNpFwc8/eNOUGXLRPdFWLpzkImMnX+SMp8rykb7yod05pniGU9d7evxy+0PRuplks2iYGhIvYGQhqVR+0lqsFYoIOmaOPOENy9u0x1/eEWP7zoQ9fktGRxDwsbTVibavsYrWQz43hOv6rGd+yOfG3luczze6vapd9S8dPhc6+1unzyjPndUV477IsNc1CuXWWXgiiuu0EUXXaTjjz9eJ554ou666y719fVp2bJlE173IQ02uX0BBULDslaWy1pRLkecK8vTCTTpXok6vcGm719wtFzegNz+oOzWClWUl2loWDr1Q4ckXcc9PNIloRlNNTrdUhE1YJnzgfr3ByyxASBefU0ZE+tuOX+u/l+cAdCsppqoA4OGpTv+9Wh5/MGkg6WZTTX6fpKrfhI9tifTeh+9nr6BoG5dNJII7RsYpN0AyItZTTW67fy2uIM0AMYys6lG5eVl8g4M6upPHKFhSX0Dg6qpqhy5+MtSoUPyPAEEINasphrdfn5b1iY6ACOa1VSj25fMNf0YcqJ3/Egj5/UTnQM69P2Lad3+oMrKRt4XVm+zanoGk8LZKMe0Bps+MWdq1DqOn9WY9jpmNdVo1b/OjUoe1NssGW2HNHJHV76TWmNNdF+ETfRu+Gw8NvrQpprIBHy4fTmqLUUTl8ZTV9MbbHHbZWw/tESSM7clOOZd+6k5uuyMD004KTuetlKopy3MaqrRHf96dNy+fsviNn3zox8u2jnxRHHuA412fSBLv5GLeiXJlYHPfOYzevfdd3Xttddq//79OuaYY/TEE09oypQpWVl/ITrueH+TR7okl+0BS7L1xauLdAZYqcqYqI7NEpDM7pVXXjHUegAzM9tkBFDK6K+AOWRzogMwqmKJSdmYn8jGeX2iSfd8lyMbSZmJbodRGGW+JhvlKPa4lK26StZ+Ex3zjJCULYRE+8oo/QbRSHJlaMWKFVqxYkWhiwGgSPndXZLK9PnPfz6r6w0OBLK6PgAAAAAAAAAoNJJcAGAgQV+vpGEd87krdUjz7Amv752dW7Trkfs1ODg48cJBnZ2dcrliX4o7XtxpBwAAAAAAAIwfSS4AMKDayTM1aeaHJ7wezzv/mHhhIGkkwTV79hHy+31ZXzd32gEAAAAAAACZI8mVR8PDw5Ikj8dT4JIA5lJXV6eysrK8/mY6/dXr9UqS3G/9XUODoaz8rvfg2yO/u/8fqqqqMtz6zLLO3v1vSpK2bdsWqaeJev311+X3+zT74xepZlJ23sXYtedl/WPLY3rvrQ5VVFRkZZ252pderzet+JXv/kpsBcbHqLEVQCz6K2AejIUBcyC2AuaRTn8tGw73MOTcW2+9pRkzZhS6GIDpuN1uORyOvP4m/RUYn3z3V/oqMD7EVsA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",
|
||
"text/plain": [
|
||
"<Figure size 1750x1750 with 56 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Парные диаграммы\n",
|
||
"sns.pairplot(df[numerical_features])\n",
|
||
"plt.suptitle(\"Парные диаграммы числовых признаков\", y=1.02)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Тепловая карта корреляций\n",
|
||
"correlation_matrix: DataFrame = df[numerical_features].corr()\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
|
||
"plt.title(\"Тепловая карта корреляций числовых признаков\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Кодирование и стандартизация данных:\n",
|
||
"\n",
|
||
"**Унитарное кодирование категориальных признаков (one-hot encoding)** – метод, который применяется для преобразования категориальных переменных в числовой формат. Каждая характеристика представляется в виде бинарного вектора, где для каждой категории выделяется отдельный признак (столбец) со значением 1 (True), если объект принадлежит этой категории, и 0 (False) в противном случае.\n",
|
||
"\n",
|
||
"**Стандартизация данных** – это процесс преобразования признаков в наборе данных так, чтобы они имели нулевое среднее значение и единичную дисперсию. Это делается для того, чтобы привести данные к одному масштабу, что особенно важно для алгоритмов машинного обучения, которые чувствительны к масштабам признаков."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 351,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"\n",
|
||
"\n",
|
||
"scaler = StandardScaler()\n",
|
||
"df_encoded: DataFrame = pd.get_dummies(df)\n",
|
||
"df_standardized: DataFrame = pd.DataFrame(scaler.fit_transform(df_encoded), columns=df_encoded.columns)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Понижение размерности:\n",
|
||
"\n",
|
||
"**Основные методы понижения размерности:**\n",
|
||
"1. **Метод главных компонент (PCA)** – это статистический метод, который используется для уменьшения размерности данных, сохраняя при этом как можно больше информации. Он работает путем нахождения направлений (главных компонент), вдоль которых данные имеют максимальную дисперсию. Эти направления представляют собой линейные комбинации исходных признаков. PCA помогает выявить скрытые структуры в данных и уменьшить шум, что может улучшить производительность моделей машинного обучения.\n",
|
||
"2. **Неотрицательное матричное разложение (NMF)** – это метод разложения матриц, который используется для анализа неотрицательных данных. Он разлагает матрицу на две или более неотрицательных матриц, что делает его особенно полезным для задач, где данные не могут принимать отрицательные значения, например, в изображениях или текстовых данных. NMF позволяет выделять скрытые факторы или темы, что может помочь в интерпретации данных и снижении размерности.\n",
|
||
"3. **Линейный дискриминантный анализ (LDA)** – это метод, который используется как для классификации, так и для понижения размерности. Он ищет линейные комбинации признаков, которые лучше всего разделяют классы в данных. LDA максимизирует отношение между классами и минимизирует разброс внутри классов. В отличие от PCA, который не учитывает классовую информацию, LDA ориентирован на сохранение различий между классами, что делает его особенно полезным в задачах классификации.\n",
|
||
"\n",
|
||
"В данном случае воспользуемся методом главных компонент (PCA)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 352,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Доля объяснённой дисперсии каждой компоненты: [0.29823788 0.14095201]\n",
|
||
"Общая доля объяснённой дисперсии: 0.43918989405166786\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.decomposition import PCA\n",
|
||
"\n",
|
||
"# Понижение размерности методом PCA\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"\n",
|
||
"# Применяем PCA к стандартизированным данным\n",
|
||
"data_pca = pca.fit_transform(df_standardized)\n",
|
||
"\n",
|
||
"# Преобразуем результат в DataFrame для удобства анализа\n",
|
||
"df_pca = pd.DataFrame(data_pca, columns=['Principal Component 1', 'Principal Component 2'])\n",
|
||
"\n",
|
||
"# Визуализация данных после PCA\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Principal Component 1',\n",
|
||
" y='Principal Component 2',\n",
|
||
" data=df_pca,\n",
|
||
" alpha=0.6\n",
|
||
")\n",
|
||
"plt.title('Визуализация данных после PCA', fontsize=14)\n",
|
||
"plt.xlabel('Главная компонента 1')\n",
|
||
"plt.ylabel('Главная компонента 2')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Объяснённая дисперсия\n",
|
||
"explained_variance = pca.explained_variance_ratio_\n",
|
||
"print(\"Доля объяснённой дисперсии каждой компоненты:\", explained_variance)\n",
|
||
"print(\"Общая доля объяснённой дисперсии:\", sum(explained_variance))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Иерархическая кластеризация:\n",
|
||
"\n",
|
||
"**Классификация методов иерархической кластеризации:**\n",
|
||
"1. **Агломеративные алгоритмы**: Выполняются последовательным объединением исходных элементов и соответствующим уменьшением числа кластеров (построение кластеров снизу вверх).\n",
|
||
"2. **Дивизимные алгоритмы**: Число кластеров возрастает, начиная с одного, в результате чего образуется последовательность расщепляющих групп (построение кластеров сверху вниз).\n",
|
||
"\n",
|
||
"**Метод средней связи (average linkage)** – метод иерархической кластеризации, который объединяет кластеры на основе среднего расстояния между всеми парами объектов из двух кластеров. Начинается с каждого объекта как отдельного кластера, затем на каждом шаге объединяются два ближайших кластера с минимальным средним расстоянием. Этот метод устойчив к выбросам и учитывает все объекты в кластерах, но может быть вычислительно сложным для больших данных."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 353,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Результаты кластеризации: [3 4 2 4 2 3 2 2 3 2 2 3 3 2 2 1 1 1 3 4 2 4 3 2 3 2 2 1 1 1 3 2 2 3 2 2 3\n",
|
||
" 5 5 3 4 2 4 2 3 2 2 5 5 5 5 2 2 5 2 2 4 4 3 2 4 3 2 5 5 2 2 5 2 5 5 2 1 1\n",
|
||
" 1 2 2 1 1 1 1 1 1 4 4 4 2 2 2 3 4 4 3 2 5 5 2 2 3 5 5 2 2 3 4 4 4 3 1 1 1\n",
|
||
" 2 2 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 4 3 2 2 3 4 1 1 1 1 1 1 1 1 3 1 1 1 1\n",
|
||
" 1 1 1 1 1 1 1 1]\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from scipy.cluster.hierarchy import dendrogram, linkage, fcluster\n",
|
||
"\n",
|
||
"\n",
|
||
"# Выполняем кластеризацию методом \"средней связи\" (average linkage)\n",
|
||
"linkage_matrix = linkage(df_standardized, method='ward')\n",
|
||
"\n",
|
||
"# Построение дендрограммы\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"dendrogram(\n",
|
||
" linkage_matrix,\n",
|
||
" truncate_mode=\"level\", # Ограничить уровни дерева для лучшей читаемости\n",
|
||
" p=5, # Количество уровней для отображения\n",
|
||
" leaf_rotation=90,\n",
|
||
" leaf_font_size=10,\n",
|
||
")\n",
|
||
"plt.title(\"Иерархическая кластеризация (дендрограмма)\")\n",
|
||
"plt.xlabel(\"Объекты\")\n",
|
||
"plt.ylabel(\"Евклидово расстояние\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Получение результатов кластеризации с заданным порогом\n",
|
||
"result = fcluster(linkage_matrix, t=25, criterion='distance')\n",
|
||
"print(\"Результаты кластеризации:\", result)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Визуализация распределения кластеров:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 354,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Визуализация кластеров на графике рассеяния (PCA)\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Principal Component 1',\n",
|
||
" y='Principal Component 2',\n",
|
||
" hue=result, # Классификация по кластерам\n",
|
||
" palette='tab10',\n",
|
||
" data=df_pca,\n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Распределение кластеров после иерархической кластеризации')\n",
|
||
"plt.xlabel('Главная компонента 1')\n",
|
||
"plt.ylabel('Главная компонента 2')\n",
|
||
"plt.legend(title=\"Кластеры\")\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Объединение всех графиков в одну фигуру\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"\n",
|
||
"# Визуализация для 'Shares' и 'Shares Total'\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Shares', \n",
|
||
" y='Shares Total', \n",
|
||
" hue=result, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Количество акций vs Общее количество акций')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Общее количество акций')\n",
|
||
"\n",
|
||
"# Визуализация для 'Shares' и 'Value ($)'\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Shares', \n",
|
||
" y='Value ($)', \n",
|
||
" hue=result, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Количество акций vs Стоимость сделки')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Стоимость сделки ($)')\n",
|
||
"\n",
|
||
"# Визуализация для 'Value ($)' и 'Shares Total'\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Value ($)', \n",
|
||
" y='Shares Total', \n",
|
||
" hue=result, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Стоимость сделки vs Общее количество акций')\n",
|
||
"plt.xlabel('Стоимость сделки ($)')\n",
|
||
"plt.ylabel('Общее количество акций')\n",
|
||
"\n",
|
||
"# Визуализация для 'Cost' и 'Value ($)'\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Cost', \n",
|
||
" y='Value ($)', \n",
|
||
" hue=result, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Стоимость акций vs Стоимость сделки')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Стоимость сделки ($)')\n",
|
||
"\n",
|
||
"# Отображение графиков\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Неиерархическая кластеризация:\n",
|
||
"\n",
|
||
"**Классификация методов неиерархической кластеризации:**\n",
|
||
"1. **Четкие алгоритмы**: Объект принадлежит только одному кластеру.\n",
|
||
"2. **Нечеткие алгоритмы**: Объект принадлежит нескольким кластерам с разной степенью принадлежности (сумма всех степеней равна 1).\n",
|
||
"\n",
|
||
"**Метод K-Means** –:это алгоритм неиерархической кластеризации, который делит данные на k кластеров на основе их сходства. Он начинается с случайного выбора k центроидов и далее итеративно присваивает каждому объекту ближайший центроид, обновляя центры кластеров как средние значения объектов, принадлежащих им. Процесс продолжается до тех пор, пока центроиды не изменяются существенно."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 355,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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3z7Rs2dIA5pxzzim1bH5+vmnQoIHp0KGDycnJcS2fN2+eAcx9993nVr6goMAAZsqUKSVeb9u2ba5lgLn//vtdz++44w7ToEED0717d9OvXz/X8ilTphjAOJ1Ot9dJTk42Y8eOdT1/6KGHTFRUlPnjjz/cyt11110mKCjI7Ny50xhjzLfffmsAc9NNN5V4r8e/RlmxF1m4cKEBzMKFC13LcnNzjd1uNzfccINr2ejRo01oaKjZsmWLa9nevXtNTEyMOeuss0rs93jZ2dluz/Pz802HDh3MwIED3ZYXP6aTJ082QUFB5pNPPimxP8BMmDChxPLhw4eb5ORkt2Vjx451W7Zu3Tpjt9vN0KFDSxyX4z+TF154wYSFhZkBAwaU2O/x0tPTTVhYmLn11lvdlj/++OPGZrOZHTt2GGOMmTFjhgHMgQMHyt3f8W6++WYDmNWrV5dZ5ueffzaAmTRpkjHGmPvvv98A5uyzzzaFhYWuckXnxMyZM13L+vXrZ0477TS3/U2fPr3EMTpw4ECJc//77783gHnnnXfctp8/f77b8szMTFOnTh1zzTXXuJVLTU01cXFxJZYfr/i5fPjwYXPqqaeatm3bmoMHD7qVKzpW33//vWtZZmamadGihWnevLlxOBxu5a+44grTokULt2XHv0dPz6MdO3YYwLz++utu+yv6LIps377dBAUFmalTp7qVW7t2rQkODnYtLywsNC1atDDJycnmyJEjbmVL+76XFntxx5/jxhhz+eWXm8jISNfzTz75xADm4Ycfdit34YUXGpvNZjZv3lzqvosc/303xphp06a5fQ+McT+mK1euNNHR0eaiiy4q8fmMHTvWREVFldjnBx98UOL3q7TftDPPPNP1ORU/Lsd/Jvv37zcxMTGussX3ISIi4g9F1zYJCQkmNDTUXH755QYw77//fomyS5cuNYB54YUXSqxr166d6d69u9uyrKwsA5hHH320xOuVVafZvXu3iYiIMDNnzjT9+vVzq9PMmjXLAK46SZHjry06depkzj33XHPgwAG3x//+9z8DmDlz5hhjjJkwYYKx2Wzm0KFDXh2r8uo0n3zyiTlw4IDZsWOHefDBBw1gPvzwQ2OMdU0VGRlpLr744hLbX3fddcZut5v09HSPYjHGmMOHD5sDBw6Y66+/3tSpU8dtXdExnTlzpgHM888/X+o+TqZOc95555nTTz/dvP766+XWabKyskxiYqK59dZbS+yjLKNHjzZNmzZ1u9bs3r27SUlJcT0v+jxeffXVEtdu5bnqqqsMUOH1ZGlKu441xrvvhrfHcfjw4WbixIlm+PDhruUtW7Y0r7zyimt9kXPOOcckJiaWOB7//ve/DWA+//xzY4x/zv3XX3/dHDhwoER9oTzDhw83CQkJpqCgoMKyzz77rAHMunXr3LYvfiwPHTpkbDabeeihh0p8/4vuiezevdttvz169DDnnnuu6/m2bdsMYN544w3XsqLfoh9//NFERUWZSy65pNR6UPHfLKfTaTp37mwuuOCCEtf8IuKuVg8t9d1333HeeefRqFEjbDYbn3zyidf7MMbwxBNP0KZNG8LCwmjcuDFTp071fbBSI4wbN45du3Zx+eWX89VXX5Xa2nflypXs37+fG264wa375/Dhw2nXrl2JrsD5+fkAXrVU37NnDzNnzuRf//pXiSFQGjRoAOAa7qcsH3zwAX379qVu3bocPHjQ9Rg0aBAOh4PvvvsOgP/85z/YbDbuv//+Evs40bEf09PTOXjwIDt37uTxxx/H6XQycOBAwOpy+tVXXzF69Gi3oZOSkpK4/PLLWbJkCRkZGeXuv3jLpSNHjpCenk7fvn35+eefSy3/3HPPMW3aNJ599llGjRp1Qu+pLJMnT6Zbt25cdNFF5ZbLzs7mwQcf5MYbb6RZs2YV7jc2NpahQ4fy/vvvu7Vgee+99+jZs6drH0Wt7D/99NMSQ4aVJzMzE4CYmJgyyxStO/7zmDRpktvkfv/4xz9o2LChzyY1/uCDD4iLi2Pw4MFu52737t2Jjo5m4cKFgNVy6+jRo1x22WVu5YKCgjjzzDNd5SqSm5vLyJEjOXDgAPPnz6devXpu67/44gvOOOMMt7kOoqOjufbaa9m+fbvbMGVgfee97ZlS1nlU1POhou/7Rx99hNPp5OKLL3Y7FomJibRu3dp1LFavXs22bdu4+eabS/QcO9Hve15eHgcPHmT//v18/fXXfPvtt5x99tmu9V988QVBQUHcdNNNbtsVtRKrqNVf8e97VlYWBw8epFevXhhjWL16dYnyW7duZfjw4XTp0oW3337b1eLTFz766CNWrFjhNlRVWR566CHi4uJKvG8RCQxf1CsWLFhAz549iYmJoX79+lxwwQVuwxOKVBWHDx9mzpw5vPnmm3Tp0sU1vEtxO3bsAKBt27Yltm/Xrp1rfZGi4XRKG56xLPfffz+NGjXiuuuuK7EuJSUFm83G5MmT2b59u+va5fjr2U2bNjF//nzq16/v9ijqPbp//37A6lXfqFEj4uPjPY6vIqNHj6Z+/fokJyfzwAMPcO+997pa0R84cIDs7OxSj1/79u1xOp2lDu9Z3Lx58+jZsyfh4eHEx8dTv359Zs2aVeKzAqs1+MSJEwFKDOl6spYsWcLnn3/OY489VuH14FNPPUVubm6Fw9gWd8kll7Br1y6WLVsGWJ/VqlWruOSSS9zK9O7dm6uvvpqGDRty6aWX8v7771dYv4mNjQX+qtv4grffjSKeHsfx48czf/589u3bx+LFi9m3b5+rZ8rxcbRu3brEtWzR8FdFcfjj3L/yyiupX78+devWJSYmhssvv7zCXsZbtmyhbdu2rl7t5Tl48CBAqUN4F9m8eTPGGP71r3+V+P4X3bso+v4XOXr0qEe/UXv27GH48OFkZWVx6NChCs/7d955h/Xr1/PII49UuG+R2q5WDy2VlZVF586dufLKK92GtPDGxIkT+eqrr3jiiSfo2LEjhw8f9vkffqk5Dh8+zNy5c/nb3/7Gb7/9xsSJEznnnHPc/sBWdGGzZMkSt2Une9F//NwPxS/6H374Ydd+S7vo//XXX92GgCnO3xf9Rex2+wld9J922mll7n/evHk8/PDDrFmzhry8PNfy0i5AvvzyS9dcH/666P/mm29KzAlwvOIX/RV1Wy1yySWX8Mknn7Bs2TJ69erluugvPizYJZdcwquvvsrVV1/NXXfdxdlnn83555/PhRdeWO4N3KIkRXkX/ccnO4qOb7t27dzKBQUF0bp1a5/dzNm0aRPp6emupN3xis7dTZs2AbiSZMcrqthUZPz48a75P4rPi1Fkx44dpQ53VrwSUXw+EE8voIuUdx5FRETQtWtXXn75ZQYNGuQaUiE7O9ut3KZNmzDGuNYfr2gorqKJ9o6fv+RkzJ07l7lz57qe9+jRg1dffdX1fMeOHTRq1KhE0uz4SlhZdu7cyX333cdnn31Worv58RX9rKwshgwZQlpaGvXq1fPpRHwOh4O7776bK664wm1YgtJs27aNl156iVmzZpUY71hEAuNk6xXbtm1j1KhRTJo0iXfeeYf09HRuueUWzj///DIbUogEyvTp012NI15++WV69uzJ5MmTeeGFF054n6mpqQAkJiZ6VH7Dhg3Mnj2bOXPmuK5DiuvcuTP3338/U6ZM4Z133ilzP06nk8GDB3PHHXeUur60YbN85YknnqBz584UFBSwYsUKHn74YYKDg0ttAOat77//npEjR3LWWWfxwgsvkJSUREhICG+88YbbhMNFfvrpJ6655hqioqJ4+OGHueiii0qtT52IO++8kyFDhjBw4MAS87IVd/DgQaZPn87kyZO9qjued955REZG8v7779OrVy/ef/997Ha7WwOeiIgIvvvuOxYuXMh///tf5s+fz3vvvcfAgQP56quv3BpRFVdUL1m7dm2pcyxUJk+PY9HciW+99RYbNmzgggsu8LjeUlnuu+8++vbtS0FBAatWreLBBx/k6NGjHg+vWpHt27cTEhJCo0aNyixTdH/jtttuY8iQIaWWadWqldvz1NTUMssWt3nzZrp168aMGTP4xz/+wZtvvsnYsWNLLZufn8+//vUvrrrqKr/+3ojUFLU6kTF06FCGDh1a5vq8vDzuuece/v3vf3P06FE6dOjAY4895hrHcsOGDcyaNYt169a5/si3aNGiMkKXakoX/b6hi353VfGiv+gm8q+//lrmRf+vv/4K4JpPpHjLeH9yOp00aNCgzPO7KDlXdHH79ttvl/r98qQ1EMDPP//Mp59+yo033si1117Lt99+e4KRW1JTU0lOTva4fEXn0YsvvsioUaPo1atXmftwOp3YbDa+/PLLUj9zbxIr3jrnnHO4/fbbAavnyGOPPcaAAQNYuXLlSZ8zDoeDwYMHc/jwYe68807atWtHVFQUe/bsYdy4cSUSuAcPHiQqKorPP/+c0aNHM23aNJ/87gC89tprbN++nQULFlRY9p577qF169aMHTvWNVeIiATWydYrVq1ahcPh4OGHH3Y1FLjtttsYNWoUBQUFpV6ziQTKWWed5fp/jx49mDBhAs8//zxjxoyhZ8+eAK5rlY0bN5ZoFLJx48YS1zJFPVCLriErMnnyZLp06eLW6v54999/P9deey2///47DocDoMR8BS1btuTYsWNu83eVpmXLlixYsIDDhw/7rIFW9+7dXb8BQ4cOZc+ePTz22GOuFuKRkZFs3LixxHa///47drudpk2blrnv//znP4SHh7NgwQK3nrxvvPFGqeUHDx7MrFmzyM3N5ZNPPuHaa69l0aJFJ91oo6jRlCcJ2YcffpiYmBhXzxBPRUVFMWLECD744AOeeuop3nvvPfr27VviJrbdbufss8/m7LPP5qmnnuKRRx7hnnvuYeHChWV+/kOHDiUoKIg5c+Z4NCedJ7z9boB3xxGsHg8zZswgNTWVzz//vMw4fv31V5xOp1sDtd9//90tTn+c+x07dnQd86FDh7Jz507efPNNCgsLy6xjtWzZkh9//NGjv4krV66kW7du5Ta8Kxq9ISQkpMLvP1j1kMzMTI9+o5KSkvjiiy9o2LAhn376KbfeeivDhg0rtRHoCy+8wP79+3nggQcq3K+IQK0eWqoiN954I8uWLWPu3Ln8+uuvXHTRRZx77rmuVrqff/45p5xyCvPmzaNFixY0b96cq6++Wj0ypEylXfS/9NJLLF++3LW8+IXN8Srzon/Pnj18++23fP3113z99dclJtwuftFf2qNoaKKWLVuyd+9en34vunfvzqBBgxg6dCj33Xcf48eP57HHHsPpdPr0ov/KK69k6NCh5V7YFF30P/zwwyQlJXHttdeWmGzsRBRdrHoyxIwvLvqdTmeFF/1PPfUUv/32G1OnTuXbb78td2iloov+4hO5H++tt94iODiYc889F/grEXz8Z+d0Otm0aZPPJotr2bIlhw4donfv3qWeu507d3aVA2u4tdLKFVU8K/Lqq68ycuRIZs2axcKFC3nttdfc1icnJ5d5vhatL1JQUMDmzZs9/r57ch6dccYZbN26leXLl7u+78dX1Fq2bIkxhhYtWpR6LIpuWhQds3Xr1nkUnyeSkpJcrzNu3Dhef/11fvvtN9ewLcnJyezdu7dE75/Sjt/x1q5dyx9//MGTTz7JnXfeyahRoxg0aFCZrbciIyOZP38+I0aM4JZbbuGRRx5xTQJ5MrKzs5kyZQo33HBDhUmq1atXM3fuXB555JEyE4kiUvVUVK/o3r07drudN954A4fDQXp6Om+//TaDBg1SEkOqvKlTp7qug4t6n55++uk0aNCAF1980a2H85dffsmGDRtKTDb93nvvkZSU5NE1zrJly/j000959NFHK7zRnpSUxIABA1zXEsf3ZLz44otZtmxZqQ0Jjh496no/F1xwAcaYUidh9sW1P0BOTg6FhYUUFhYSFBTEOeecw6effurWKzktLY13332XPn36lNvKPigoCJvN5krggNVKvaxh73r16kVQUBBRUVG8+OKLfPfdd7zyyisn9X6KeptefvnlFfZm2L59O7NmzeKBBx44oYYql1xyCXv37uXVV1/ll19+KVHXLa0uWhRT8fPzeE2bNuWaa67hq6++YubMmSXWO51OnnzyyQqHaS3O2++GN8exyOWXX86ePXto0KBBmXWWYcOGkZqaynvvvedaVlhYyMyZM4mOjqZfv35A5Zz7RcmU8r7PF1xwAQcPHuS5554rN47ffvuN3377rcIhn4uOzUsvvcS+fftKrD9w4IDb86Ie4mX11i+uTZs2rvsnM2fOxOl0llpXz8zMZOrUqdxyyy0eN0wVqe2UyCjDzp07eeONN1zzALRs2ZLbbruNPn36uFoxbN26lR07dvDBBx/w1ltvMXv2bFatWsWFF14Y4OilutBFvy76S1NTLvrHjx/P//73P2bNmlVi/Ysvvsi3337LVVddRZMmTQA4++yzCQsL49lnn3VrCf/OO++QlpbGiBEjvH5/pbn44otxOBw89NBDJdYVFha6hmsbMmQIsbGxPPLIIxQUFJQoe/zFbVn69u0LWPPcXHrppdx+++1uY8AOGzaMn376yTWuL1hDlLz88ss0b97c1WMFrLlKcnJyPLqA9uY8ioiI4Mwzz3R934vPLwNw/vnnExQUxJQpU0p8b40xHDp0CIBu3brRokULnn76addxLF7OF3JycoC/zr9hw4bhcDhKVGpmzJiBzWYrt4V0USKgeGzGGJ555plSy9evX981xMCDDz5IkyZNuOaaa076vT3zzDNkZWVxzz33VFj2rrvuonfv3owcOfKkXlNEKo8n9YoWLVrw1VdfcffddxMWFkadOnXYvXs377//foCjF6lYTEwMM2fOZO3atTz55JOA1cr5scce49dff6Vfv34888wz3H333Vx44YU0b96cW265BbBaTg8dOpR58+Zx//33e9QD4KuvvmLw4MEetaKuyO233063bt0YMWIE11xzDS+++CJPPvkk48aNo0mTJq7rmQEDBvCPf/yDZ599lmHDhvHss8/y9NNPc8EFF/D888+f0Gt//fXXzJkzhzfeeIMbbriBd955h+HDhxMaGgrg6nXep08fHnnkER5//HF69epFXl4ejz/+eLn7Hj58ONnZ2Zx77rm8+OKLPPjgg5x55pklhsopzZAhQ/j73//OHXfcUeIG786dO5k/f77b48CBA+Tk5DB//nzXdRpYLdi3bNnCww8/XOFrLl68mJYtWzJ+/PgKy5Zm2LBhxMTEcNtttxEUFOQadrjIgw8+SLdu3fjXv/7Fq6++yiOPPMK1115LkyZN3OapK82TTz7J4MGDuemmmxgwYABPPvkkr7/+Og888AAdO3bkjjvu8KrniqffjSLeHMcidevWZd++ffzyyy9lxnbttdfSvn17xo0bx2233cZzzz3HoEGD+OGHH1wN5cA/5/6aNWuYP38+8+bNY8qUKbz11luMGDGi3EY6Y8aMoX///kyaNInLLruMF154genTpzNkyBA+++wzwJprqqg+GxERwZw5c1yPPXv2kJWVxZw5c1z7fP755zHG0LFjRyZPnswrr7zCww8/zPDhw12/L2lpafzzn//krrvu4tJLLy0xDHJFEhMTmT59Ov/+979LDJ1V1MOmrFEuRKQUlTmzeFUGmI8//tj1fN68eQYwUVFRbo/g4GBz8cUXG2OMueaaawxgNm7c6Npu1apVBjC///57Zb8FqcLeeOMNA5gVK1aUWPfRRx8ZwDz66KMlyp955pnm6aefNpMnTzaRkZGmefPm5siRI8YYY1asWGHOPfdcA5gXX3yx1Nfbtm2baxlgADN48GC3sv369TP9+vWr8D0kJyebsWPHup5nZWWZbt26meDgYHP11VebWbNmmSeeeMKMHTvWREVFmQMHDrjK/uMf/zCAGTp0qHnmmWfMjBkzzPnnn29mzpxZ5rEqHnuRhQsXGsDcfffd5u233zavv/66uf76643dbjejR492lVu3bp2JiooyjRs3NlOnTjWPPfaYOeWUU0xYWJhZvnx5ue/zm2++MYDp27evmTVrlpkyZYpp0KCB6dSpkzn+JxMw999/v9uyv//97yYuLs7s3bvXrdx5551nvvzyS7fHGWecYRo0aGC+/PJLk52dbYwxZuzYsQYwoaGhbsegtOOSnJxsANO+fXtTWFjoWj527FiTnJxc7vsskpOTY2JiYkxMTIwJCgoyaWlpbusnTpxounbtau69917zyiuvmKlTp5rGjRubJk2amKNHj5a778zMTNOnTx8DmJEjR5oXXnjBvPDCC2bUqFEGMP369TPHjh1z2+ahhx4ygBk0aJCZOXOmueWWW0xISIjp3Lmzyc3NdZXr16+fSU5OdjueV199tQHM7NmzXcvee+89A5grrrjC/Prrr67tr7vuOtc5OWPGDPPcc8+ZiRMnmkaNGpkPPvjAVe6dd94xdrvddOjQwTz88MPmpZdeMvfcc4/p0qWLmTBhQrnvv7TPLC0tzcTHx5uLLrrItSw1NdU0bNjQxMXFmX/9619mxowZpkuXLsZms5mPPvrIGGN932677TYTGRlpevXqZRwOh9trHX8uenMeleb+++8vcb5PmzbNAKZXr17m8ccfN7NmzTJ33HGHad26tZk+fbqr3Pz5801ISIhJTk42DzzwgHnppZfMLbfcYs4555xSX6u071GR5ORk07dvX/P222+bt99+2zz66KOmSZMmJjY21uzcudMYY4zD4TADBgwwNpvNXHvtteb55593nWM333xzue8zPz/ftGzZ0iQkJJipU6eamTNnmv79+5vOnTsbwLzxxhuusqV9r/73v/8ZwDz//PNu5cLDw0t83++55x4DmMcee8xs2rTJGPPXbxpgpk6dWu5xKfpMAPPDDz+4lhftY+HCheW+VxGpPCdSr9i3b59p3bq1uf32283PP/9sFi9ebPr162fOPvts43Q6A/RORNyVV6cxxphRo0aZyMhIs3XrVtey9957z3Tt2tWEhYWZ+Ph4c8UVV5jdu3e71j/22GOmR48e5p133inz9Y6v09hsNrNq1Sq3sidapzHGumadPHmyadWqlQkNDTUJCQmmV69e5oknnjD5+fmucoWFhWb69OmmXbt2JjQ01NSvX98MHTq0RCxlxV6k+N9/wAQHB5vk5GRz0003uep6RX7++WczZMgQEx0dbSIjI82AAQPM0qVLK3yfxhjz2muvmdatW5uwsDDTrl0788Ybb5R6jVfatdjBgwdN/fr1zd/+9je3chU9it5v0bXoxIkTKzwuRXWa4r+bRfvwtE5jjDFXXHGFqx5xvG+++caMGjXKNGrUyISGhppGjRqZyy67zPzxxx8e7buwsNC8+uqrpm/fviYuLs51rTt+/HizevXqUrcp7VwrrqLvhjHeH8fhw4eX+XqlrU9LSzPjx483CQkJJjQ01HTs2NHt+rf4+6/sc7802dnZ5p577jEtWrQwISEhJjEx0Vx44YVmy5Ytxhjrd8CT87S4LVu2mDFjxpjExEQTEhJiGjdubEaMGGE+/PBDY4wxP/zwg2nVqpV54IEHTF5entu227ZtK1FnKOu3aODAgaZZs2YmMzPTLdYZM2a4lSvtOyoif9G340/H/+GcO3euCQoKMr///rvZtGmT22Pfvn3GGGPuu+8+Exwc7Laf7OxsA5ivvvqqMsOXKk4X/bror60X/Xl5eWbGjBmme/fuJioqykRGRppu3bqZp59+2u0cKe7555837dq1MyEhIaZhw4bmuuuuM4cOHXIr4+lFavHH8efvyy+/bLp3724iIiJMTEyM6dixo7njjjvcklDGWOfdkCFDTFxcnAkPDzctW7Y048aNMytXriz3vZd1Lr/55psGMJ999plr2ZYtW8yFF15o6tSpY8LDw80ZZ5xh5s2b51q/e/du07RpU3PzzTeb9PT0Eq9VViLDk/OoNGVdQP/nP/8xffr0cd2Ea9eunZkwYYJbQt8YY5YsWWIGDx5sYmJiTFRUlOnUqVOpicvSYi+u6BwveiQkJJhzzjnHLFu2zK1cZmamueWWW0yjRo1MSEiIK7niyc2/3377zQwaNMhER0ebhIQEc80115hffvnFo0SGMcaMHz/exMbGun6fi459eY+i91v0m5aUlGSysrLKPS5Fn8moUaPcyimRIVL1nEi94t577zWnn36623527dplgBK/eSIiVU3RDd2KrjFF/Klfv35l1iuM+es8FZHqy2aMj8Z6qOZsNhsff/wxo0ePBuCPP/6gbdu2fPfdd65hQY731VdfMWTIEDZv3uwaF/yXX36hS5cubNy40a+THYtIzbB9+3ZatGjBtm3bfDYHhJT0wAMPsH379nInTRepDP3796d///6a0E+kBjuResWtt97KkiVL+PHHH13L9u3bR6NGjfjhhx/o1atXZYQuInJCVKeRqqCi6+yi81S3QUWqr+BABxBIx44dY/Pmza7n27ZtY82aNcTHx9OmTRuuuOIKxowZw5NPPknXrl05cOAA33zzDZ06dXKNmdetWzeuvPJKnn76aZxOJxMmTGDw4MFKYoiIiIiI1BInW68YPnw4M2bM4MEHH+Syyy4jMzOTu+++m+TkZLp27RrAdyYiUrGIiAiGDBlyQnP2ifjK4MGDy507NDo6miuuuKISIxIRX6vVPTIWLVrEgAEDSiwfO3Yss2fPpqCggIcffpi33nqLPXv2kJCQQM+ePZkyZQodO3YEYO/evfzf//0fX331FVFRUQwdOpQnn3yS+Pj4yn47IlINpaWlMXbsWN58800aNmwY6HBqrDlz5pCWlsatt94a6FCklrvjjjvo1KkTf//73wMdioj4kC/qFXPnzuXxxx/njz/+IDIykpSUFB577DGvJxYVEREREamJanUiQ0REREREREREREREqjZ7oAMQEREREREREREREREpS62bI8PpdLJ3715iYmKw2WyBDkdEREREpFoxxpCZmUmjRo2w22tvuyjVK0RERERETpy39Ypal8jYu3cvTZs2DXQYIiIiIiLV2q5du2jSpEmgwwgY1StERERERE6ep/WKWpfIiImJAawDFBsbG+BoRERERESql4yMDJo2beq6rq6tVK8QERERETlx3tYral0io6jbd2xsrCocIiIiIiInqLYPp6R6hYiIiIjIyfO0XlF7B7UVEREREREREREREZEqT4kMERERERERERERERGpspTIEBERERERERERERGRKqvWzZHhKYfDQUFBQaDD8IuQkBCCgoICHYaIiIiISI1Xk+sVAKGhodjtah8nIiIiIv6lRMZxjDGkpqZy9OjRQIfiV3Xq1CExMbHWT9IoIiIiIuIPtaVeYbfbadGiBaGhoYEORURERERqMCUyjlNU2WjQoAGRkZE17ka/MYbs7Gz2798PQFJSUoAjEhERERGpeWp6vQLA6XSyd+9e9u3bR7NmzWrkexQRERGRqkGJjGIcDoerslGvXr1Ah+M3ERERAOzfv58GDRpomCkRERERER+qLfUKgPr167N3714KCwsJCQkJdDgiIiIiUkNpMNNiisaujYyMDHAk/lf0HmvyeL0iIiIiIoFQm+oVRUNKORyOAEciIiIiIjWZEhmlqA1domvDexQRERERCaTacM1dG96jiIiIiASehpbyk5z8Qo7l/dUqKTosiIhQHW4REREREfGc6hUiIiIiIkpk+FxGTgH70nP4ftNBNqUdI7/QQWhwEK0bRtO3dQJJcRHERmjsWBERERERKZvqFSIiIiIif1Eiw4cOZeXx+Zq9/LD5IE5TfE0hB4/l8ePWQ/RulcDILo2IjwoLVJgiIiIiIlKFqV4hIiIiIuJOc2T4SEZOAZ+v2cv3m46vbPzFaeD7TQf5/Je9ZOT4Z5Lt559/nubNmxMeHs6ZZ57JTz/95JfXERERERER31O9QkRERESkJPXI8JG96Tn8sPmgR2WXbDpIz1Pq+bwr+HvvvcekSZN48cUXOfPMM3n66acZMmQIGzdupEGDBie+Y2Mg9yg4Cq3nIREQFg15mVCQay0LCoGIOif7FqQqczqt88DpABsQGm2dCxUpzIO8DDCAzQbhdSDIRz89TsefMTm9i6kmcX0/CwAbhEZCaJTvX+dEP//KkJ8F+dnW/4OCrXNME49KVVeQA/nHrN9Ge5B13trVvkQqkHXYOm9sAHaITQS7LudrmhpdrxARqer8WX+V6quq1Ydz06Ew36o/2EPBkQfGCTY7hMeCLbhqxWsM5Bz5K57gcOv/jvy/Yg4KDVx8VZnTATlH//x88d1nmZdpfSYA2CCyrrXvKk6/xj6Qk1/I93+U3WLqeEUtqJrFR/p0or6nnnqKa665hvHjxwPw4osv8t///pfXX3+du+66y/sdOgoh+wCkroedSyE3A+o2h2Y9oTAXtv8A2QetH6TwOtC8FzQ4FaLqWzdlpGYozIWsg7B7FexZZd1AsQdD/ClwSn+ISYKIuJLb5WZC1n7YthgO/GH9gQqJgKTO1jkUmWDddD+pmFb+GVOWFVO9ln/GlAjhpcRUkzgKIesApK2FHcshL926AIhtDC0HQFwTiKx38q9TmAtZh4odaw8//8qQfQiO7oItCyFzr/VbFBYLySmQ2AEi66vSIVVPTjpk7oOti+DwVnAWWheMjbtDk+4QlWBd2IsUl5kKGXtg/UewZ7V1kyUqAdoOgxZ9rd/7mv53r5aosfUKEZGqLi8Tjh2A7d/B/t//rL+GQ2JHaNbLus9xovVXqb6K6sN7Vlr3RNzqw/3+rA/XqZxYjLHusRzcDLt+hAbtrfrvrh+tegVY9YqENtC4m3XPZOsi61wOVP3dkW/FsXc17FphJVeMw/o+NU2B4FDrPkNUPWjeF6IaWA2nxWr4ln0Idv1kHb/8LKsReXxL69yLTjyxzzLroHUv6ff/wvYlVuI2LNY6P9oOteoVUQk+fzu+ojs8PnAsz8Hm/ce82mbz/mMcy3P4rMKRn5/PqlWrmDx5smuZ3W5n0KBBLFu2zPsdFuZB6q+w6k3rBAdoeBo0PBW+fxJ2r4CwGIhrat2cTt9l3VCNSYRu46ybiEGafLDay8uCncvg17nWhV1xR3dYF3lNU6DzxRDd8K91WYfgt0+sG8zO44Y7OLQZNn4Bp/0NThlgZd69iunYnzG9V3pM2xb/GdMlEF1DWwwW5sK+X+Hnt/76fhY5uhN2Lre+g93GQZ0mJ/46+X9+/r9U9PkH4Fgf3WX9PqWtw2ouVcz+9daFUfexkNgJgjV2uFQRx/bDL+/BrmVWy5riDm6E3z+Hzpda36swP/Sskurp6E5Y8jT8/KaV+Cruj/nWtdg5U/9MaMQHJETxnRpZrxARqeqyD8OGz2Hz13/2dC/m0BbYuABOHQmtzlbDgdrEVR9+z7rZW9zRHbDtO6uRZudL3O+H+IPTAQc2wqo3rJvbnS6xbm6veRcK/hydICQCYhvBlm+hMAc6X2ZdH/76fmDq7/nZVpJizTtWy39HgXX/4lia1btg9TvWzfMul1s31Td9A22GWA11Iuv6P76qLO8Y7PgB1n5Q8l7Mke2wbREk94aOF0N0fc/3m7nPOp+/f7LkOb11oVXn6HcHdDjfur9bBWkMAx/JL3RUXKiYvEIHJW6+nYSDBw/icDho2ND9x7Nhw4akpqZ6tzNjIO03WDbrr5ukUQ2gxVnw/VNWEgOsL9ORHdZN1SKZqbD8easFg1RvhXnWzbZVr5f84SzidMCOJbDqLeuPKVitjdf9BzZ9VTKJUaQgB375t/VDWTQkkMcxLbf+eFcU089vWRekNY3TCanrYPkLJZMYLgZS18KPL1rfyRNRmGclRFZ6cKxXvfnX518ZMvbBj7Os5GlZv6NZB6zfsLT11m+aSKBlH7K+KzuWlExiFMnLhJWvW79zhXmVG59UTel7YOEjsPK1kkkMV5ld8PF1f7aoKuP3WqqVGlWvEBGp6nLTYf3HVmO745MYRQpzrJvBm/9n3dyWmq8wz+rpsPKNkjd8ixiHdbN51VtWY05/OrwFlj1nNXBpd56VIFjx6l9JDIx1Lu/fYDU6hj/rFSug/XnW88qsvzsKYd8a+OmVP4eUKrR6k2Tus5IYYB2/Ld9Y76PtUGs0hQ2fWY27yjrmtUFhrnVe/fxm+fditn0Ha+Z4ft/r2AErefS/+8s+vrlHYMFkWPuh1XOjClIiw0dCg70bSiksOIg/BziuerIPWTeiC4r9gW7c1Wpdf+C4BEVBlvWDXfRDBNYXbd1/auZN5Nok+7D141XWDbfi9qy0hiADOLLNagFQEWOsC8bssm7GlxbTIc9j2r3iz9b6NUzOYVj3kZUMqsihTdYfN0cZN7/K4/r8Pdh2z0oruVIZHAVW99hDWyouW5D1529RJSZZRMqSus76rlTE6bC+e/obKg7Hn60A/11x2cIcK+Gh86ZGqFH1ChGRqu7oLitBUSED6z+1ethKzedtfThtrf9iyc2wzr3sQ9ZQ0mHRsHqOexljrBvgBTlWj4ewP3sOrXnH6qkR19Q93qL7N/6S8+e9G8efjbMK8yCzjO/OzmVWA8TEztbzP+ZD+l7/xleVZR+27mN4ct9r53LPG5Kn74bFj3tW9tuHT7xRrJ8pkeED0WFBtG7o3RhurRpEEx3mu3kkEhISCAoKIi0tzW15WloaiYledgfK2AuHN//1PDgc6rUq++Z07pGSLRcO/mH9eEr1ZAzs+6XYxD8e2LbYyvBuWYjHrQILcqz5HTy50W6MNZySNzFtXexd+eogfddf4196YudyK/nhDWOsoeW82W7bYsiuhGOdc9hqGeOpQ1usceVFAin7iPUd8VTOYes7qN5EtduxVKs7uacObIC9P/svHqkUNa5eISJSleVnW6MEFG+YWR5HntVSuqyeG1IzGGMlJrxpELf1O//de8g+ZI24ANaco0XzXhTnKPir7pB9yJrfxR5ijZKxZZG1XXHb/Hyv5GCxerhx/nksy/mebfnGGsreZrdu4G9d5FnjzZrG6bTmw8tN93ybbYusycDLk3PEakjs8LDXf2GO1Tsmt+r19lYiwwciQoPp0zoBu4cNoew26Ns6wacT8oWGhtK9e3e++eYb1zKn08k333xDSkqK5zty/tn6r/jNk7gmVvevzH2lb1OYV3IIDOOAnV7cbJSqJTfD+5shBzZYE1+l7/Juu32/WBM+VRhTutV90uuYalDXX0eBlfjxZviIjD3eJxXzMk7gWP9uff7+lplW9m9RqQzsWHZivVJEfKUgq2SPxorsWWX9FkvtlZ/lYQvRYv74Sg1JqrkaVa8QEanq8o9Zw2p7Y9+vntVfpfrKy4TdHvSkLu7g79a8Bv6w79e/bkDHNbEmfy7OGPeeI85CK5aQCOv57p+s7Yrz572S/GxrqNwijoKKhz9NXQc2mzXRNFg9NGrjkKl56bDXy3sx+z34LPOOWXMAeWPz/6rkb50SGT7SKC6C3q08m9W9T+v6JMVF+DyGSZMm8corr/Dmm2+yYcMGrr/+erKyshg/frznO3EUFBtj70/BYRX/gJTW3S4/Uy0VqitTWPI8qIjTYSW0POl6WVxBtmctYIzD+4x8UUw1RWnfT094e4HiPMFjfXyrEH84kWRJQXbZ87WIVIbCPM+6BhdXkO3976nULCdyDuSm69qrBqgx9QoRkaruROo9BTme9+CQ6slZeIL1YT/de8gr1jo/KKyUOrGhRGNHU2j1bgDr3lxwqPt6f94rcRaUPH6morqQgbwsa0QYsHoE1Mbv2Yn8JjnyPbvf4e0IGjlH8OUcbL7iu6Y7tVxsRAgjuzTCZoMlmw7iLOWzttugT+sEzuucRGxEiM9juOSSSzhw4AD33XcfqampdOnShfnz55eYqK9c9iCr+1lxjgLrx7I8tlJyYkFhYNcpVi3Z7GAPrbic+0Z//nH0cozmIA+3sdkhyNvvje0EtqnC7EEn9n6KLgY8ZbOX/B3wxIls4y1v3wtY55h+iySQTuj7FAp2tTep1YIruPYqTUgE2Hw3xJAERo2pV4iIVHVFdcxCL24cBoWgeYlquBO694D/6sMhxRosOAtKuUa0UeKctNmtZAZYdegSIxT48V6JLbiUfXtQrwkJ/6txpD3E6qFR25zIuWeze3a/IzTSu/2GRnlXvpKohuxD8VFh/K1rE24b0paUlvWoHxNGbEQw9WPCSGlZj9uGtOVvXZsQH3UCFVMP3XjjjezYsYO8vDx+/PFHzjzzTO92EBQCjbq5L8tMhbrJEB5X+jb2EOsH53iNu9XOH56aIDQGGrTzbpu6zSE4AmIaeLddQisIi/Ewpvbe7Tu+BYR4+WNdlQWHQaOu3m0TUReivbzpEBYNDb081nVbQKjvW4SWEJMI4XW826ZRt5qV0JLqJzTC+o54o2F7z34bpeYKjYamXg7jk9wLIuP9E49UqhpRrxARqepCwqHeKd5tk9Da+hstNVdYNDQ41btt6rbw343fhh3+aqhybD807Oi+3mazGj26ntut+ydFPS4SO5acpL5uc//dKwmNtF6ziD2o4pvodZtb9zuy/5yns94pEFyD7uV4KiwG6nt5Ly6+pXUvrjzBoZDc27v9NutVJe+nqYmqj8VGhBAbEUKz+EiO5TmwuuHYiA4L8unYtX6V0ApiG1mTfoM1Xn76Hmh+Fvz+ecny4XElM891kq2HVE9BwdCsJ2z80vOhjJr3tm6Yt+hnjeHoCXswtOhfeiKszJi+8LyrXXIviKhhN3QS2lg38zNTPSvf5HSIrOvda9iDoWlP+P1La2x/TyT3goh63r3OiYioC427W5OBeSImCRJa+jcmkYpE1LO+I0e2eVY+JMr6DqonUe0W3QA6nA+7lnlYPglO6X9iPTmkSqoR9QoRkaosPA5OGQB713hW3hZk/a31tmWzVC/2YGh6Jvz+hZf1YT/de4huCPXbWHMhpK6FVoPgj/m4DftjDwHyrWURda3hsYoSGa0GWRNIF9e8t//itdmsycUj6lrDE9mDISqh/MnFWw6EA3/8NURSy4EQXgsbdQWFWOfSHwugMNezbZr3qbghU3RD6HQhrH7Ls33a7NDhAutzq2LUI8NPIkKtFlP1Y8KpHxNWvSobEfHQbrh7RnffL9B2KEQd19o+KBSi6ruXtYdAu2FqEVjdRSZA63M8K1u3BTTpYQ2DUr+d1WLAEy3OghgvegtE1oPWQ7yPqSaJjIe2wzwbOiSqPrQ8+8SGY4qsB60He1a2bgtoekblHOuQCGg9yDo/K2ILsn7LKiPBIlIeu936jnjaK6P14L8mupPaKzjMOhc87ZXR52arwig1TrWuV4iIVHUJrSGpi2dlm/e2Gn1KzRdZD9p4ej+kuX/rw5Hx0Ha4Va8/vNlqCNrmuPsiNvtfQypHN7QaJIOVxAiNhkObisVbCfdKIuOte4hFQ14FR5R9nRp/inXzft8a63nj7t73Zq9JIhM8vxdTr6U1aocno+EktIEu//Bsv6dfaY3MUwXVsDt84hNBf7bG7nzFn/MXYLUiPbQZ+t1htXAGaw6MOsnu4/UFh0G3f0CTM9yTG1L9hEZC23OtpFRpc6AUiW8JZ15n9RIAK2N7+pXQ8LTy99/iLCvDW9aQZaXGFAVtimIq54f6+JhqkqIMfefLyh8uKboh9Lz+xHtGefz5n1L5x7pOsvXeyhsyKygEulwOzVKs3zSRQItJtL4r8eX0ELLZre9c23PV0k8s8S1gxJPldwW3B8OgKXDaaDUiERER8VZkPeg+DhI7lV+uWS/odLF39VepvkIjrWRBu+Hl14frtoAz/+n/+nBiR+hxlTXUz+//hY4XWkmKIjabdb+kfjurV0NeptWrofNl8Pu8vybOrqx7JcHhVu+lDhf8NddnbGOIqONeLqE19L0VdiyD7EPWsNDdxtTua9qwaKvxapsh5d/3qtcKzrjO88bBMUnQ73bofHn55bqNg943V9n7aTZjTNWbgtyPMjIyiIuLIz09ndjYWLd1ubm5bNu2jRYtWhAefgItmKsRj95rfjak74Zti6yulrnpVkW6cTdIW2/10sg+jKvrWqOu1rBCcY3dkxtSveWmw5GdsOVbSFtnda20h1jZ2eZnQVIna/iL42UdhP2/wdbFcHiLNWlTcIQ190bLgdYf0OP/iHkcUwYc2eF9TDVJfpb1/dy62Gq5kJtu9UCIbWQlOpqcDtGJJ9/KIjcDjv55rFOPP9Z9rS6jgTjWTgccS4VdK2HHD9ZQW8ZhVSwadbGGLItropvBUvUc22/9/dz+vfU75iywhpJK7GD9NtZJhvDYivcjtcvRnbBjKaz7D+z80epqHt0A2o+A0863KtHR9SstnPKup2sT1Ssstem9ikgNlnUIDmyArYusRpyOfOtmbP1i9Vdvh+yV6q94fThtPeQfC1x9uDDPGgJ++xIrpma9IPsgbFkIh7dDaDiEREN8c6vHRXgcbPjMujcTqHsleccgfSdsWQSpv1rJisI86x5isxSrDrTzR3DkWcO81W+jnulFctPhyHbY/K11b811L6YFtOhrJbdO5LPM2GsNUbb2A2vf+ces+merQdDxImt+mNgkn7+dMsPxsl6hREYxteki3Kv3WpALeengKLSygcFhEBYLuUfBUQDGWNnV8NgTG8JGqof8LOuPkLPYeRARX3EXtpwj1jlknH9O8hTluwls87OslgZOh3cx1SQFOVa30aLvZ1CodQx83U20xOcfbl18BPpYO52Qc9iqaBT9FoXFejbvikigGGP9NhbmWv+3B1stb/w1QaDUDI4/E7jOgr/Om5BIiKr8yp4SGRbVKyy16b2KSC2Qc9SqYxXVX0Mi1chESrn3EMD6sKPAqks4Cqx7IM5C63w1xroPEBJp3RfIzfD+/o2/5Gf/efz+jMdmt0Z5KcixnodEnHhD15ou75iVbHA6rOMWHOabHiuZqVZSyTisekVQaEB6YXhbr9B4G1KxkPDSbwpGVV7LP6kCQqNO7CZbRF3wVwedE42pJgmJqJweUFX1WNvtVXICKpFy2Wy1u7u0nJigIKvXq4iIiPhPRB3dUJWSqlJ9OCjEs5b4VWmklNDIMkZLUC+nCoVFWw9fq6JDR1VEc2SIiIiIiIiIiIiIiEiVpR4Z/pKfbXX9wQA2CI3WWO0iIiIiIuId1StERERERJTI8LncdGsC3i2L4MDv1oQ1QWF/ThDV35p8Njwu0FGKiIiIiEhVpnqFiIiIiIiLEhm+lHUQ1v0Hti6yJtpxW7cfdiyBU/pDhwsDMjGjiIiIiIhUA6pXiIiIiIi40RwZvpKbblU2tnxbsrJRxDit9es+tMr70Hfffcd5551Ho0aNsNlsfPLJJz7dv4iIiIiIVALVK0RERERESlAiw1fSd1stpjyxdRGk7/Hpy2dlZdG5c2eef/55n+5XREREREQqkeoVIiIiIiIlaGgpX8jPhi0Ly24xdTzjhK0LoW5zn03UN3ToUIYOHeqTfYmIiIiISACoXiEiIiIiUir1yPCF/GNwYKN32xzYaG0nIiIiIiICqleIiIiIiJRBiQyfMODI826Twlwwxj/hiIiIiIhINaR6hYiIiIhIaZTI8AkbBIV5t0lwONhs/glHRERERESqIdUrRERERERKo0SGL4RGQ/123m1Tv621nYiIiIiICKheISIiIiJSBiUyfCE0Elr2B5uHh9Nmh1MG+GxCPhERERERqQFUrxARERERKVVwoAOoMeKawCn9Ycu3FZdtOQDiGvv05Y8dO8bmzZtdz7dt28aaNWuIj4+nWbNmPn0tERERERHxE9UrRERERERKUCLDV8LjoMOF1v+3LgLjLFnGZrcqJaddYJX3oZUrVzJgwADX80mTJgEwduxYZs+e7dPXEhERERERP1G9QkRERESkBCUyfCmqHnS+FJr3ha0L4cBGKMy1JuCr39bq9h3X2OeVDYD+/ftjjPH5fkVEREREpJKpXiEiIiIi4kaJDF8Lj7MedZtD/jEwBmw2awI+jV0rIiIiIuJzs2bNYtasWWzfvh2A0047jfvuu4+hQ4eWWn727NmMHz/ebVlYWBi5ubn+DtVzqleIiIiIiLgokeEvoZGqYIiIiIiIVIImTZrw6KOP0rp1a4wxvPnmm4waNYrVq1dz2mmnlbpNbGwsGzdudD232WyVFa53VK8QEREREcEeyBefNWsWnTp1IjY2ltjYWFJSUvjyyy/LLD979mxsNpvbIzw8vBIjFhERERGRqua8885j2LBhtG7dmjZt2jB16lSio6NZvnx5mdvYbDYSExNdj4YNG5b7Gnl5eWRkZLg9RERERESkcgQ0kVHUcmrVqlWsXLmSgQMHMmrUKNavX1/mNrGxsezbt8/12LFjRyVGLCIiIiIiVZnD4WDu3LlkZWWRkpJSZrljx46RnJxM06ZNK6yDAEybNo24uDjXo2nTpr4OXUTE/4yBvCzITYf87EBHIyIi4rGADi113nnnuT2fOnUqs2bNYvny5WV2AS9qOeWpvLw88vLyXM/VckpEREREpOZZu3YtKSkp5ObmEh0dzccff8ypp55aatm2bdvy+uuv06lTJ9LT03niiSfo1asX69evp0mTJqVuM3nyZCZNmuR6npGRoWSGiFQfhXmQfRjS1sLeX8CRB8Hh0KQH1G8HEfEQHBLoKAPP6QBnIQSFWvMSiYhIlVFl5shwOBx88MEHHreccjqddOvWjUceeaTMpAdYLaemTJnij5BFRERERKSKaNu2LWvWrCE9PZ0PP/yQsWPHsnjx4lKTGSkpKW51jl69etG+fXteeuklHnrooVL3HxYWRlhYmN/iFxHxm7xM2L4ENnwO2Yfc1+1eAdEN4bTzoekZtXNOHkch5ByGQ1tg3xpw5ENYDDRLsY5NZHygIxQREapAIkMtp0RERERE5GSFhobSqlUrALp3786KFSt45plneOmllyrcNiQkhK5du7J582Z/hykiUrnys2HLQvjl32CcpZc5lgYrXgVTCMl9IKQWzUWadwx2LoWN8yFjj/u6Tf+D+m2gw4WQ0FY9VkREAizgiYya2nIqpyCHrMIs1/Oo4CgiQiIqPQ4RERERkdrI6XS6DTFbHofDwdq1axk2bJifo/Ke6hUiclIy98LaD8pOYhRxFsCaf1s37OvUksaf+Vmw5Rv45T0wjpLrjQP2b4AfnoFeN0LDDmAPqvw4RUQEqAKJjJrWciozP5PUrFSW7V3GlqNbyHfmE2oPpWWdlqQ0SiExKpGY0JhAhykiIiIiUmNMnjyZoUOH0qxZMzIzM3n33XdZtGgRCxYsAGDMmDE0btyYadOmAfDggw/Ss2dPWrVqxdGjR5k+fTo7duzg6quvDuTbcKN6hYictMI82LrYGirJE/nHYNdPENuodtywP7oDfv2g9CRGcXkZ8PNb0O8Oa6gpEREJiIAnMo5XnVtOHc49zPxt81m+bznO41o7HEo9xMq0lfRM6snQFkOpG143QFGKiIiIiNQs+/fvZ8yYMezbt4+4uDg6derEggULGDx4MAA7d+7Ebre7yh85coRrrrmG1NRU6tatS/fu3Vm6dGmZQ9xWNtUrRMQnctNh3y/ebbNnJZzSD6IS/BNTVZGfDVsWWT1RPJG+Gw5uViJDRCSAAprIqEktpzLzM5m/bT5L9y4ts4zTOF3rz2t5nk9bUE2bNo2PPvqI33//nYiICHr16sVjjz1G27ZtffYaIiIiIiJV0WuvvVbu+kWLFrk9nzFjBjNmzPBjRCdO9QoR8RnjtOaA8EZeJjgr6KFQE+RlWBN7e2P795DYEcJj/RKSiIiUz15xEf8pajnVtm1bzj77bFasWFGi5dS+fftc5YtaTrVv355hw4aRkZFRZVpOpWalsnzfco/KLt+3nNSsVJ++/uLFi5kwYQLLly/n66+/pqCggHPOOYesrKyKNxYRERERkSpB9QoR8R2b90NE2YPAZvNPOFWJI9/qseKNnKOeD9MlIiI+F9AeGTWl5VROQQ5L9y4t0e27LE7jZNneZTSJbuKzifrmz5/v9nz27Nk0aNCAVatWcdZZZ/nkNURERERExH9UrxARnwoKhbimsH+959vENQUf/Z5UaTa7lbAxxvNt7EFALUjyiIhUUQHtkVFTZBVmsfXoVq+22Zq+laxC/7VqSk+3WhbEx8f77TVERERERMR3VK8QEZ+KrAstvExAthwAYb4brq7KCgqF6ETvtolJqh1JHhGRKkqJDB/Jd3rXvTDP4dmE5ifC6XRy880307t3bzp06OC31xEREREREd9SvUJEfKrhqRDf0rOyiR2hbnO/hlNlRNSFpmd4Xt5mh5b9ITTSbyGJiEj5lMjwkVB7qFflw4LC/BQJTJgwgXXr1jF37ly/vYaIiIiIiPie6hUi4lPRDeCMq6FOcvnlEtpC93EQWa9Swgq4oBBI7m0lNDyR2BFiGvk3JhERKZcSGT4QFRxFyzoetnD40ylxpxAVHOXzWG688UbmzZvHwoULadKkic/3LyIiIiIi/qF6hYj4Rfwp0Odm6HghxB33fa7bHLpcDr0mlFznK8aAo8C7+SgqQ2xjOOMaCI8rv1y9VtB1DERqiD0RkUAK6GTfNUVESAQpjVJYmbbSo4n57DY7KY1SfDYhH4Axhv/7v//j448/ZtGiRbRo0cJn+xYREREREf9TvUJE/Ca2EZz2N2jRD3LToTAXgiMgog5ExIPdx+1cnU7IOQRHd8HuleDIg5BIazinmEZWUsAW4Imzg4IhsRP0vQ02LYC9qyG/2JxDMYnQ9Exr3pCYpMDFKSIigBIZPpMYlUjPpJ4s3bu0wrIpSSkkRnk5qVQFJkyYwLvvvsunn35KTEwMqampAMTFxRERocmoRERERESqA9UrRMRv7MHWUFPRDfz7OgU5sOdn2PA5HNnmvm7z11YPh1P/BomnQXC4f2OpSFAI1G8DcY0h5wik74bCfGvC89g/Ey5BIYGNUUREACUyfCYmNIahLYYCsHzf8lJbUNltdnom9eTcFucSExrj09efNWsWAP3793db/sYbbzBu3DifvpaIiIiIiPiH6hUiUq0V5sLOZbDyDXDkl1xvDBzcBMtmwpnXQ+NuVSNREBplPfw1vJaIiJw0JTJ8qG54Xc5reR49EnuwbO8ytqZvJc+RR1hQGKfEnUJKI6vFlK8rG2B1ARcRERERkepP9QoRqbYyU+HnOaUnMYoryIFVs6FOU6vng4iISAWUyPCxmNAYYkJjaBLdhKzCv8ZWjAqO8unYtSIiIiIiUnOpXiEi1Y6jALYvhYKsissC5By25qWISQr8fBkiIlLlKZHhJxEhEapgiIiIiIjISVG9QkSqjZyjsGeld9vsXA7NekJkPb+EJCIiNYcSGSIiIiIiIiIi1V3OUcg6AAc3QkEehMdC/XZWkiA00v+vbxxWDN7IOQrOQn9EIyIiNYwSGSIiIiIi1YXTad0oqgoTo4qISNVQmAv7N8DvX1j/Ogv+WhcaBUldoP15UCcZ7Hb/xuLtEFF2O6BhpUREpGJKZIiIiIiIVGWOQsg5BAe3QOpa6wZVRB1o2hOiEqz/i4hI7VSYD7tXwopXrQm0j5efBTt+gMNbIOVGSGjtv1jsIRCTCIc2e75NdEMICvNfTCIiUmMokSEiIiIiUlXlZsD2H2DTAsjc575u43xoeCp0vAjiTwF7UGBiFBGRwMnYA6tml57EKC4z1SrX52aIqu+fWCLjIbm3d4mMVoMhLAYKssEYK6kRpFtVIiJSkv46iIiIiIhURXnH4I8FsP4/1s2d4zkLYN8vkL4Het8ECW28H9JDRESqL0c+bF8CeZmelT+0GY7s8F8iw2aDxl1h01clk+/HC68Dp462YvntUziy1Ro+MbIuNO8LUQ2s/4uIiPxJiQw/ceTkYLKywAA2sEVFERQREeiwRERERKS6OLQJ1n9sJTGMExwF4HQATrAFgT3Ymisj+yCsngO9b4aoeoGOWnxM9QoRKVPOUdi9wrtttiyE+m2tXhD+ENUQzrgGls+yJh4vtUwD6HwppK2FdR9C/rHjYvwWGpwKnS+Dus3V41BERAAlMnzOkZFBQWoqWUuXkrd5CyYvD1tYGGGtWhLVqxchiYkExcYGOkwRERERqcryMmHzt+AstCZxzT4MuUet/wNgh7BoiKxn3Yw6uAnSdyuRUYOoXiEiFXIUQNZB77bJPgiFef5LZNjtUL8d9J0Ef3wFe1ZBXsZf62MaQfexVq+NPSspdaJvp8OaE+rYfug9Eeq19E+sIiJSrSiR4UOFhw+T8cUXZC1dZnWJLJKZSfbBg2T/tIKoXinEDhtGcHx84AIVERERkaotN8MaNir/mDUMiCPvuAJO68ZQXoaVzIhtBNsWWZO4hkYGImLxIdUrRMRvjMHq4uVH9iBr7qbuY6H9eZC+y5rDIzQK6rWCncusBEdpSYzijqXBr+9Bzxsgoo5/YxYRkSrPHugAagpHRoZV2Vjyg3tlozink6wlP5DxxRc4MjJKL3OCZs2aRadOnYiNjSU2NpaUlBS+/PJLn76GiIiIiFSSgiyrB0apSYzjZB+CzDSrVW5FZaXKU71CRDwWFGJNsO2NqHoQFO6feI4XEgFxjaFZT2g5AJqeYQ2VuOMHz/eRtr7sIapERKRWUSLDRwr2pVotpjyQtXQZBalpPn39Jk2a8Oijj7Jq1SpWrlzJwIEDGTVqFOvXr/fp64iIiIhIZbBZw0l5mpjIPvRnK1tN9l3dqV4hIh4Lj4Mmp3u3TYv+EO6nYaU8kXUADm31vLyz0Ep8OB3+i0lERKoFJTJ8wJGTQ9bSpWW3mDqe00nW0qU4cnJ8FsN5553HsGHDaN26NW3atGHq1KlER0ezfPlyn72GiIiIiFSS4DAI8mIUWOOwht0ICvNbSOJ/qleIiFeCw6D5WRDi4ZCCdVtAfAv/xlSR3HS8Htoq+wg48v0SjoiIVB9KZPiAycoib8sWr7bJ27wZk5Xll3gcDgdz584lKyuLlJQUv7yGiIiIiPiRPRia9fK8fFAoND3Tarkq1ZbqFSLitbjG1lwUwRUMFxVVH7qPs/4NJFuQ99vY7WDT7SsRkdpOk337ggGT5914xCY/H2N8O8HW2rVrSUlJITc3l+joaD7++GNOPfVUn76GiIiIiFSCwjw4pT9sWvBn69UKnNLfGlpKiYzqTfUKEfFWcBg07Wn1ytj4JRzYaPXSc62PgMSOcNpoqNscbAEegjCmoTV3RoEXPcnqtbIS9iIiUqspkeELNrCFhUFmpuebhIZi8/EFRNu2bVmzZg3p6el8+OGHjB07lsWLF6vSISIiIlLd2IMgcx/0vRW+mw555VxnNukBHS+GQ5ugcbfKi1F8T/UKETkRIeHWRNr1WsOxVEj7DQpzrDk0EjtCZD0IC+C8GMVFxENiJ9j1o2flw+tAo66BT8CIiEjAKZHhA7aoKMJatST74EGPtwlr1QpbVJRP4wgNDaVVq1YAdO/enRUrVvDMM8/w0ksv+fR1RERERMTPwmIgYzfENobBD8LGL2D7UigoNoRQ3ebQ6mxolgIb50P7kRAWHbCQ5eSpXiEiJyWyrvVo0D7QkZQtLBpaDYZ9v1rJloqc0g8i6vo/LhERqfKUyPCBoIgIolJ6kf3TCs8m5rPbierVi6CICL/G5XQ6yfOya7qIiIiIVAERda0JXJc9B/XbQsuzrV4XR3eCs8BqoRqVYA0h8stca0iRhFaBjlpOkuoVIrWMMZBz5K9hAYNCIaJOQEOqFAmtrfk6Vs0uP5lxygBoM8QaikpERGo9JTJ8JCQpkaheKWQt+aHCslG9ehGS2NCnrz958mSGDh1Ks2bNyMzM5N1332XRokUsWLDAp68jIiIiIpUksQO0OAu2fWclLCLrWckLezAc2grpO8FRYN3gOf0qiIwPdMTiA6pXiNQCzkI4dgBSf4UdyyDnsDV0UnRDaNHPutEfVb/mDqcUEg7Nelp/0zb/D/b9AgXZ1jqbHRLawilnWUNKqTeGiIj8SYkMHwmKjSV22DAAspYuK70Fld1OVK8UYocNJSg21qevv3//fsaMGcO+ffuIi4ujU6dOLFiwgMGDB/v0dURERESkkkTUhU6XWomKrd9B9iHrUVxsY+h8GSR1tBIcUu2pXiFSwzkKIHUtrHwDsva7r8tMtW7q120OPa6C+FZgtwckTL8LCbcS9vEtIPuw9ffN6YDwWCtxr+S8iIgcR7UdHwqOjydu5EgizziTrKVLydu8GZOfjy00lLBWrVwtpnxd2QB47bXXfL5PEREREQmwqHrWkFItz4YdS+HQZutGT2gUJPeGhJbWDR8lMWoU1StEarADv8PyFyAvs+wyR7bDsuehzy1WUqMmC42yHnWaBjoSERGp4lTj8bGg2FiCYmMJadoEk5WFMQabzYYtKsrvY9eKiIiISA0UFm09YhtDfhYYJwSFaGLvGk71CpEaKPsIrP+4/CRGkcxU2PgldBsLoZH+j01ERKSKUyLDT4IiIkAVDBERERHxlaBgiIgLdBRSyVSvEKlBsvZbPTI8tednaD9SiQwRERGghg62KCIiIiIiIiJShexZZQ0P6Km8DDi81X/xiIiIVCNKZIiIiIiIiIiI+JMxng0pdbz8Y76PRUREpBrS0FIiIiIiIiIiIv5ks0HICQwRFVyDhpZzFkL2YTi6C7IOgM0OcU0gpiFExFvHSEREpAxKZIiIiIiIiIiI+FujrrDxCzBOz8qHREK9U/wbU2XJOghbF8OOHyBjz1/LbXZIaA0tB0Lj7hAWE7gYRUSkSlMiQ0RERERERETE32KSoF4rOPiHZ+WTOls9Faq7rIOw6k3Y/VPJdcYJBzbCwc3Q4Xxocy6ERVd+jCIiUuVpjgw/KchzkJ2RR1ZGHtkZeRTkeTGhl4iIiIiICKpXiNQokfHQ/jwIDq+4bERdaDus+t/UL8iF3+eVnsQozjhg3Uew75fKiUtERKod9cjwsbzsAo4dyWPXhsMc3peFo8BJUIid+KQomraPJ7puGGGRIYEOU0REREREqjDVK0RqIJsNEjtBj6tg1WzIzyq9XFR9OOMaiK8Bw0rlHIYdSz0raxyw5RtocCpE1vVvXCIiUu0okeFDOZn5bFqZxu4NhzGm+ArYk5HP3j+O0KR9PK1Pb0hETGjA4hTxi5wjcOwAHN4ChfnWhWe91ta/nrQ4EhERERFA9QqRGi0kHJqeCXWSrRv8u1dYN/ttdohqAMm9oEl3iE4Ee1Cgoz15e1dDbrrn5Q/8bk0ErkSGiIgcR4kMH8nLLmDTyjR2/Xa4zDLG8Od6G23PbOi3FlSPPvookydPZuLEiTz99NN+eQ0Rl/xsSFsHfyyAAxvAWWy4g4i60Ph0aDsU4hoHLkYRERGRaqIq1StAdQsRvwgOg7rJENsIWg/6qw5lD7bmxLDXkFHAnQ44st37bY6lQf02fglJRESqLyUyfCTzSB67N5Rd2Shu94ZDNG5Txy8VjhUrVvDSSy/RqVMnn+9bpISCXNi5zJq4zZFXcn3OEdj8NRzaDCkToE7Tyo9RREREpBqpKvUKUN1CxO+CQqxhpGoqty5llbCdiIjUaDUkzR9YBXkOdv122OO/tcbArg2HfT5R37Fjx7jiiit45ZVXqFtX3TClEhzZBj+/VXoS4/hya+ZAztFKCUtERESkOqoq9QpQ3UJEfCAo2Boiyxs2G0TV8088IiJSrSmR4QMFeYUcSS1jkq4yHNmXRUFeoU/jmDBhAsOHD2fQoEE+3a9IqfKzYctCKMz1rHzqWquLsIiIiIiUqqrUK0B1CxHxkaZnQEik5+XjW0J0Q//FIyIi1ZaGlvIBAzgKnF5t4yh0+rS35Ny5c/n5559ZsWKF73YqUp7co9bEbZ5yOmDrYmssWE3+LSIiIlJCVahXgOoWIrWW0wGFf/a2Dw7zzWTjkfHQuDts/96z8i3Ogkj1yBARkZKUyPABGxAUYoccz7cJCrZjs/nm9Xft2sXEiRP5+uuvCQ/XDWKpJPlZkJfh3TaZqda8GkpkiIiIiJQQ6HoFqG4hUivlZkLOIdixFDL2AQZiEiG5t5VUCI898X2HRkGH863e+Qf/KL9sq7Oh6Zn49EdNRERqDCUyfCAkLJj4pCj2ZOR7vE3dpChCwnxz+FetWsX+/fvp1q2ba5nD4eC7777jueeeIy8vj6AgH7SkEBERERERvwl0vQJUtxCpdTL2wtoPYM/PJYcN/uMraNQVOl0McY1P/DViG0HP6+G3z2DPSsjLdF8f3RBO6QenDISIOif+OiIiUqMpkeEDIWFBNGkfz94/jnjUrdtmg6bt4wkJ800F4Oyzz2bt2rVuy8aPH0+7du248847VdEQ/wiNsh75XozjHFXP6qIsIiIiIiUEul4BqluI1CqZqfDjS3Dg99LXO/Jg13LIPgQpN1gJiRMV2wi6jYH2I2DfL1YCxR4E9VpBQltrCKqgkBPfv4iI1HhKZPhITN0wmrSPZ9dvhyss2+TUekTX9d3N3JiYGDp06OC2LCoqinr16pVYLuIz4XGQ2Bl2LvWsvM0OLfpBSIR/4xIRERGpxgJZrwDVLURqjcJc2Phl2UmM4g5tgg3zoNs/Tq4+FxppPeKanPg+RESk1rIHOoCaIiwyhNanN6TpqfXKHM7RZoOmp9ajdfcGhEWqpYFUc6FR0Gog2D08l+u3P7kWPCIiIiK1gOoVIlIpso/Arp88L79nJeQc8V88IiIiFVCPDB+KiAml7ZkNadymDrs2HObIviwchU6Cgu3UTYqiaft4ouuGVUplY9GiRX5/DRHiW0LnS+GXd8HpKLtcbCPo+neru7CIiIiIlKsq1StAdQuRGungH5BTcc8vl9x0SFuvxmkiIhIwSmT4WFhkCGGRIcQmRFCQV4gxVoupkLBgn45dK1IlhEZCy/4QGg2bvoLDW4FiAzqHREBSFzhtNNRJDkyMIiIiUuPNmjWLWbNmsX37dgBOO+007rvvPoYOHVrmNh988AH/+te/2L59O61bt+axxx5j2LBhlRRxxVSvEBG/yjp4Atsc8H0cIiIiHgro0FKzZs2iU6dOxMbGEhsbS0pKCl9++WW523zwwQe0a9eO8PBwOnbsyBdffFFJ0XonJCyIyNgwouLCiIwNU2VDaq7QaGhxFvSdBP3vglNHQ9uh0OUKGPwg9Lga6janzLERRERERE5SkyZNePTRR1m1ahUrV65k4MCBjBo1ivXr15dafunSpVx22WVcddVVrF69mtGjRzN69GjWrVtXyZFXTPUKEfEL+wm0a/V0WGERERE/CGgioyZXOERqFbsdohKgURfochl0HwenjoQ6zSAsOtDRiYiISA133nnnMWzYMFq3bk2bNm2YOnUq0dHRLF++vNTyzzzzDOeeey6333477du356GHHqJbt24899xzZb5GXl4eGRkZbg8RkWor/hTvG5vVa+mfWERERDwQ0ERGZVQ4ToQxpuJC1VxteI8iIiIiUvs4HA7mzp1LVlYWKSkppZZZtmwZgwYNcls2ZMgQli1bVuZ+p02bRlxcnOvRtGnTCmOpDdfcteE9itRIsUnWnIeeqtvCaqgmIiISIAFNZBTnrwqHNy2nQkKsbpLZ2dkn8A6ql6L3WPSeRURERESqs7Vr1xIdHU1YWBj//Oc/+fjjjzn11FNLLZuamkrDhg3dljVs2JDU1NQy9z958mTS09Ndj127dpVZtjbVK/Lz8wEICtKQVyLVSmQ9aDUIbB58d212aHU2RMT7Py4REZEyBHyy77Vr15KSkkJubi7R0dE+r3BMmzaNKVOmeBRLUFAQderUYf/+/QBERkZiq2Hj+htjyM7OZv/+/dSpU0cVDhERERGpEdq2bcuaNWtIT0/nww8/ZOzYsSxevLjMuoW3wsLCCAsL86hsbahXADidTg4cOEBkZCTBwQGvWoqIN2w2aNIDco7Aug/B6SijXBCcNhqa9bSGFBYREQmQgF9t+rvCMXnyZCZNmuR6npGRUW438MTERABXpaOmqlOnjuu9ioiIiIhUd6GhobRq1QqA7t27s2LFCp555hleeumlEmUTExNJS0tzW5aWlubT6+PaUq+w2+00a9asRiZqRGq8sGhoMwTimsCWbyDtN3BYvaywh0DDU6HlQGh4GoTFBDZWERGp9QKeyPB3hcObllMANpuNpKQkGjRoQEFBgcfbVSchISHqiSEi5XM6oTDHapkVHArB4YGOSERExCtOp5O8vLxS16WkpPDNN99w8803u5Z9/fXXZQ5xeyJqQ70CrPqcXa20Raqv0ChoegbUbwvZh60eGhiIqGsNJRVRJ9ARioiIAFUgkXG8QFc4igQFBelmv4jUPvnZkHMYdq+Cg3+As9BqfdW8j9VSK7Ke1Q1dRESkCpk8eTJDhw6lWbNmZGZm8u6777Jo0SIWLFgAwJgxY2jcuDHTpk0DYOLEifTr148nn3yS4cOHM3fuXFauXMnLL7/s89hUrxCRaiE8znrQItCRiIiIlCqgiYyqXOEQEal1sg/BxvmwdSHkZbqv274E6rWEzpdBQlsIDglMjCIiIqXYv38/Y8aMYd++fcTFxdGpUycWLFjA4MGDAdi5c6dbr4FevXrx7rvvcu+993L33XfTunVrPvnkEzp06BCotyAiIiIiIuUIaCJDFQ4RkSoi5yis/Y81Nm6pDBzaDD88A71ussbJ1TASIiJSRbz22mvlrl+0aFGJZRdddBEXXXSRnyISERERERFfshljTKCDqEwZGRnExcWRnp5ObGxsoMMREakati+BpTM9K1u3BZx1G0Ql+DcmERGpknQ9bdFxEBERERE5cd5eT6s5rYhIbZdzFLYu8rz8kW1wdIe/ohEREREREREREXFT5Sb7FhGRSpabDvs3eLfN9iXQoD2ERPonJhERERERKZ/TYc1zl30I8rMgKBSi6kNkPASHBTo6ERERn1IiQ0SktsvPAmehd9vkZkBhvhIZIiIiIiKBkJkGO36AHUshfddfyyPrQePu0OpsiGumee1ERKTGUCJDRKS2s5/AnwJ7ENhUKRIRERERqXTpe+Cnl+DAxpLrsg/Bpq9g72roeT3Ub69khoiI1Aj6ayYiUtuFx1ott7wR31K9MUREREREKlv2EVj9VulJjOKyDsCPL8Gx1MqJS0RExM+UyBARqe0i6lrdzz0VHAHJPSFInfpERERERCpVxh7Y96tnZY+lwa4V4HT6NyYREZFKoESGiEhtFxwGpwyA8DqelW/eGyK87MEhIiIiIiInJz8bti4E40ViYudSyDnsv5hEREQqiRIZIiICdZrBGddUnMxolgKn/Q3CoislLBERERER+VNBNqTv9m6b9D3gyPdPPCIiIpVI44KIiIg1TFRSF+h3B2z5Bvb8DDlHrHU2OyS0huZnQeOu3s+nISIiIiIiPmDA6fByEwcY459wREREKpESGSIiYgkKhnotIbYxtDvP6oLuKLR6X0TUtR42W6CjFBERERGpnezBEB4L6V5sEx5nbSciIlLN6a+ZiIi4CwmHkCSITQp0JCIiIiIiUiS8jjXUa9p6z7dJ7AxhMX4LSUREpLJojgwRERERERERkarOZoPEDhBV37Py9iBo2R9CI/0aloiISGVQIkNEREREREREpDqIrA/dxkBIRPnlbHbocCHENa2cuERERPxMiQwRERERERERkeogKBiSOkHKBKjbvPQyUfWh6z+g1SBrvjsREZEaQHNkiIiIiIiIiIhUF8Hh0Kgb1G0BR3fAjmVQkA1BIZDUGRqcChHxEBwa6EhFRER8RokMEREREREREZHqxB4EUQnWo2EHcBRay0LCAx2ZiIiIXyiRISIiIiIiIiJSXQWHWQ8REZEaTHNkiIiIiIiIiIiIiIhIlaVEhoiIiIiIiIiIiIiIVFlKZIiIiIiIiIiIiIiISJWlRIaIiIiIiIiIiIiIiFRZSmSIiIiIiIiIiIiIiEiVpUSGiIiIiIiIiIiIiIhUWUpkiIiIiIiIiIiIiIhIlaVEhoiIiIiIiIiIiIiIVFlKZIiIiIiIiIiIiIiISJWlRIaIiIiIiIiIiIiIiFRZSmSIiIiIiIiIiIiIiEiVpUSGiIiIiIiIiIiIiIhUWUpkiIiIiIiIiIiIiIhIlaVEhoiIiIiIiIiIiIiIVFlKZIiIiIiIiIiIiIiISJWlRIaIiIiIiIiIiIiIiFRZSmSIiIiIiIiIiIiIiEiVpUSGiIiIiIiIiIiIiIhUWUpkiIiIiIiIiIiIiIhIlRUc6ABERERERERERALCUQg5h+DITsg6ADY71GkKMYkQEQ82W6AjFBEREZTIEBEREREREZHaKOsgbFkIO5dCxt6/ltvsUK81tBoIjbtDWEzgYhQRERFAiQwRERERERERqW2OHYBVs2HPypLrjBMOboRDm6HD+dDmXAiLrvQQRURE5C+aI0NEREREREREao/8bPj989KTGMUZB6z7CPb9UjlxiYiISJmUyBARERERERGR2iPnCOxY5llZ44At31rbiIiISMAokSEiIiIiIiIitcfenyEvw/PyBzZYE4GLiIhIwCiRISIiIiIiIiK1g6MQjuzwbhunAzLT/BOPiIiIeESJDBERERERERGpJUygAxAREZETEOztBt26dSt3/c8//3zCwYiIiIiIiIiI+E1QCMQkereNzQZRCf6JR0RERDziUSLjjjvu4Oqrr6ZNmzasXbuWyMhIrr76amJjY/0dn4iIiIiIiIiI7zQ9A36fBwU5npWv1xqiGvg3JhERESmXR4mM5ORkBgwYwK5du1i3bh233347b7/9Nvfffz///Oc/CQoK8necIiIiIiIiIiInLyIeGneH7Us8K9/iLIiM929MIiIiUi6P5siYMGECBw4cYP/+/bRt25bPPvuM9957j9dff50OHTrw+eef+ztOEREREREREZGTFxYNHS6AhDYVl219DjTpYQ0vJSIiIgHjUSLj4YcfJjk5mcTEv8aRHDBgAKtWrWLy5MnccMMNDBw4kNWrV/stUBERERERERERn4htBD1vgFMGQlhMyfUxSdD5UuhwPkTUqfTwRERExJ1HQ0vVqVOHH374AYBJkyaVWD9s2DDeffddzjjjDAoKCnwboYiIiIiIiIiIr8UmQbd/QPsRsO8XyEwFux3qtYKE1tYQVEEhgY5SRERE8DCRceONN7r+X1avi9NPP903EYmIiIiIiHhh2rRpfPTRR/z+++9ERETQq1cvHnvsMdq2bVvmNrNnz2b8+PFuy8LCwsjNzfV3uCJSlYRGWo+4xoGORERERMrhUSKjuIULF/ojDhERERERkROyePFiJkyYQI8ePSgsLOTuu+/mnHPO4bfffiMqKqrM7WJjY9m4caPruU1j4IuIiIiIVEkezZHhL9OmTaNHjx7ExMTQoEEDRo8e7VaRKM3s2bOx2Wxuj/Dw8EqKWEREREREqpr58+czbtw4TjvtNDp37szs2bPZuXMnq1atKnc7m81GYmKi69GwYcNKilhERERERLzhdY+M888/v9z1H330kcf7UsspERERERHxtfT0dADi4+PLLXfs2DGSk5NxOp1069aNRx55hNNOO63Usnl5eeTl5bmeZ2Rk+C5gEREREREpl9eJjE8++YSYmBhGjRpFUFDQSb34/Pnz3Z7Pnj2bBg0asGrVKs4666wytytqOeUJVThERERERGoPp9PJzTffTO/evenQoUOZ5dq2bcvrr79Op06dSE9P54knnqBXr16sX7+eJk2alCg/bdo0pkyZ4s/QRURERESkDF4nMr7++mtuvfVWVq1axeOPP87w4cN9Fow/Wk6pwiEiIiIiUntMmDCBdevWsWTJknLLpaSkkJKS4nreq1cv2rdvz0svvcRDDz1UovzkyZOZNGmS63lGRgZNmzb1XeAiIiIiIlImr+fIOPvss1m9ejW33XYb1113HYMGDeLXX3896UC8bTn16aefMmfOHJxOJ7169WL37t2llp88eTLp6emux65du046VhERERERqXpuvPFG5s2bx8KFC0vtVVGekJAQunbtyubNm0tdHxYWRmxsrNtDREREREQqxwlN9m2z2Rg/fjybNm3irLPO4qyzzuLKK69k7969JxxIUcupuXPnllsuJSWFMWPG0KVLF/r168dHH31E/fr1eemll0otrwqHiIiIiEjNZozhxhtv5OOPP+bbb7+lRYsWXu/D4XCwdu1akpKS/BChiIiIiIicDK+Hlnr22WfdntepU4d//vOfPP/883zwwQdkZmZ6HURRy6nvvvvO5y2nRERERESkajl69Cgff/wx33//PTt27CA7O5v69evTtWtXhgwZQq9evbza34QJE3j33Xf59NNPiYmJITU1FYC4uDgiIiIAGDNmDI0bN2batGkAPPjgg/Ts2ZNWrVpx9OhRpk+fzo4dO7j66qt9+2ZFxH+MgexDcCwNsg6CzQ4xDSGyPkTWDXR0IiIi4kNeJzJmzJhR6vKEhASvX9wYw//93//x8ccfs2jRopNqOTVs2DCvtxURERERkcqzd+9e7rvvPt555x0aNWrEGWecQZcuXYiIiODw4cMsXLiQJ554guTkZO6//34uueQSj/Y7a9YsAPr37++2/I033mDcuHEA7Ny5E7v9rw7pR44c4ZprriE1NZW6devSvXt3li5dyqmnnuqT9yoifpZzBHb9CNu+g0NbAWMttwdB/XbQ8mxI6gxh0QENU0RERHzDZowxgXrxG264wdVyqm3btq7l3rac+uSTT1i1apVHlY6MjAzi4uJIT0/XMFMiIiIiIl46mevphg0bMnbsWMaNG1fmtXtOTg6ffPIJzz77LBdccAG33XabL8L2OdUrRAIo+zCs/RC2fFN2GXsQnHYBtBmiZIaIiEgV5O31tNc9Msrz3XffAWC32+nTp0+F5dVySkRERESk9vjtt9+oV69euWUiIiK47LLLuOyyyzh06FAlRSYi1YYjHzZ/U34SA8DpgHX/gegG0KJv5cQmIiIifuN1j4zPPvus1OUFBQVcfPHFjBw5krCwsAon7Q4UtZwSERERETlxup626DiIBEhmKnw7FbL2e1a+fnvofRNExvs3LhEREfGK33tkjB49usx1NpuNjz/+2NtdioiIiIhILbdhwwaWL19O165d6dKlS6DDEZGq6sBGz5MYAAc3WpOBK5EhIiJSrdkrLuLO6XSW+sjOzvZHfCIiIiIiUsM8+OCDTJ8+3fV84cKFdOnShdtvv50ePXrwzjvvBDA6EanSDm7yrrxxQsYe/8QiIiIilcbrREZZbDabr3YlIiIiIiI12Icffug2x93UqVO56aabOHjwIM899xyPPPJIAKMTkSrLGCsx4S2nw/exiIiISKXy6WTfIiIiIiK1Xs5RKMy1bpzZgyAkEsI1hwLAW2+9hTGG7du3s2bNGg4dOoQxhh9++IG+ffvy1ltv4XQ62bp1K2+99RYAY8aMCXDUIlJl2GwQm+T9dlH1fR+LiIiIVCqvExkZGRmlLs/NzT3pYEREREREqq3sQ3DgD9i6EA5uBkceBIdD/TbQciDEt4LIuoGOMqCSk5MBCA0NpWHDhiQnJ7NmzRpiY2MZMGAAxhjy8vKw2Ww0b94cY0yAIxaRKqdRV1j/CeQf86x8XFOIa+LXkERERMT/vE5k1KlTp9RhpIwxGl5KRERERGqnzFRYNRv2rnZfnn8M9vxsPZr1gi6XQXSDgIRYFfTr1w+Abt26MW/ePO68807mz5/PsGHDOOusswBYu3YtTZs2dT0XEXETEQ+Nu8O2xZ6VT+4NkfX8G5OIiIj4ndeJjIULF/ojDhEREREpzANnIdiDITgs0NGIp7IPw6q3SiYxjrdzqTXUVNd/QERc5cRWRU2fPp1Ro0bRu3dv2rVrx8svv+xaN3v2bM4999wARiciVVpoJJw2GjL3wcE/yi/btCe0OMv67RUREZFqzetERlErKhERERHxAUch5ByGQ1tgz0ooyIWQcGjSA+JPgch4K7EhVdfhrbB3lWdld/wALQfU+kRG586d2b59O4cOHaJePfeW0rfddhuxsZpTRETKEdsIel4P6/5j9XgryHZfH14HmveCtsMhSr0xREREagKva8Vr1qyhS5cuJZYfOXKE//u//2POnDm+iEtERESk5svPgt0r4bdPIWOP+7rtS6wxvU8dbQ2hERoZkBClArkZsOVbz8sbJ2xZCHVb6DOFEkkMgKSkE5jIV0Rqn9hG0H289Xdy109wLBWwQXxzSOoCEXUhJCKwMYqIiIjP2L3dYMCAAfzwww9uyz799FNOPfVU9u/f77PARERERGq0glzYuQx+eqVkEqNI+m746SXYtRwKcys3PvFMYY7VI8MbhzZ7PkltDTN37lyPy+7atatEvUNExE1YNNRpCh0vgDOugzOvg7bDrCSHkhgiIiI1iteJjOnTpzNs2DAWLFjAkSNHuPzyyxkzZgwPPPAAX331lT9iFBEREal5jqXB6nfAWVB+OUcBrJ4Dxw5UTlziHWPAke/dNo58wPglnKpu1qxZtG/fnscff5wNGzaUWJ+ens4XX3zB5ZdfTrdu3Th06FAAohSRaikoWHNhiIiI1GBeDy119dVXExsbywUXXEB0dDSdOnVi7dq1NGvWzB/xiYiIiNQ8jgJrroTjx/QuS36W1SsjNknzZVQ1NjsER1ifkadCIjmB9kQ1wuLFi/nss8+YOXMmkydPJioqioYNGxIeHs6RI0dITU0lISGBcePGsW7dOho2bBjokEVEREREpAo4oZrwxRdfTExMDBdeeCEXXnihkhgiIiIi3sg5ak1O6o1dK+CU/hBV3x8RyYkKjYYGp8L27zzfJrEDhNfeyaxHjhzJyJEjOXjwIEuWLGHHjh3k5OSQkJBA165d6dq1K3Z77Uz0iIiIiIhI6bxOZEyaNMn1/y5dunD99dezdOlS4uPjAXjqqad8F52IiIhIjeSE3HTvNsnLsCaKlqolNBJa9ocdSzz7fIJCoXlfCA7ze2hVXUJCAqNHjw50GCIiIiIiUg14nchYvXq16/+hoaGcddZZ7Nixgx07dmCz2XwanIiIiEiNZPB+HG+bxv2usuKaQOtz4I/5FZdtPwKiNVySiIiIiIiIN7xOZCxcuNAfcYiIiIjUHsGhENsIco54vk1cYwhSK/4qKTwOTh0Fdjts+l/pk38Hh0O74VbCIyy68mMUERERERGpxjRbpIiIiEhli6gLLfpB2nrPt2nRHyLq+CkgOWmR8XDaBdawUdu+h/0bwJFnTQSe2AGSe1nzm4RGBTpSERERERGRaueEEhkrV67k/fffZ+fOneTnu7c4++ijj3wSmIiIiEiN1qA91G0BR7ZVXLZeK0ho5f+Y5OSERVuP2MaQl2nNmWGzWz02gkICHZ2IiIiIiEi1Zfd2g7lz59KrVy82bNjAxx9/TEFBAevXr+fbb78lLi7OHzGKiIiI1DzRDeCMa6z5FcpTpxn0uMoqL9VDcBhEJVifWVSCkhgiIiIiIiInyeseGY888ggzZsxgwoQJxMTE8Mwzz9CiRQuuu+46kpKS/BGjiIiISM0Ufwr0uQW2LITdK+BY2l/rYhKhyRlwSn9rfgyRGmbSpEnlrn/qqacqKRIREREREanqvE5kbNmyheHDhwMQGhpKVlYWNpuNW265hYEDBzJlyhSfBykiIiJSI9lsVo+Mzpdak0Af2w+FORASAVENrHkX1Jpfaqinn36amJgYunfvjjHGbZ3NZgtQVCIiIiIiUhV5ncioW7cumZmZADRu3Jh169bRsWNHjh49SnZ2ts8DFBEREanxgkIgpqH1EKklXnnlFe677z6Cg4N58skn6dixY6BDEhERERGRKsrrOTLOOussvv76awAuuugiJk6cyDXXXMNll13G2Wef7fMARURERESk5rnqqqvYtGkTKSkp9O7dm2uuuYa0tLSKNxQRERERkVrH60TGc889x6WXXgrAPffcw6RJk0hLS+OCCy7gtdde83mAIiIiIiJSM0VGRjJlyhQ2btyIw+GgTZs2PPjgg+Tk5AQ6NBERERERqUJs5vgBaWu4jIwM4uLiSE9PJzY2NtDhiIiIiIhUK766nv7ss89KLFu9ejVPPPEEcXFx7N69+2TC9DvVK0RERERETpy319Nez5EhIiIiIiJyskaPHl3muqysrMoLREREREREqjwlMkREREREqgtHIRgHBIWCzRboaE6K0+kMdAgiIiIiIlJNKJEhIiIiIlKVOQog+xAc2Ahp6wEDIVGQnAJRDSCybqAj9Lnc3FzCw8MDHYaIBEpuBhRkg3GCzQ6hURAWE+ioREREJICUyBARERERqapy02H7D5CxB2KSIKmTtdwY2L0K8rOgRV9IaAX26nVp//rrr3PllVeWWL5kyRKuuuoqNm7cGICoRCSgsg/DoU2wZZH1b2EuBIdDQltoOQDiW9bI5K2IiIhU7KRqO0UT8DVp0sQnwYiIiIiIyJ/yMmH3SgiNtBIXK16DtHXgLICIutCiH7QeDIe3WsNMJbSpVsNN3XrrraSnp3PLLbcAVi+Mu+66i5dffpm77747wNGJSKU7lgar3oI9K92XOwqsZXtWQrNe0OUyiG4QmBhFREQkYLxOZDidTh5++GGefPJJjh07BkBMTAy33nor99xzD3a73edBioiIiIjUOhl7rX8XPQr7foWoBIioYw2z4nTA7/+FXz+AlOutYVciEyCqXkBD9sY333zDueeey5EjRzjnnHMYP348cXFx/Pjjj3Ts2DHQ4YlIZco+Aj/PKZnEcDFWQmPz1+DIg86XQXAoRNSDoOrVG01EREROjNd/8e+55x5ee+01Hn30UXr37g1Y3b8feOABcnNzmTp1qs+DFBERERGpVXIzrR4Z30235sdo0N56npdh9c4ICoHYRlbZNe9ak3/HNatWiYxu3brx3Xffcc455zB16lQeeOAB7r77boKCggIdmohUtqPbYfdPpa9z5EFOOuQctobTO7gJGpxqzRsU1wia94XYxtWqR5qIiIh4z+tExptvvsmrr77KyJEjXcs6depE48aNueGGG5TIEBERERE5WY5c2L4ECnKsyW7T1lljxReXvtsaYqpOM/hjAbQ6G/IbWkNRVRPt2rVjyZIlDBo0iM2bN6t3t0htlJcJm78tfV1hHhzdaSVxixgHbPkWmvaA9Z/ArhVw5j8hobWSGSIiIjWY14mMw4cP065duxLL27Vrx+HDh30SlIiIiIhIrZaXBam/Qu5ROLLdWla/rZW0sIdYrZL3rfmrhXKD9tbwU/XaBDBo73Tt2hXbnzcdCwoKePvtt1m6dCkxMTEA/Pzzz4EMT0QqS0EOHN5ScrmjwErYFk9iFNn3C7QbYf0/Yw/89BKcdTvEJPo3VhEREQkYrxMZnTt35rnnnuPZZ591W/7cc8/RuXNnnwUmIiIiIlJrOfLgwB9wdJc1oXfrIVbvi4N/WDf3IuPhjGtg10+w4XM4ss0qX5AN4TGBjt4jo0ePDnQIIhII+dmQmw6OfKsHhc0OzVJg14+QdeCvcoW5VrnSFOa6z42Rvhv2rIK2w9QrQ0REpIbyOpHx+OOPM3z4cP73v/+RkpICwLJly9i1axdffPGFzwMUEREREal1HAWQcxTOuhVikqzhU3YutZYXiUmE1ufAoAfgxxetJIat+gzNdP/99wc6BBGpTPlZVg+zLQutHmV5mdby8LoQ3xw6XAAHfoeti8FZaM0PhCl9X6HRUJjvvmzHD9D0TIhK8N97EBERkYDxOpHRr18//vjjD55//nl+//13AM4//3xuuOEGGjVq5PMARURERERqneBQ6HqFNd/FgnusJMXxMlPh57esIaX6ToL9v1d+nCchI6OU4WKKiY2NraRIRMTv8jKteS1+/QCcBe7rsg/CvtXw2yfQ9zZoORD++NIacqosTXpYQ0oVd3SX1ctDREREaiSvExkAjRo10qTeIiIiIiL+EhIFSZ3go2tLT2IUt28NrH4H+t/lPtRKFVenTh3XHBnFGWOw2Ww4HI4ARCUiPucohJ3L4Je5YJwl19uDILIeHNwE3z0Og6ZAfCs4uLn0/QWFwin9YOOX7sudhWDK6MEhIiIi1d4J1XQWLFhAnTp1OPPMM/n444/5+OOPad++PbfddhshISG+jlFEREREpHaxB8OuFeW3SHaxWXNlYKrdTbwPP/yQ+Pj4QIchIv6Ucxg2zi89iVEkOAKi68Ox/VaComlP2Px16WW7/h3yjpXskREWYyVFREREpEbyOpFx11138fjjjxMUFMSdd97JrFmzGDhwIDNmzGDv3r3MnDnTH3GKiIiIiNQehTnWkFGR8dZNQKcBSrkJaLODLQhiGsLmb6Hn9ZUe6sno3bs3DRo0CHQYIuJPh7aUTDocLygYohta/9+x1JovI74lpP7yV5mQCOh8GTTuDr++V3IfiZ0gTEPSiYiI1FReJzLefvtt3nvvPZKTk+nVqxcfffQRI0eOZOHChfz9739XIkNERERE5GQV5sGxVIhrYiUrsg6CLdi9x4XNZiUx6jYHbNbEuM7CQEV8Qn777TcOHTpEVFQUiYmJhIaGBjokEfElp9Ma/s4TQaEQk2T9/uVlQIu+1tB6QSFW8qJFX8g+bCUx8rPct7UFQcv+1rxCIiIiUiN5nchIS0ujT58+JCUlERoaymmnnQZA+/btSUtL83mAIiIiIiK1jnFCeBwc/MO6sRfdELIOWMOpGKd1Yy8yHsLrQM5RwGklPKrZ0FJnn322a04Mu91Ou3btuPLKK7nlllsCHZqI+IIp9C7Bag+G0GAIjYLuY6HtUDi8DTL2wvpP4Fhp9xxs0P48qJPsq6hFRESkCvI6kWGMITjY2iw4OBi73Q6AzWbDVLOKk4iIiIhIlfT/7N15fFTV3cfx7+yZbJONJJCw7/suAooLKC6t+thFra27rda1+tjK01pba0ultdqqrVqr1Fr3qq11K0UBUQRBVlkDYQtJyD5ZZ73PH1eikQCZkMlMks/79brK3HvuzG8OQzLn/u45P3uCmaxI7y8d3CLZXFJSlpSYJVmtUjhkJjAObjYTGhmDJLvLnKXRRRQWFsowDAUCAXm9Xh04cECrVq3SXXfdpWAwqDvuuCPWIQI4XlaH5EyJ/LyENMmdbv7sqy+XSja0nsRISJOGnSUNPt2skQEAALqtdiUyhg0bJovForq6Ok2cOFFWq5UkBgAAANBRrHYpfaB58S53nLnMlHe/FGgyj1ss5kW+zMHm/2tLpf4zzVkZXUT//i3vnp48ebK++tWvatiwYbrnnntIZADdgcUi9Z8uFfzHTMC2RUqulJpn/tmZKPWdJmUNkcoLpL0fSYFGye6QcsZIfSaaPwMd7ui9BwAAEBciTmQ89dRT0YgDAAAAwCFWuzT0DKlgkTk7IynbvLAX8ptrztscktVmrhNfsctcP96V3KVmZBzJxRdf3Lx8LYBuIClb6jVCKv20be3zp5kzzQ45VAg8OUfqM0EKBc2Zac7u8TMPAAC0TcSJjMsvvzwacQAAAAA4xO4y7zCe/n3pw0ekqkJziRaH25x1EQ5+VuzWMJeVmnKlWSi3iy2tUl1drZdfflk7d+7UHXfcoYyMDG3cuFE5OTmxDg1AR0lMl8Z8Xaopkpqqj942c6g05DQzWdsaZ1KHhwcAALqGiOee22w2HTx4MBqxAAAAAJDMu5EtNimlj3TqnVLuWDN54fOaFwL9deYFveHnmMfLtn2+FEsXsWHDBg0bNkz33Xeffvvb36q6ulqS9Morr2jevHmxDQ5Ax8oaJs246cgFuS1Wc7bFiddJKb07NTQAANA1tKtGBgAAAIAoyx0rrXnKXGbqxO+bMzAObpZCAcmdJvWeYBa/LfivNOxsyZ1xrGeMK7fddpuuuOIKLViwQCkpn88kOeecc/Stb30rhpEB6HA2u5Q9Spr1v1LlLqnwfampykxgpPSRBp8qJfc2Z28AAAC0IuJEhiRZWIcSAAAAiK6kTGnSd6T1L0qf/FVKHyAl9TITG4FGaf3zkgxp/CVmjQz7EZZiiVMff/yxHnvsscP25+XlqaSkJAYRAYgqq1VKzja3nNFS0C9ZJDkSKdYNAACOqV2JjNzc3CMeC4VC7Q4GAAAAwBck50iTL5OGnSntWipV7ZbCAcmZIo36qjkrIzFLsjtjHWnEXC6XvF7vYfu3b9+uXr16xSAiAJ3GlSK5Yh0EAADoStqVyHj55ZeVkdG1pq4DAAAAXVKCx9zS+pnLSxmGuUxLQprUhWdKn3feebrnnnv04osvSjJnfe/du1c/+tGP9LWvfS2i55o/f75eeeUVbd26VW63WzNmzNB9992n4cOHH/W8l156SXfddZd2796toUOH6r777tM555zT7vcEAAAAIDoiLvZtsVg0c+ZMnXLKKa1ukZg/f76mTp2qlJQUZWdn64ILLtC2bduOed5LL72kESNGKCEhQWPHjtWbb74Z6dsAAAAAuhaHW0rKkpJ7Se70Lp3EkKT7779fdXV1ys7OVmNjo0455RQNGTJEKSkp+uUvfxnRcy1dulQ33HCDPvroIy1atEiBQEBnnnmm6uvrj3jOhx9+qEsuuURXX3211q5dqwsuuEAXXHCBNm3adLxvDQAAAEAHsxgRVu+2Wq0qKSlRdnb2cb/4WWedpYsvvlhTp05VMBjU//3f/2nTpk3avHmzkpKSWj3nww8/1KxZszR//nx95Stf0bPPPqv77rtPn3zyicaMGXPM1/R6vfJ4PKqpqVFqaupxvwcAAACgJ+no79PLly/Xhg0bVFdXp0mTJmnOnDnH/ZxlZWXKzs7W0qVLNWvWrFbbXHTRRaqvr9e///3v5n0nnniiJkyYoEcfffSw9j6fTz6fr/mx1+tV3759GVcAAAAA7RDpuCLiRMbSpUs1c+ZM2e3tWpXqqBhwAAAAAPGtK9wYVFBQoKFDh2rjxo1HvNmpX79+uu2223Trrbc277v77rv12muvaf369Ye1/9nPfqaf//znh+2P534AAAAA4lWk44qIl5aqr6/X4sWLD9v/zjvv6K233or06VqoqamRpKPW31ixYsVhd2nNnTtXK1asaLX9/Pnz5fF4mre+ffseV4wAAAAAjp/X6211KygokM1mU0ZGhkaOHBnx84bDYd16662aOXPmUWdsl5SUKCcnp8W+nJwclZSUtNp+3rx5qqmpad727dsXcWwAAAAA2ifiRMadd96pUCh02H7DMHTnnXe2OxAGHAAAAEDPkZaWpvT09MO2YcOGSZIqKyu1ZcuWiJ/3hhtu0KZNm/T88893aLwul0upqaktNgAAAACdI+L1oXbs2KFRo0Ydtn/EiBEqKChodyCHBhzLly9v93O0xuVyyeVydehzAjhOhiE1VEiNVZKvVrLZpcQsyZ0hORJiHR0AAOgkL7/88mGzsSsqKvSNb3yjXc9344036t///reWLVum/Pz8o7bNzc1VaWlpi32lpaXKzc1t12sDAAAAiJ6IExkej0e7du3SgAEDWuwvKCg4YoHuY2HAAfQg9RXS/o+l3e9LlTvNpIYkJXikvMnS4NlS+gAzuQEAALq1mTNnKjs7u8W+L3/XbwvDMHTTTTfp1Vdf1ZIlSzRw4MBjnjN9+nQtXry4RY2MRYsWafr06RG/PgAAAIDoinhpqfPPP1+33nqrdu7c2byvoKBAt99+u84777yInsswDN1444169dVX9e6770Y04PgiBhxAF1F3UFrzlLlVFHyexJCkphpp57vSsgVS8VopFIxdnAAAoFNs3rxZW7ZsUVFRkYwvfi+I0A033KBnnnlGzz77rFJSUlRSUqKSkhI1NjY2t7nssss0b9685se33HKL3n77bd1///3aunWrfvazn2n16tW68cYbj+s9AQAAAOh4EScyFixYoKSkJI0YMUIDBw7UwIEDNXLkSGVmZuq3v/1tRM/FgAPoQXy10qevmrMxjqapRlr1hFSzt3PiAgAAMTN79myNGTNG/fr1U2JiombPnq2XX3454uf505/+pJqaGp166qnq3bt38/bCCy80t9m7d6+Ki4ubH8+YMUPPPvusHn/8cY0fP14vv/yyXnvttaPW6wMAAAAQGxajHbc+GYahRYsWaf369XK73Ro3bpxmzZoV+YtbLK3uf+qpp3TFFVdIkk499VQNGDBACxcubD7+0ksv6Sc/+Yl2796toUOHasGCBTrnnHPa9Jper1cej0c1NTUU6AM6U9VuadFPpaCvbe2HnSVN+JZkp8YNAADxpKO+T+/Zs0eS5PP5VFFRoV27dmnp0qV69tln1djYqFAo1FEhRwXjCgAAAKD9Iv0+3a5ExiFNTU1yuVxHTEjEIwYcQAyEAtKGF6Ut/2r7OYmZ0uyfSinUvwEAIJ5E+/v0smXLmm9m6tWrl1auXNnhr9ERGFcAAAAA7Rfp9+mIl5YKh8P6xS9+oby8PCUnJ6uwsFCSdNddd+kvf/lL5BED6P4CDVJVYWTnNFSYy1EBAIAe5aSTTlJhYaHee+89/eMf/4h1OAAAAADiQMSJjHvvvVcLFy7UggUL5HQ6m/ePGTNGTzzxRIcGB6CbMAwpHI78vDAFvwEA6K4KCwu1Y8eOw/bv3LlThmGof//+ys/Pj0FkAAAAAOJNxImMp59+Wo8//rguvfRS2Wy25v3jx4/X1q1bOzQ4AN2EzSklpER2jtUhOZOiEw8AAIi5K664Qh9++OFh+1euXNlcLw8AAAAApHYkMoqKijRkyJDD9ofDYQUCgQ4JCkA340yUBsyK7JycUVKCJzrxAACAmFu7dq1mzpx52P4TTzxR69at6/yAAAAAAMStiBMZo0aN0vvvv3/Y/pdfflkTJ07skKAAdENp/aT0gW1sbJEGnUYiAwCAbsxisai29vB6WDU1NQqFQjGICAAAAEC8skd6wk9/+lNdfvnlKioqUjgc1iuvvKJt27bp6aef1r///e9oxAigO0jMlCZcKq14SGqqOXrboWdI2aM6Jy4AABATs2bN0vz58/Xcc881L1kbCoU0f/58nXTSSTGODgAAAEA8iTiRcf755+v111/XPffco6SkJP30pz/VpEmT9Prrr+uMM86IRowAugOrVeo1Qppxs7TheamiwCwC/kUJHmnwbGnomZKb2RgAAHRn9913n2bNmqXhw4fr5JNPliS9//778nq9evfdd2McHQAAAIB4YjGML19J7N68Xq88Ho9qamqUmpoa63CAnscwpIZKyVsk7V4u+Wsli13qNVzKmyS50yWHO9ZRAgCAI+jI79MHDhzQww8/rPXr18vtdmvcuHG68cYblZGR0UHRRg/jCgAAAKD9Iv0+HfGMDAA4LhaLlJRpbr1GSCG/ZLGayQuLJdbRAQCATtSnTx/96le/inUYAAAAAOJcxImM9PR0WY5ysbGysvK4AgLQg9id5gYAAAAAAAAARxBxIuPBBx9s/rNhGLr++ut1zz33KDs7uyPjAgAAAAAAAAAAiDyRcfnll7d4fNNNN+lrX/uaBg0a1GFBAQAAAAAAAAAASJL1eE4OBoMKBAKy2WwdFQ8AAAAAAAAAAECziGdk/Otf/5IkNTY26uWXX5bH41G/fv06PDAAAAAAPUdxcbG2bNmi4cOHKy8vL9bhAAAAAIgjEScyLrjgAklSQkKCxowZo1dfffWoxb8BAAAA4Gj+/e9/6+tf/7r8fr+cTqeeffZZXXjhhbEOCwAAAECciHhpqXA4rHA4rIaGBq1atUozZsyIRlwAAAAAeoh7771XN910k+rq6vSrX/1KP/vZz2IdEgAAAIA4clw1MgAAAADgeBUUFOiqq65SYmKirr76au3YsSPWIQEAAACIIxEvLXWsKd6vvPJKu4MBAAAA0PP4fD65XC5J5hK2fr8/xhEBAAAAiCcRJzJee+01paSk6Pzzz5fNZotGTAAAAAC6udtuu635z36/X7/85S/l8XgUCoViGBUAAACAeBRxImPRokW6/fbbtWbNGi1YsEDnnntuNOICAAAA0I2tXbu2+c8zZszQrl27mh/PmjUrFiEBAAAAiFMRJzJmz56ttWvXauHChfre976nESNG6He/+53GjRsXjfgAAAAAdEPvvfderEMAAAAA0EW0q9i3xWLRlVdeqR07dmjWrFmaNWuWrrrqKh04cKCj4wMAAADQDV111VWqra2NdRgAAAAAugCLYRhGJCf84Q9/OGzfgQMH9Mgjj0hS3A9GvF6vPB6PampqlJqaGutwAAAAgC6lo75P22w2FRcXKzs7uwOj6zyMKwAAAID2i/T7dMRLSz3wwAOt7s/Kyor0qQAAAAD0UIZhyGKxxDoMAAAAAF1AxImMwsLCaMQBAAAAoIe5+eab5Xa7Wz325JNPdnI0QA/nq5NCfkkWyZko2V2xjggAAKBZxIkMAAAAAOgIhmEowpVuAXSkcFhqKJeqCqXC96WmGslik9LypYGnSEnZktsT6ygBAAAiT2RceOGFRz3+yiuvtDsYAAAAAD2DxWLRH/7why5bIwPo8kIB6eBWae3fpOo9LY+VbZF2LpHyJksTLpZSesckRAAAgEMiTmS89tpr+uY3v3nEKeAAAAAAcCzMxABiyDCk8u3SiofMWRitCQekfR9J/jpp2vekZJKOAAAgdtq1tBR3TgEAAAA4Hpdffjk3RwGx0lglbXjxyEmMLyrdJO1eLo06X7Laoh8bAABAK6yRnmCxWGSxWKIRCwAAAIAe4sEHH1QgEDhsf2VlpbxebwwiAnqQ2mJzRkZb7V0hNVRGLx4AAIBjiDiRYRiGZs+erWnTpun000/Xt7/9bd1///3av39/NOIDAAAA0A1dfPHFev755w/b/+KLL+riiy+OQURADxEOSbs/kIxw28+p3ivVH4xeTAAAAMcQcSLj7rvv1oUXXqg5c+Zo9OjRamxs1MMPP6wRI0ZoxYoV0YgRAAAAQDezcuVKnXbaaYftP/XUU7Vy5coYRAT0ECG/WfciUr7ajo8FAACgjSKukXH33Xcfts8wDF1zzTX6v//7P7333nsdEhgA4AtCQclfLyksWZ2SKynWEQHxLxwy1/42wpLFKiV4WNsbiCM+n0/BYPCw/YFAQI2NjTGICOghLDbJ2o5ymTZHx8cCAADQRu0q9v1lFotFP//5z/X73/++I54OAHCIr05qKJf2rJAqd0rhoORMkQbMlDIGSYmZXJgFvszfIDVUSPtWSSUbpWCTZE+QcsdKfU8w/904E2MdJdDjnXDCCXr88cf10EMPtdj/6KOPavLkyTGKCugB7E4pZ4y054O2n+NKkZJzoxcTAADAMRxXIsMwDElmIiM/P1+/+c1vOiQoAICk+nJp82tS4fvmhdgv2r9K8vSVJnxLyhkt2V0xCRGIO001UsG70tbXP5vF9AVlW6Rtb0gjvioNOd2coQEgZu69917NmTNH69ev1+zZsyVJixcv1scff6z//Oc/MY4O6OZyRklJvaT6sra17zNJcqdHNyYAAICjiLhGhiQ9/fTTGjt2rNxut9xut8aNG6e//e1vHR0bAPRcDZXSuuekHYsOT2IcUrNPWvGwVPqpFAp1bnxAPPLVSdv/I2144fAkxiH+evP4jkVmewAxM3PmTK1YsUL5+fl68cUX9frrr2vIkCHasGGDTj755FiHB3Rv7gxp6JmSLMdum+CRhs5hNiMAAIipiGdk/O53v9Ndd92lG2+8UTNnzpQkLV++XNddd53Ky8v1gx/8oMODBIAep2SDtGf5sdv566X1z0mefCk5O/pxAfGsrkTa/E9JxjEaGuZspz4TJVdyJwQG4EgmTJigZ599NtZhAD2P3SkNOkUKNJi/O41w6+0S0qQTrpXSB3ZqeAAAAF8WcSLjoYce0p/+9CdddtllzfvOO+88jR49Wj/72c9IZADA8WqolHYta3v76r1SVSGJDPRswSZp11IpHGhb+1BAKlxqJgFZmg2ImVAopNdee01btmyRJI0ePVrnnXeebDbqPwFRl+CRRpwr9Rou7XxPKt4gBRvNY0nZUt+p0oBZ5u9KW4eU1wQAAGi3iL+NFBcXa8aMGYftnzFjhoqLizskKADo0XxeqXxrZOfs/kDKGcuUf/RcTV6zsHckSjaaNTVIAgIxUVBQoHPPPVf79+/X8OHDJUnz589X37599cYbb2jw4MExjhDoAVwp5gzFzKHmd9BAo2S1SXa3lJgu2ZyxjhAAAEBSO2pkDBkyRC+++OJh+1944QUNHTq0Q4ICgB7N3yCFI6x54a+XQv7oxAN0CYa5PEYk/PWScaxlqABEy80336xBgwZp3759+uSTT/TJJ59o7969GjhwoG6++eZYhwf0LK5kKbWPlDlYSh8gpeSQxAAAAHEl4hkZP//5z3XRRRdp2bJlzTUyPvjgAy1evLjVBAcAIELtmbpvtZkb0JNZHZG3b0ONUwDRsXTpUn300UfKyMho3peZmalf//rXzeMMAAAAAJDakcj42te+ppUrV+qBBx7Qa6+9JkkaOXKkVq1apYkTJ3Z0fADQ87hSpaReUn1Z28/JGiY5WFYKPZjdbd5B2lDe9nMyBkp2/t2gi2iqkRoqpKo95gy8hDQpvb/kzjCL9nZBLpdLtbW1h+2vq6uT09k13xMAAACA6GhXxa7JkyfrmWee6ehYAACSeVGq71Rp65tta+9IkvpOY0YGeraEVGnw6VLR6rafM/g0KSElejEBHSHQJJVtlba/LZV+2nIZwaReUt8TpKFnSCm9YxdjO33lK1/Rd7/7Xf3lL3/RCSecIElauXKlrrvuOp133nkxjg4AAABAPIm4RsbevXtb3R8MBvWTn/zkuAMCgB7P7pQGniolZrat/eBTpcSMYzYDur2MAWbB0rboM1FKHxjVcIDjFvRJ+1ZKyx+UDqw9vBZSfZm09Q1pxR+lmqKYhHg8/vCHP2jw4MGaPn26EhISlJCQoJkzZ2rIkCH6/e9/H+vwAAAAAMSRiBMZJ510krZv395i35o1azRx4sTmpaYAAMfJky9Nu05KzDp6u0GnSSPOlZxJnRMXEM8SM6VJl0u5Y4/eLnes2Y4EIOJd1R5pzUIp2Hj0duXbpXXPSo3VnRFVh0lLS9M///lPbdu2TS+//LJefvllbdu2Ta+++qo8Hk+swwMAAAAQRyJeWuqyyy7TySefrHfeeUejR4/W3XffrQcffFC33HKLfv7zn0cjRgDoeaw2KWe0dMoPpd3vS/tWSXWlnx1zSNkjzSRGzijJnRbTUIG4ktrbTAKWbJQKl5kXeMNB899N1jBp4Cwpd4yUdIwkIRBrgUZp13tSoKFt7YvXSXUHu+TvhKFDh2ro0KGxDgMAAABAHIs4kXHvvfcqPT1dp556qvLy8mSxWLR06VJNnTo1GvEBQM9ltZmFXFP7SEPOkPx15gVZh9ssCN4FL1YBnSIpy6x/0Xu8eTE4HJSsdvPfDrMw2ifYJDVUmcWmQ37JmWz2pTtDskY8wRdt0VgtFX3S9vbhoFS41Py9YXdFLayOdNVVVx31+JNPPtlJkQBdlGGYP5cDDVIoINmc5ixdftcBAIBuqF3Fvm+//XZ5PB5dd911evHFF0liAEA02RxSSo6knFhHAnQt8XIh59CFpoZyqanGTKokZZvxxfuycOGQGXvxBmnPB9LBzZ8dsEgZg6QBM6W+05jhEg3+OqmpOrJzaovN5F0XSWQsXLhQ+fn5mjJligzDiHU4QNdSd1Dav9r82Vy50/xdY7F+NvvwZKn3BH42AwCAbiXiRMYf/vCH5j/PmjVL3/rWtzRv3jylp6dLkm6++eaOiw4AAKAra6gwl4bb/b5UsUvSZxdrHUnmjJGhc6TMIfF34dlXK9WXS/s/lqp2m8mX/tOlvElmUqNkg3nhrHKn+XjKVZ8lXNFx2nFh3zDad16MPPDAA/rzn/+sXbt26dprr9V3vvMdpaamxjosIP5V75NWPSaV72i53whLZVvNLXesNOVqc8lFAACAbsBiRHj708CBA4/8ZBaLdu3addxBRZPX65XH41FNTQ0DJQAAED315dInf5P2fXTkNo4kaepVUv7U+EhmhINmwmXzP80kRukmcykpyVyyJH+qNPpCqalK2v72ZxfOJfWfIU2+QkqgQHOHqSmS/vNjc4ZFW/U/STrhasmRGL241PHfpz/44AM9/vjjeuONN/TVr35Vd955p4YPH94BkUYX4wq0i2FIjZVSoElSWLLYzdl5CW38DNWXSx8+LJVtOXbbvMnS1GulxPTjChkAACAaIv0+HfGMjMLCwnYFBgAA0GP466XNrx09iSFJgXpp9ZNSYpaUPaJTQjuicFg6uFVa8bDUUCnVHvg8iSGZf97zgVlI/ZQfSYNOl3YuNo/t+1gafg6JjI6U4JFyxx/7M3SIxSINOiXqSYxomDlzpmbOnKnnnntO1113nUaNGqU77rgjoudYtmyZfvOb32jNmjUqLi7Wq6++qgsuuOCI7ZcsWaLTTjvtsP3FxcXKzc2N9C0AbVN3UCpeJxUul6p2mXUtHIlS9khp8OnmDL1j1UAr29a2JIZk1tkZtpdEBgAA6BZiWp1x2bJl+upXv6o+ffrIYrHotddeO2r7JUuWyGKxHLaVlJR0TsAAAABt0VAp7f6wbW399WZCwN8Q3ZiOpb7MTKo0VplJi8bq1tv5vNLy30m9hkvuzy6OhQNS4TIp6Ou0cLs9V7JZtN5qa1v7rGFSal50Y4qC4uJi3XvvvRo4cKAeeeQRPfTQQ7rpppsifp76+nqNHz9ejzzySETnbdu2TcXFxc1bdnZ2xK8NtEnVHumD30sf/0Uq32YmMSSzUHfRGmnZb6T1z0n1FUd+jsZqadd7EbyoIe18T/LVHU/kAAAAcaFdxb47yqEBx1VXXaULL7ywzedt27atxXQTBhwAACBuhEPSvpXmbIu2OrBWGnWB5Izh3fQHt0jeIvPPRlgKNh25bUOF+R57j5d2LTH3Ve8xkzLxsERWd5E1RBrzDWnji+bfyZEkZUsTvyMlZXZebB3gggsu0IoVK3TJJZfojTfe0KhRo9r9XGeffbbOPvvsiM/Lzs5WWlpau18XaJO6g9Kqx6WKgqO327VEsjmkcRdJrpTDj4d8ZkIkElW7zWSJKzmy8wAAAOJMTBMZDDgAAEC3E2iSKiOsGearNWdCeGJ0R31jlVmQ/JC2lFDb9Z508h2fJzLCIXWlQtNdgjPZLAjvTJR2LJJq9rU8bnNJuaOlMV+X0gfEJMTj8a9//UuJiYn661//qqeffvqw45WVlVGPYcKECfL5fBozZox+9rOfaebMmUds6/P55PN9PuvI6/VGPT50A4ZhLid1rCTGIbuWmkv3tZbIMAyzllEkwkHxsxkAAHQHMU1ktBcDDgAAEL/CkhFqx2ntOKejhALmLItDrFbJYjv6+/AWSw6XufRROCS5UiWrI/qx9jSuFGnIHKnPRKmqUCr91FzCKzFTyp9i/r+L1iZ56qmnYvbavXv31qOPPqopU6bI5/PpiSee0KmnnqqVK1dq0qRJrZ4zf/58/fznP+/kSNHlNVaaNTHaKuSXdi8zE9tfnuFmsZqFwQMRLEXoSDTPAwAA6OK6VCKDAQcAAIh7NpeUkBbZOVablNDK3bexYrWbF9Cbqo/R0PL5HwecJCWkHrkp2s9qk5Kzza3vNLMwu7XrX5i8/PLLY/baw4cP1/Dhw5sfz5gxQzt37tQDDzygv/3tb62eM2/ePN12223Nj71er/r27Rv1WNHFBZrMwt6RKN9u1rX4ciLDlSLljjPrKrVVn4lSAsW+AQBA19euEdD777+vb3/725o+fbqKisy1lP/2t79p+fII7jRph+HDh+t73/ueJk+erBkzZujJJ5/UjBkz9MADDxzxnHnz5qmmpqZ527dv3xHbAgAAHDe7Uxo4K7I7YHuNiO2FJptTSsr6/LHV/tljyxFPkSfPrKMRDkmpfcx6Dugc3SCJIZmJgKNtne2EE05QQcGRl/9xuVxKTU1tsQHHFv68sHdbhQKt18VxuKVBp5g/o9vC7pb6z5BsXer+RQAAgFZFPAr6xz/+oblz58rtdmvt2rXNyzbV1NToV7/6VYcHeCwMOAAAQNxJyZWyhh+73SGDTpUSY5jIcKdJA2a13OdIMmcAHMmgU6WDW81lTiZ+R0rMOnJboBVpaWlKT08/bDu0v7OtW7dOvXv37vTXRTdnsZvLO0XCkWjOxGpNap406vw2vK5VGvsNKalXZK8NAAAQpyK+NePee+/Vo48+qssuu0zPP/988/6ZM2fq3nvv7dDg2oIBBwAAiDuJmdLEb0kf/EGqLzt62yGzzaVCYi17uOTp+3lBaZtdSs4xa2U0lLW8ozipl5Q/zSwQPv0mKWfUkS+6AUcwaNAgHTx4UHfeeedRa961RV1dXYubmwoLC7Vu3TplZGSoX79+mjdvnoqKipqLij/44IMaOHCgRo8eraamJj3xxBN699139Z///Oe44gAO40ySskdKRWvafk7epCMvUehKlobONX/mbntL8tUe3iYhTRp9gbnknzPCJAoAAECcijiRsW3bNs2aNeuw/R6PR9XV1RE9FwMOAADQbWUMlmbeLK1/QSrbcngx74Q0c1bDsLnmjIhYS8qWplwlrXj488LfNoc5KyMxXWrymhfMElKlk//XXFpq2vckd0a3WeoInWvLli166KGH9Mtf/lJr167VggULNHDgwHY91+rVq3Xaaac1Pz5Uy+Lyyy/XwoULVVxcrL179zYf9/v9uv3221VUVKTExESNGzdO//3vf1s8B9AhElKlwae3PZHhSpHyphz956rbIw0726yZs+9jqXSTFPJJ9gSzJkafiVJihvkYAACgm4g4kZGbm6uCggINGDCgxf7ly5dr0KBBET0XAw4AANBtWW1S1jBp+g1S3UFpz3Kpseaz/UPNC03udHPN83hgsUi9hksn3SZt+ZdUvEEKNprxWm2SJ1nqNUoaca4ZvzMp1hGji3M4HLrtttt0xRVX6J577tG4ceP03e9+V3fddZfS0tIieq5TTz1VhmEc8fjChQtbPP7hD3+oH/7wh+2IGmiHzCFm4nrXkqO3s9jM5aASM4/9nM5Ec0vpLQ0+zUyWW21Sgsf8eQ4AANDNWIyjfeNvxfz58/XMM8/oySef1BlnnKE333xTe/bs0Q9+8APddddduummm6IVa4fwer3yeDyqqamhXgYAAOg8oaAU8pt32dpc8X2hyVdnzso4uNn8s8NtLo2SlGVeJEOPFq3v0wUFBfrRj36kpUuX6ic/+YluvfXWDnvuaGBcgYjUV0ibX5V2LTV/F3yZK8VMYvSfaS4fBQAA0M1F+n064kSGYRj61a9+pfnz56uhoUGSWVD7f//3f/WLX/yifVF3IgYcAAAAQPt11PfpiRMnyvKlhJ5hGCooKFBDQ4NCodARzowPjCsQMV+tVFcm7V4mlW83aw85Es2aGHlTzJkYDpaDAgAAPUOk36cjXlrKYrHoxz/+se644w4VFBSorq5Oo0aNUnIyd40AAAAAaJsLLrgg1iEAncuVYm6ePHO2mxH+bDmoNGoNAQAAHEPEiYxD9u7dq3379mnWrFlyu90yDOOwO6oAAAAAdABfndRYIdUUmXdxJ3ik1D5msXVbu7/Sx9Tdd98d6xCA2LC7zA0AAABtFvGop6KiQt/85jf13nvvyWKxaMeOHRo0aJCuvvpqpaen6/77749GnAAAAEDPE/RJFTuk7f+RSjZIgcbPj6XmSf1OlAadIiXnxC7G47RmzRpt2bJFkjR69GhNnDgxxhEBAAAAiDcRz1/9wQ9+IIfDob179yoxMbF5/0UXXaS33367Q4MDAAAAeqyQXypaI73/O2nfypZJDEnyFkmb/iF99JjkLY5NjMfh4MGDOv300zV16lTdfPPNuvnmmzV58mTNnj1bZWVlsQ4PAAAAQByJOJHxn//8R/fdd5/y8/Nb7B86dKj27NnTYYEBQFwKh6X6cql0s7T3I2n/Gqlmv+RviHVkAIDupmqvtPpJyV9/9HYHP5XWPy811XROXB3kpptuUm1trT799FNVVlaqsrJSmzZtktfr1c033xzr8AAAAADEkYiXlqqvr28xE+OQyspKuVys8wmgG6svl/Z8aG5VhZ/vdyZLfSZIQ8+QMgZJNmfMQgQAdBPBJmnXe5Kvtm3ti9ZIo75q1s7oIt5++23997//1ciRI5v3jRo1So888ojOPPPMGEYGAAAAIN5EPCPj5JNP1tNPP9382GKxKBwOa8GCBTrttNM6NDgAiBt1pdLHT0jr/t4yiSFJ/jpp93Jp2W+lok/MIqwAAByPxiozOfFFyTlSzhip9wSp13DJnvD5sXBAKlxm1tToIsLhsBwOx2H7HQ6HwuFwDCICAAAAEK8inpGxYMECzZ49W6tXr5bf79cPf/jD5ungH3zwQTRiBIDY8tVKG/8hHVh77HYfPyElZklZQzonNgBA9+SvN5MZkpm8yB0ruVKkyp1SKCi5+0tD5kjlO8yER0OFVFNk1tGwd41Z0qeffrpuueUWPffcc+rTp48kqaioSD/4wQ80e/bsGEcHAAAAIJ5EnMgYM2aMtm/frocfflgpKSmqq6vThRdeqBtuuEG9e/eORowAEFv15WY9jLbw1UqFS6S0/JZ3ygIAEAkjLFls0ohzJGeStOV1ad9HLWdcpOZJg0+Xxn1T2rFIMkKSjJiFHKmHH35Y5513ngYMGKC+fftKkvbt26cxY8bomWeeiXF0AAAAAOJJxIkMSfJ4PPrxj3/c0bEAQPwJBcxlo0IRLNWxf7U04lwpheQuAKCdHInSiK+YS0Yt+pkUaKXgt7dIWvs3qWSjNONGqbpIsnWN2RiS1LdvX33yySf673//q61bt0qSRo4cqTlz5sQ4MgAAAADxpl2JjNYEAgENHz5ckuRyubRly5aOemoAiJ1Ag1S9J7JzGqvMmRkkMgAA7eVOl9L6Sv+6qfUkxhcVr5PWPSedeqfkTOyU8DrC008/rYsuukhnnHGGzjjjjFiHAwAAACCORZzISE9Pl8ViafVYTU2NKisrj3gcALocwzCX94gURUoBAMfDYpX2f2zWymiLotVmfYwu5Morr9RZZ52l7OzsWIcCAAAAIM5FnMh48MEHW93v9/t13XXXyePxHG9MABA/7E4pIcKfazZnl7ojFgAQhxqrpdJPpZRcqbb46G1tTik5V9qzXMoc3GWKfRtG16nnAQAAACC2Ik5kXH7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qCv7iiy9Co9EYXt9++y02bNiAadOmGdJYco4LCgowefJkNG3a1NJTQkRERERkFdYrWK8gIqrOFEIIUdWZICIiqinWr1+P9evXIzIysqqzQkRERERE1RTrFURExtgjg4iIyIZUKlWprbaIiIiIiIgswXoFEZEx9sggIiIiIiIiIiIiIiK7xR4ZRERERERERERERERktxjIICIiIiIiIiIiIiIiu8VABhERERERERERERER2S0GMoiIiIiIiIiIiIiIyG4xkEFERERERERERERERHaLgQwiIiIiIiIiIiIiIrJbDGQQEREREREREREREZHdYiCDiIiIiIiIiIiIiIjsFgMZRERERERERERERERktxjIICIiIiIiIiIiIiIiu8VABhERERERERERERER2S0GMoiIiIiIiIiIiIiIyG4xkEFERERERERERERERHaLgQwiIiIiIiIiIiIiIrJbDGQQEZFdy83NRWxsLBISEqo6K0REREREdAcyMzOxaNEiw9+pqan45JNPqi5DRERUbTCQQUREdufvv//GqFGj4OXlBY1Gg3r16mHmzJlVnS2iKrd7925s377d8Pf27duxZ8+eqssQERHVelFRUXj00UfRqFEjODs7w8PDAz169MDixYuRk5NT1dkjO6PRaPDaa6/hu+++Q0xMDN544w1s2LChqrNl5Pjx43jooYdQv359qNVq+Pj4YODAgVi1ahW0Wm1VZ4+IqNZyqOoMENUmUVFReO+997BlyxbExsbCyckJrVu3xrhx4zB9+nRoNJqqziKRzV29ehXvvPMONm3ahBs3bsDT0xPdu3fHiy++iB49epik//TTT/HUU0+hZ8+eWLx4MerVqwcACAkJqeysE9mdmJgYvPXWW1izZg0A4IknnsDrr79exbkiIqLa6o8//sB9990HtVqNCRMmoFWrVsjPz8fu3bvx4osv4vTp01ixYkVVZ5PsiEqlwty5czFhwgTodDp4eHjgjz/+qOpsGXzxxRd47LHHEBAQgIcffhhNmjRBRkYGtm7dikceeQQ3btzA7NmzqzqbRES1kkIIIao6E0S1QVmF/J9//hmTJk1iIZ9qnD179mDYsGEAgKlTp6JFixaIi4tDZGQkoqKisHjxYjz11FOG9BcuXEDr1q0xefJkfPrpp1AoFFWVdSK7lJeXh969e+PgwYMAgIiICGzfvh1OTk5VnDMiIqptoqOj0aZNGwQHB+Off/5BUFCQ0fsXL17EH3/8wV61ZNa1a9cQExOD5s2bw8vLq6qzAwDYv38/evbsiYiICPz5559wd3c3ev/w4cM4deoUJk2aVDUZJCKq5Ti0FFEliI6OxgMPPICQkBCcOXMGixcvxrRp0zBjxgx8//33OHPmDFq2bFnV2SSyqZSUFNx7773QaDQ4evQoPvzwQzzyyCN49dVXceLECfTs2RPPPPMM9u7da1jn448/RmBgID7++GMGMYjMUKvV2Lt3L44fP47jx49j165dDGIQEVGVeO+995CZmYkvv/zSJIgBAGFhYYYghkKhKPPVt29fw3oJCQl45JFHEBAQAGdnZ7Rt2xZfffWV0bYvX74MhUKByMhIo+UzZsyAQqEwetAcGRkJhUIBJycnJCYmGqXft2+fIQ+HDx82em/t2rXo2LEjNBoNfH198dBDD+H69esmx/nff/9h3Lhx8PPzg0ajQbNmzfDqq68CAN54441yj10/ZGTfvn3RqlWrMs95aXbt2oX77rsPDRo0gFqtRv369fHss8+aDO01adIkhIaGGi379ttvoVQq8e677xqlc3NzM9nPTz/9ZJRnQA5zWXIZAAwfPhwKhQJvvPGGYZn+fABAcHAwIiIi4ODggMDAQLPbMLfvHTt2mLy3fPlyKBQKnDp1CgAQFxeHyZMnIzg4GGq1GkFBQRg9ejQuX75c6vYBYO7cuVAoFPjuu+9MghgA0KlTJ0yaNMnw/SvrVfw7eOnSJdx3333w8fGBi4sLunXrZtIL5XbOo7+/PwoKCozSf//994Y8JCUlGb336aefomXLllCr1ahbty5mzJiB1NRUk+M8cOAAhg0bBm9vb7i6uqJNmzZYvHgxAPndKO/Y9ec5NDQUI0aMKPOcl2Xjxo3o06cP3N3d4eHhgc6dO2P16tUm6cr7benl5eVhzpw5CAsLM/xOXnrpJeTl5ZlsU3/dKOtapU9T/Ht1+vRpeHt7Y8SIESgsLCw1nU6nQ5s2bcxex4iodAxkEFUCFvIleyjkA2UXzIoLDQ01m4+S51Kn02HRokVo2bIlnJ2dERAQgEcffRQpKSkm29QXUEu+ilcozBViY2NjERoaik6dOiEzM7PUdID5wm5J8fHxcHBwwNy5c03eO3fuHBQKBZYuXQoAKCgowNy5c9GkSRM4OzujTp066NmzJ7Zs2VLq9gFZoYiLi8P777+Pxo0bG72n0Wjw1VdfQaFQ4M033zQs379/Pzp27IgnnngCAQEBUKvVaNWqFT7//HOj9fXf6w8++MBoeatWrYx+IwDwwQcfmBQcAeD69euYMmWKYT8tW7bEypUrTY7DmgJvSX379jXJz9tvvw2lUmlSCLf0dwSUfp0ofozmvgPvv/++yXWkeIWyuNDQUJPWZqmpqXjmmWcM4wWHhYVhwYIF0Ol0Rul0Oh0WL16M1q1bw9nZGX5+fhgyZIjh2mHpda7k70WtVqNp06aYP38+SnYoPXbsGIYOHQoPDw+4ublhwIAB2L9/v9nzV9IHH3yA7t27o06dOtBoNOjYsSN++uknk3Qlz2lhYSGGDRsGHx8fnDlzxijdk08+abL+iBEjTB4emHugEBMTA41GY/KZ6j8TlUqFtm3bom3btvjll19MriFERESVYcOGDWjUqBG6d+9ebtpvvvnG8Jo+fToAYOHChYZl+jpBTk4O+vbti2+++Qbjx4/H+++/D09PT0yaNMlseb24ixcvmpQZi1OpVPj222+Nlq1atQrOzs4maSMjIzFu3DioVCrMnz8f06ZNwy+//IKePXsaPfg9ceIEunbtin/++QfTpk3D4sWLMWbMGMOcD3fffbfRsfv6+qJXr15Gy5o3b17u+SvP2rVrkZ2djccffxxLlizBXXfdhSVLlmDChAllrrd582ZMmTIFTz75JF555ZU7zofezp078eeff1qU9sMPP0R8fHy56YYPHw43Nzf8+OOPJu+tWbMGLVu2NNQR77nnHqxbt87Qy/vpp59GRkYGrl69Wur2s7OzsXXrVvTu3RsNGjQoMy9+fn5Gn+HYsWMBGH/PH330UQCy3tW9e3f89ddfeOKJJ/D2228jNzcXo0aNwrp168rcT3nnMSMjA7///rvRstK+02+88QZmzJiBunXr4sMPP8Q999yD5cuXY/DgwUbBkC1btqB37944c+YMZs6ciQ8//BD9+vUz7OfRRx81Ok4AGDt2rNEyPz+/Mo/LEpGRkRg+fDiSk5Mxa9YsvPvuu2jXrh02bdpkNv2gQYMM+3/66adN3tfpdBg1ahQ++OADjBw5EkuWLMGYMWOwcOFC3H///aXmo/h1Kjw8vMw8x8TEYMiQIQgPD8ePP/4IB4fSR/P/5ptvcPLkyTK3R0SmOEcGUSWwtpCvt2vXLqxYsQILFy6Er68vACAgIABAUSH/4sWLePLJJ9GwYUOsXbsWkyZNQmpqaplduC0t5D/77LOGZfoCUW5urlHayMhITJ48GZ07d8b8+fMRHx+PxYsXY8+ePTh27Jihm/CJEyfQq1cvODo6Yvr06QgNDUVUVBQ2bNiAt99+G3fffTfCwsIM23322WfRvHlzQ0UHgE0K+Vu2bMGIESMQFBSEmTNnIjAwEGfPnsXvv/9u9py1a9cOzz//PADZs8bcWPSPPvqo4Tw8/fTTiI6OxtKlS3Hs2DHs2bMHjo6OJuvMnj3bcDwrVqwos1CdlpaGoUOHwtHREX/++afZ1lF6llYaAgIC0KdPH/z444+YM2eO0Xtr1qyBSqXCfffdB0AWeufPn4+pU6eiS5cuSE9Px+HDh3H06FEMGjSo1H1s2LABzs7OGDdunNn3GzZsiJ49e+Kff/5BTk4ONBoNbt68icOHD8PBwQEzZsxA48aNsX79ekyfPh03b960WQUrPj4e3bp1Mzxw9vPzw8aNG/HII48gPT0dzzzzDICiAu/u3bsxffp0NG/eHCdPnsTChQtx/vx5rF+/3qr9rlq1Cq+99ho+/PBD/O9//zMst/R3VNzYsWNx9913Ayi6VpQlNTUV8+fPtyq/xWVnZ6NPnz64fv06Hn30UTRo0AB79+7FrFmzcOPGDSxatMiQ9pFHHkFkZCSGDh2KqVOnorCwELt27cL+/fvRqVMni69zevrfS05ODtasWYPZs2fD398fjzzyCADZ8qlXr17w8PDASy+9BEdHRyxfvhx9+/bFjh070LVr1zKPbfHixRg1ahTGjx+P/Px8/PDDD7jvvvvw+++/Y/jw4aWuN3XqVGzfvh1btmxBixYtrD2lpXr99ddNrrXmFBYWGh78EBERVab09HRcv34do0ePtij9Qw89ZPh/YWEhVqxYgTFjxpgE4lesWIGzZ8/i22+/xfjx4wEAjz32GPr06YPXXnsNU6ZMMdtSHgBeffVVNGvWDGlpaWbfHzt2LFatWmWo42RnZ2PNmjW4++67jRqYFBQU4OWXX0arVq2wc+dOw0Phnj17YsSIEVi4cKGhMdBTTz0FIQSOHj1q9PBb37uhTZs2aNOmjWH5a6+9hkaNGhmdD1tYsGCB0XyL06dPR1hYGGbPno2rV6+afTB/5MgR3HPPPRgzZoxROc4WXnrpJQwdOhQbN24sM11iYiI+/PBDi9JqNBqMHDkSP/30Ez7++GOoVCoAsvfFjh07DI1NUlNTsXfvXrz//vt44YUXDOvPmjWrzO1fvHgRBQUFaN26dbnH5+rqavQZXrx4EevWrTP7ub777ruIj4/Hrl270LNnTwDAtGnT0KZNGzz33HMYPXo0lErzbYzLO49jx47FypUrDYGUq1evYuvWrbj//vvx/fffG9IlJiZi/vz5GDx4MDZu3GjYX3h4OJ588kl8++23mDx5MrRaLR599FEEBQXh+PHjRnUQfSOiiIgIREREGJY//PDDaNOmjU2/02lpaXj66afRpUsXbN++3SgwU7Ixkz4I06xZM0MenJ2d8fHHHxulW716Nf7++2/s2LHD8DkAsiHcY489hr179xo9r9H3prj77rsNv58vvvii1DynpKRgyJAhcHV1xe+//w4XF5dS0+bl5eH111+36HtPRCUIIqpQaWlpAoAYPXq01euuWrVKABDR0dEm7y1atEgAEN9++61hWX5+voiIiBBubm4iPT1dCCFEdHS0ACBWrVplSDdu3DjRqlUrUb9+fTFx4kST/T344IOidevWhuVZWVnCw8ND/O9//xMAxKFDhwz78/f3F61atRI5OTmG9L///rsAIF5//XXDst69ewt3d3dx5coVo+PQ6XRmjz0kJMQob8X16dNHtGzZ0ux7ZSksLBQNGzYUISEhIiUlpdx81K1bV4wYMcLw96FDh0zO5a5duwQA8d133xmtu2nTJrPLt2zZIgCIHTt2GJZNnDhRhISEGP7etm2bACC2bdsmcnNzRd++fYW/v7+4ePGi0baKp9Pr2rWrGDp0qAAg5syZU+b5WL58uQAgTp48abS8RYsWon///oa/27ZtK4YPH17mtszx8vISbdu2LTPN008/LQCIEydOCCHk5w5AREZGGtIUFhaKAQMGCLVaLZKSkoQQRd/r999/32h7LVu2FH369DFa9v7775v8jh555BERFBRk2J7eAw88IDw9PUV2drYQQohvvvlGKJVKsWvXLqN0n332mQAg9uzZU+bx9enTx5CfP/74Qzg4OIjnn3/eKI01vyMhhCgoKBAAxNy5cw3LzF0rSn4HXnrpJeHv7y86duxodI7mzp0rAJj8Bkr+Bt966y3h6uoqzp8/b5TulVdeESqVSly9elUIIcQ///wjAIinn37a5HyY+52VdZ0z9x3Pzc0VSqVSPPHEE4ZlY8aMEU5OTiIqKsqwLDY2Vri7u4vevXubbLck/eetl5+fL1q1amX0OxDC+JzOmjVLqFQqsX79epPtARAzZswwWT58+HCj37oQpr//U6dOCaVSafgdFz8vJT+TTz/9VKjVatGvXz+T7RIREVWkmJgYAUA89NBDVq9b1r1/8ODBIjAwUGi1WqPl33//vQAgNmzYIIQwreMcPnxYKBQKsWHDBpP7pX5/f/75p3B0dDTUZb7++mtRv3598eWXXxrVcfbu3SsAiE8//dQkf+Hh4aJjx45CCCESEhIEADFz5kyLj728Ok54eLhITEwUiYmJIi8vz+LtFpeZmSkSExPFjh07BACjsoq+3BEVFSUCAgJEz549RW5ursk2Jk6cKFxdXU2Wr1271qRsVrK89vPPPwulUin+/fdfk/LonDlzRPHHUE899ZQIDg4WGzduNNmuOevXrxcAxN9//21YtmTJEgFAnDt3Tgghy4pOTk5i+PDhIjk5ucztFaev17322msWr6NX8riKa9q0qejSpYvJ8vnz5xvVxW7nPG7ZskU4ODiIGzduCCGEePPNN0WPHj0M7ycmJgohhFi9erXhN1BcXl6e8PDwEPfcc48Qoqi+u3DhQouPvax6Z0hIiBg8eLBITEwUSUlJoqCgwKJt6r9n69atKzdtenq6ACBeeOEFk/WLf59GjRolWrZsafh96V/nz58XAMS8efOMtvvJJ58IACIuLs6wrHjdToiia8vZs2dFz549hZ+fn9nrWslr3ocffihcXV3F/v37TZ4vEFHZOLQUUQVLT08HgFJbDt2uP//8E4GBgXjwwQcNyxwdHfH0008jMzPT7NihgGx5s3btWsyfP7/Ulh8PP/ww/vvvP8MwMD///DM8PT0xYMAAo3SHDx9GQkICnnjiCaNWEsOHD0d4eLhh3M/ExETs3LkTU6ZMMWkNZG5IG0totVokJSUhKSkJ+fn5Fq1z7NgxREdH45lnnjFp4W4uH7m5uWa75Ra3du1aeHp6YtCgQYb8JCUloWPHjnBzc8O2bduM0uvzqlary82vTqfDhAkTsH//fvz5558mwzOV9Msvv+DQoUNG49uW5e6774aDgwPWrFljWHbq1CmcOXPGqHutl5cXTp8+jQsXLli0Xb2MjIxyv/f69/W/E0C2xn/44YcNf6tUKjzzzDPIy8vD33//bVUezBFC4Oeff8bIkSMhhDD63O666y6kpaXh6NGjAOTn27x5c4SHhxul69+/PwCYfL6lOXjwIMaNG4d77rkH77//vtF7lv6O9Kz5Duldv34dS5Yswf/93/+Z9Ojx9/cHICdcLMvatWvRq1cveHt7G52LgQMHQqvVYufOnQDk9UKhUJj09AFu//eelpaGpKQkXL16Fe+99x50Op3hM9Bqtdi8eTPGjBmDRo0aGdYJCgrC//73P+zevdvo+2VO8RaMKSkpSEtLQ69evQzfg5KWLl2K+fPn4+OPP7a4JaqlZs2ahQ4dOhh6RJUmOzsbb775Jp588slyhz8gIiKyNQ8PDwCyvGdLV65cQZMmTUzqKfqezFeuXDG73iuvvIJevXqVOR6/n58fhg8fbhhKdOXKlZg4caLJvvT7aNasmck2wsPDDe9funQJAO5oyNuS/vvvP/j5+RkNxWtuToCSrl69ikmTJsHHxwdubm7w8/NDnz59AMCkh0pWVhbuuusuxMfHIzk5+bbLZ+ZotVrMnj0b48ePN+qJYk50dDSWL1+OuXPnllvn0hsyZAg8PT2N6i9r1qxBu3bt0LRpUwCyjLxgwQJs3LgRAQEB6N27N9577z3ExcWVue2K/E6b+y6V9Z229Dy2a9cOrVq1wtdffw0hhKGXt7k8AKbfaScnJzRq1MjwflRUFADbfqc3b94MPz8/+Pr6wtnZGR06dMDmzZvLXMeafOjnAfH09Cwz3YULF3D69GnD70v/0n9vEhISjNLrh5ArazQEvcmTJ2P37t3IyMgw9OQoTVpaGt555x0899xzJr3Qiah8tTqQsXPnTowcORJ169aFQqGweogQQD4Q++CDD9C0aVOo1WrUq1cPb7/9tu0zS9UWC/n2U8i3pkCk1WqRmppqUYEoLS0N/v7+JoWizMzMOyoQvfrqq/jxxx+Rl5eH7OzscvNraaVBz9fXFwMGDDAaZ3bNmjVwcHAwDFkEAG+++SZSU1PRtGlTtG7dGi+++CJOnDhR7vbd3d3L/d7r39cHNBQKBZo2bVrq97q8CfoskZiYiNTUVKxYscLkM9MX/PWfm7UFXnOuX7+O4cOHIysrCzdv3jSpLFr6O9Kz5jukN2fOHNStW9cwVm9xERERUCgUmDVrFi5fvmwIUJSc9+LChQvYtGmTybkYOHAggKJzERUVhbp168LHx8fi/JVnzJgx8PPzQ0hICN544w289tpruOeeewDIzzM7O7vUCqJOp0NMTEyZ2//999/RrVs3ODs7w8fHB35+fli2bJnZoSk2btxoGIYuOTnZBkdXZPfu3diwYQMWLFhQ7kOFjz76CLm5uZg9e7ZN80BEt8cW9Yq//voL3bp1g7u7O/z8/HDPPffY5L5HVBE8PDxQt25dw+TKVWnz5s34+++/sWDBgnLTTpkyBd9//z3Onj2LnTt3mswHVtVCQ0OxZcsWbNmyBatXr4avry8efvjhMuf90mq1GDRoEP744w+8/PLLWL9+PbZs2WKY169kmS4pKQkFBQXYsGEDzp07d0dDj5b05Zdf4vLly3jrrbfKTfvqq6+iSZMmmDhxosXbV6vVGDNmDNatW4fCwkJcv34de/bsMZnj4JlnnsH58+cxf/58ODs74//+7//QvHlzHDt2rNRth4WFwcHBwS7mLbDmPE6ZMgWrVq3Cjh07EBcXV+qwvlWla9euhu/0ypUrkZeXh7Fjx9rs/lZ8YvGy6HQ6tG7d2pCXkq8nnnjCKH1cXBzc3Nzg6upabh6OHj2KX3/9FX5+fkZDY5uzYMECKJVKvPjii+Vul4hM1eo5MrKystC2bVtMmTLF6KGdNWbOnInNmzfjgw8+QOvWrZGcnGzzBxtUvdljIX/fvn3lpp0yZQomTJiAp556Cjt37sQXX3yBXbt2VUIuLRMaGmqY5+PmzZv4+OOP8fDDD6NRo0bo1q3bHW//6tWr0Ol0FhWI/P398d1335l9v+REZ/qWQIGBgeXm4cCBA4iMjMTSpUsxffp0HD9+vNRW+PrC7l9//VXudot74IEHMHnyZBw/fhzt2rXDjz/+iAEDBhjmKgCA3r17IyoqCr/++is2b96ML774AgsXLsRnn32GqVOnlrptfWUhLy+v1HyfOHECjo6OaNKkCQDjlvEVRV+Ze+ihh0qtOOmDQfoC70cffWQ2Xf369cvd38WLF9GhQwcsXLgQDz/8ML766iurKmwlWfMdAoCzZ88iMjIS3377rdn5Wtq2bYs5c+Zg7ty5pX6PAXkuBg0ahJdeesns+/rgTkX44IMP0LZtWxQUFODQoUOYN28eHBwczPb6sNauXbswatQo9O7dG59++imCgoLg6OiIVatWmQ2OHjx4ENOmTYOrqyvmzZuH++67z2wQ5Xa8/PLLuOuuu9C/f3/DwwdzkpKS8P7772PWrFk2DRgR0e2703pFdHQ0Ro8ejeeeew7fffcd0tLS8Oyzz+Luu+8utXcYUVUbMWIEVqxYgX379hmNmX8nQkJCcOLECeh0OqOGLf/995/h/eKEEHjllVcwduxYi+oAQ4cOhbOzMx544AH07NkTjRs3Nqnj6Pdx7tw5Qw9QvXPnzhne1/cEtWU9z9XV1dBIBAB69eqFevXqYfPmzaUe38mTJ3H+/Hl89dVXRpN7b9myxWx6FxcXbNq0CeHh4Xj22WfxzjvvYNy4cXc8H2F2djbmzp2LJ554wuRzKunYsWP44YcfsH79esNcF5a6//778dVXX2Hr1q04e/YshBBmJ2tu3Lgxnn/+eTz//PO4cOEC2rVrhw8//NBkwnc9FxcX9O/fH//88w9iYmIsKudbIiQkBOfOnTNZXtp32przCADjx4/Hiy++iJkzZ+Lee+812yO++He6eA/m/Px8REdHG75z+hEATp06ZfQ9vBO+vr5G2woLC0OPHj2wc+fOUuvaxfNRfB5Nc/SjSHTq1KnMdI0bN8a///6LAQMGWNQL6cyZMxb/Jr744guMGjUKKpUKI0aMwJdffmmYy6+42NhYLF68GPPnz4e7uztu3rxp0faJqEit7pExdOhQzJs3zzAxUkl5eXl44YUXUK9ePbi6uqJr167Yvn274f2zZ89i2bJl+PXXXzFq1Cg0bNgQHTt2LHPyW6qdRowYgaioKIsCCJYKCQnBhQsXTFrYVGQh31weAJgtmFVWIX/gwIG4//77sXbtWuh0ujK7qRYvEJXHmgLRzZs30aNHD0N+ir/atm1rlP7MmTPw8/NDnTp1ys3D3LlzMXHiRHzxxRe4ePEi5s2bZzadtYXd4saMGQMnJyesWbMGx48fx/nz5/HAAw+YpPPx8cHkyZPx/fffIyYmBm3atDFMqFeaESNGIDc3F2vXrjX7/uXLl7Fr1y7079/fEMBo2LBhmd/r8gJLlvDz84O7uzu0Wq3Zz2zgwIGG4ZYaN26M5ORkDBgwwGw6Sx5gBwUF4c8//8RDDz2Ee++9F88//zwSExMN71v6O9I7c+YMAFhcsJ41axbatWtntoKnN2fOHFy/fh3//POPoVVSya7OjRs3RmZmZqnnTD+8UePGjREbG2vToH7Hjh0xcOBADB06FK+//jomT56MBQsWQKfTwc/PDy4uLqVWEJVKZZkV0Z9//hnOzs7466+/MGXKFAwdOrTMitugQYOwbNkyzJs3D0FBQZg+fbrJpIO3Y/369di3b59FQ8PNmzcP7u7uhp4hRFT17rReceTIEWi1WsybNw+NGzdGhw4d8MILL+D48eOGiUyJ7M1LL70EV1dXTJ06FfHx8SbvR0VFYfHixVZtc9iwYYiLizMaOqiwsBBLliyBm5ubYbgkvR9++AEnTpywuFeBg4MDJkyYgBMnTmDKlClm03Tq1An+/v747LPPkJeXZ1i+ceNGnD17FsOHDwcgy5S9e/fGypUrcfXqVaNt2KJsABQ1wCnrYb/+veL7FEKUeu79/PwQHh4OQPa8Dg4OxrRp0+44z4sXL0ZWVhZeffXVctO+8sor6NGjB0aNGmX1fgYOHAgfHx+sWbMGa9asQZcuXdCwYUPD+9nZ2cjNzTVap3HjxnB3dzf6PM2ZM2cOhBB4+OGHkZmZafL+kSNH8NVXX1mV32HDhuHgwYNGzwKysrKwYsUKhIaGokWLFkbprTmPgKynjR49uszv9MCBA+Hk5ISPP/7Y6HP+8ssvkZaWZvhOd+jQAQ0bNsSiRYsMvcD1KvM7PXjwYLi7u2P+/Pkmn2XJfPz0009o1qyZ4TtdmnHjxuH69euGxpDF5eTkICsry/B3TEwM9uzZYxLILE2vXr0AyKGBH3jgAbz44otmr4lz585FQEAAHnvsMYu2S0SmanUgozxPPvkk9u3bZygc3XfffRgyZIhhnPgNGzagUaNG+P3339GwYUOEhoZi6tSp7JFBJljIt49CvjUFs7Vr18LLy8vkPJY0btw4aLVas91+CwsLjfaTkZGBP//80+oCUdu2bfHCCy9gwYIFZoMw1hZ2i/Py8sJdd92FH3/8ET/88AOcnJwwZswYozQlW4q4ubkhLCys3IrAo48+Cn9/f7z44ouG4cX0cnNzMXnyZAgh8PrrrxuWm/te63Q6LF68GGq12iYtg1QqFe655x78/PPPZs9n8SCDNQXe0jRt2tQQFFiyZAl0Op3RA2hLf0d6a9asQVBQkEWBjH379uHXX3/Fu+++W27Lo6CgIPTr188QmCg5VvG4ceOwb98+s71+UlNTDePB3nPPPRBCYO7cuSbpbPV7z8nJQWFhIQoLC6FSqTB48GD8+uuvRl3U4+PjsXr1avTs2dMwxJ85KpUKCoUCWq3WsOzy5culDgvTvXt3qFQquLq64rPPPsPOnTvNfj+soR8a7n//+x/atWtXZtrLly9j2bJleOONNyqlBxMR2UZ59YqOHTtCqVRi1apV0Gq1SEtLwzfffIOBAwea7U1HZA8aN26M1atX49KlS2jevDmeeeYZfPHFF/j000/x0EMPoUWLFoYGGJaaPn06mjdvjkmTJuGFF17A0qVLMXDgQOzZs8cQyC9u8+bNmDJlilW9I9966y0kJibioYceMvu+o6MjFixYgBMnTqBPnz5YvHgxZs+ejXvvvRehoaF49tlnDWn1D4Y7dOiA2bNn4/PPP8err76K9u3bW3XcepmZmdi0aRM2bdqE1atX495774Wjo6NJebC48PBwNG7cGC+88ALeeecdLF26FP379y93/jNA9oZesWIF9uzZg2XLlhm9p9VqDXnRv44fPw5A9lC9ePGiUfrNmzfjpZdesqjB1ubNmy0aCswcR0dH3H333Vi7di0OHDhg0ljn/PnzqFevHh5//HEsWbIEy5Ytw5AhQxAfH2+2wVZx3bt3xyeffIJdu3YhPDwcs2bNwsqVK7F48WKMHTsWXbp0QWxsrFX5feWVVxAQEGBokLNo0SL07NkT0dHR+Oijj0yG1LXmPOpFRkYiMTGx1Lqrn58fZs2ahU2bNmHIkCH45JNP8PTTT+Opp55C586dDb8FpVKJZcuWITY2Fu3atcPcuXOxYsUKPPfccxgyZIhVx62XmJho+P6sWrUKU6dOhaenJ/r161fqOh4eHli4cCEOHjyIzp07Y/78+fjss8/w+OOPG4aDu3TpEh577DEcPHgQLVu2xLfffmt46XtZbdmyxVAPffjhhzFs2DA89thjePDBB7F06VIsXrwYjz/+OIKDg3H27FkAwLJly9CjRw+4uLjg6aeftvp4Fy9eDIVCgaeeesrkvc2bN2PevHlwcnKyertEdEtlzixuzwCIdevWGf6+cuWKUKlU4vr160bpBgwYIGbNmiWEEOLRRx8VarVadO3aVezcuVNs27ZNtGvXTvTr168ys07VxK+//iqcnZ2Ft7e3mDlzpvj888/FJ598IsaPHy+cnJzE9OnTTdZZtWqVACCio6NN3svOzhbNmzcXTk5O4vnnnxdLliwRffr0EQDEokWLDOmio6MFAAFATJs2zWgbISEhYuLEiSb7O3TokBBCiLy8PJGYmCgKCwvNvl98WdeuXcWiRYvErFmzhIuLiwgNDRUpKSmGdMePHxdubm6iTp06YtasWWLFihVi9uzZom3btmbPV8m8FdenTx8REhIiNm7cKDZu3Ci+++470bVrV+Ho6CiOHTtmdh29TZs2CUdHRxESEiLeeOMNsXz5cvHss8+KwYMHCyGEiIuLE7NnzxYARO/evcU333xjeL355psCgJg+fbr4999/Ddt89NFHBQAxdOhQsXDhQrF06VIxc+ZMUbduXbF27VohhBBr1qwRLVq0EM7OziZ5nDhxoggJCTH8vW3bNgFAbNu2zbAsJydHNGnSRHTr1k1otVqjdADE22+/bbRNAGLOnDllngu9b7/9VgAQ7u7uYuTIkSbv+/v7i3HjxokFCxaIzz//XDz66KNCoVCIp556qtxt79y5U7i7uwtPT0/x/PPPiy+//FK8/fbbokmTJkKhUIiPP/7YKH1OTo5o2bKlcHJyEs8995xYsmSJGDBggAAg3n33XUM6/fd66tSphu/Bxo0bRUhIiGjdurXRsqlTpwoAIjIyUty8eVMIIT/nkJAQ4eLiImbOnCmWL18u5s+fL+677z7h7e1t2I9WqxXDhg0TCoVCPPDAA2LJkiVi0aJF4rHHHhM+Pj5GvwVz+vTpI/r06WO07IsvvhAAxB9//GFYZsnv6NChQ2LIkCECgPjss8+MtmnuWqH/bgwaNKjcPJlT8jeYlZUlOnToIBwcHMTUqVPFsmXLxAcffCAmTpwoXF1dRWJioiHtww8/bPhNLF68WCxcuFDcfffdYsmSJSb7Kes6p/+Oz549W3zzzTdi5cqV4vHHHxdKpVKMGTPGkO7UqVPC1dVV1KtXT7z99ttiwYIFolGjRkKtVov9+/eXeZxbt24VAESvXr3EsmXLxNy5c4W/v79o06aNKFlMMve7euihh4Snp6eIjY01Sjdy5Eij7+HGjRtFly5dhL+/v9i4caPIzs4WQsjfPwDh5ORkdA7MnZeQkBABQDRv3txwXdZvo/g1hIiq1u3UK4QQYvv27cLf31+oVCoBQERERBiVpYjs1fnz58W0adNEaGiocHJyEu7u7qJHjx5iyZIlIjc31yR9Wfd+IYSIj48XkydPFr6+vsLJyUm0bt1arFq1yiiNviyo0WhMflvl1XFKy0/J99esWSPat28v1Gq18PHxEePHjxfXrl0zWf/UqVNi7NixwsvLSzg7O4tmzZqJ//u//zO7r/LqOPryGwDh5eUlevToITZu3Gg2fXFnzpwRAwcOFG5ubsLX11dMmzZN/PvvvwKA0bkrrcwwefJk4eHhYTg+ffmkrJe+TKQvrwUFBYmsrCyj7ZYsO82ZM0cAEKNHjzZKZ67+U5YtW7YIAEKhUIiYmBij95KSksSMGTNEeHi4cHV1FZ6enqJr167ixx9/tGjbQghx5MgR8b///U/UrVtXODo6Cm9vbzFgwADx1VdfGepixemPqzRRUVHi3nvvNXxHunTpIn7//XejNLdzHouXv83lp+T7S5cuFeHh4cLR0VEEBASIxx9/3Ox9Zvfu3WLQoEHC3d1duLq6ijZt2pgtx5vLW3H6sqv+5evrKwYPHlxu+Vzvt99+E927dxcajUZ4eHiILl26iO+//14IUfS7Le9V/Pufn58vFixYIFq2bCnUarXw9vYWHTt2FHPnzhVpaWlCCCG6dOki7rvvPvHff/+Z5KdkPaq0a9lXX30lAIjffvvNKF27du2ETqczpNNfx0pe34iodAxk3FKywvH7778LAMLV1dXo5eDgIMaNGyeEEGLatGkCgDh37pxhvSNHjggAZi96RCzkV30hX4iyC2bFgwOWFNz1VqxYITp27Cg0Go1wd3cXrVu3Fi+99JLh4ebYsWPF0KFDxYEDB0zyY0kgQwj5gEOhUIjFixcbpbOksFuW9PR0odFoBADx7bffmrw/b9480aVLF+Hl5SU0Go0IDw8Xb7/9tsjPz7do+9HR0WLatGmiQYMGwtHRUfj6+opRo0aJXbt2mU2fkJAgpkyZYvhet2rVSnz++ecm27Tkcyr5Kn5O4+PjxYwZM0T9+vWFo6OjCAwMFAMGDBArVqww2pclBd7SlBY06N+/v2jQoIHIyMgwLCvvd7RgwQLRuXNn8d1335lsr7RAhkKhEEeOHLEoTyWZ+w1mZGSIWbNmibCwMOHk5CR8fX1F9+7dxQcffGD0fSgsLBTvv/++CA8PF05OTsLPz08MHTrUJC+l5V2v5O/RwcFBhISEiKefftqk0nX06FFx1113CTc3N+Hi4iL69esn9u7dW+5xCiHEl19+KZo0aSLUarUIDw8Xq1atMlshNfe7SkpKEn5+fmLs2LFG6cp76Y9X/6Bg5syZ5Z4XfWWweHlFvw0GMojsx+3UK27cuCGaNGkiXnzxRXH06FGxY8cO0adPHzFgwACjhx5ERPagT58+Ftc1iCrCqlWryi3/9unTh0ECohpGIYSNxnmo5hQKBdatW2cYUmXNmjUYP348Tp8+bTJUjZubGwIDAzFnzhy88847RuPW5uTkwMXFBZs3b+ZcGUTV0Pbt29GvX78yh8CZNGkSQkNDy50jguxLaGgoIiMj0bdv36rOCtVily9fRsOGDREdHW2TOV+IyP7cTr3i//7v/7Bp0yYcOnTI8N61a9dQv3597Nu3z6L5zYiIKkvfvn3Rt29f1oeoykRGRuKNN94wGlq2pL59+2LSpEmG4aiIqPpzqOoM2Kv27dtDq9UiISHBME59ST169EBhYSGioqIMkwifP38egOlEy0REREREVPtYUq/Izs42GSddH/TQzwNGRGQvunTpgrCwsKrOBtVijRs3xtixY8tMM2jQIMOzOiKqGWp1ICMzM9Nogqro6GgcP34cPj4+aNq0KcaPH48JEybgww8/RPv27ZGYmIitW7eiTZs2GD58OAYOHIgOHTpgypQpWLRoEXQ6HWbMmIFBgwahadOmVXhkRHS7AgICMH78+DLTdO/eHb6+vpWUI7KVPn36wMfHp6qzQbWcRqPBXXfdxYm6iWqYO61XDB8+HAsXLsSbb76JBx98EBkZGZg9ezZCQkJue9JgIqKK8t5771V1FqiW69WrV6mNA/ReffXVSsoNEVWWWj20lH4ImZImTpyIyMhIFBQUYN68efj6669x/fp1+Pr6olu3bpg7dy5at24NAIiNjcVTTz2FzZs3w9XVFUOHDsWHH37Ih2VERERERLWELeoVP/zwA9577z2cP38eLi4uiIiIwIIFCxAeHl7Zh0NEREREZHdqdSCDiIiIiIiIiIiIiIjsm7L8JERERERERERERERERFWj1s2RodPpEBsbC3d3dygUiqrODhERERFRtSKEQEZGBurWrWsyQXVtwnoFEREREdHts7ZeUesCGbGxsahfv35VZ4OIiIiIqFqLiYlBcHBwVWejyrBeQURERER05yytV9S6QIa7uzsAeYI8PDyqODdERERERNVLeno66tevbyhX11asVxARERER3T5r6xW1LpCh7/bt4eHBCgcRERER0W2q7cMpsV5BRERERHTnLK1X1N5BbYmIiIiIiIiIiIiIyO4xkEFERERERERERERERHaLgQwiIiIiIiIiIiIiIrJbtW6ODCIiIiIiosqi1WpRUFBQ1dmoME5OTlAq2T6OiIiIiCoWAxlEREREREQ2JoRAXFwcUlNTqzorFUqpVKJhw4ZwcnKq6qwQERERUQ3GQAYREREREZGN6YMY/v7+cHFxgUKhqOos2ZxOp0NsbCxu3LiBBg0a1MhjJCIiIiL7wEAGERERERGRDWm1WkMQo06dOlWdnQrl5+eH2NhYFBYWwtHRsaqzQ0REREQ1FAczJSIiIiIisiH9nBguLi5VnJOKpx9SSqvVVnFOiIiIiKgmY48MIiIiIiKiCmCLoZZy8guRmVcUJHBTq6Bxsp9qHIeTIiIiIqLKYD8lYCIiIiIiIgIApOcU4EZaDnZdSMKF+EzkF2rh5KBCkwA39GriiyBPDTw0HMqJiIiIiGoHBjKIiIiIiIjsyM2sPGw4Hos9F5OgE8XfKURSZh4OXLqJHmG+GNWuLnxc1VWVTSIiIiKiSsM5MoiIiIiIiOxEek4BNhyPxa4LJYMYRXQC2HUhCRv+jUV6TkGF5OOTTz5BaGgonJ2d0bVrVxw8eLBC9kNEREREZAkGMoiIiIiIiOxEbFoO9lxMsijt7gtJuJGWY/M8rFmzBs899xzmzJmDo0ePom3btrjrrruQkJBg830REREREVmCQ0tR7VaQC+QkAylXAUdnwNEF0OYBmbcqaa5+gEcQoKkDKBn3IyIUu25cAfKz5LXDKwRQuwMFOcDNC0BhPuDsLpdrvAEHDvthkdw0IPsmkBoDaAvkufMKltdgFYssJoSQ5ysjTt63FArAPRBw8wc0PvLvsuSkAFlJQNp1QGgBlzqARz3AxQdQqirnGCpDfhaQnQykXAYKcwEnN8A7RB6ng3NV585ymfFAdgqQdF4eh6sf4NMIcK0jj4lqhJz8Quw6X3pPjJL0PTMa+LjYdALwjz76CNOmTcPkyZMBAJ999hn++OMPrFy5Eq+88orN9mPX8jLl/T4rSV4rlA7yt6dylPf7rCR5nXULKL++kJ0sf8MZcYAAUKeh3GZOGpARK8sJ7vUApUJek/Mz5fveofJa5eRamUdORFR75WXIa3bqlVt1Og/Aq4EsWzs4Wb4dbaG8h6Rdk2VupQPgGSzL2xovmSY/B8i5CaTfkPcChQLwbAB41JXlPIUC0BXK/KRfl/8qVIBnvaK6Z3L0rTpAkKwDuPiYz49JPcsL8Kwv06ssmG9LCHk8mQm37mVC7s89UB5TefUOw/6vAdr8W/uvByidgNSr8j2VE+DdQN5Pnd2N18/PvlUHvwwU5slzpPYAclNlnoQA3P0Bt2L5ycuS99PcNCD1styGswfg01imUZdRftbp5P4ybgCZiYAC8jNxcpPfkZwUwD0AcPUH1J5ATpL8rLNT5Pn0rC/L6M6e5Z9bsgqfClDtJASQFgOc3wTEnwEa9ZUXuHMbgRvHZUDDzR9wdAV8GgKhvYCQ7qXfFIio5it+3bh+VBZeAEDoACgA3zCgUX8g6RwQvVO+5+IL1O8MNBksC1tkXkEOkHAWuPAXEH9aFq713IOABhFA437yukxSTioQsx+4tBNIvgT5ZAyAQgn4NgEa9QPqdZSF9ZLys4AbJ4GLW4DEs4BOW/SeVwMgpIe877nWqYwjqTjaQnluzm0E4v6Vx62n8QaCOwFN7pKVyvIqX1UpJw1IOAMc+xY4+xuQl170XmBroNW9QMuxMjhD1V5mnhYXEzKtWudiQiYy87Q2C2Tk5+fjyJEjmDVrlmGZUqnEwIEDsW/fPpvsw65pC4CbF4FzmwAnjXzgEbUN8AuXD1/ObwJu/CsfSjl7ynuTfzgQ2tu0vpCXLssMUdtl+cBBDbQYA1zeA0RtlY2pQnvKusihz4Gr+wFRKK9RKidZFwlqCzQbKgOXDOoTEVWMwnzg5nng3F9A3AkZuNZz9ZN1urBBltXpMhOBS9uBq/tkAEJP6QgEtACaDgU8AoFLu4DTvwCxx2SjIkAGset3Azo8BPg1A67sA67slfVQQN6j8jNloDtsoCzDnvlNBjx8m8k6U70OMtAByEZ4RvWs/KL8uAcB9bsCYf1lUL40uWnA9SPyXnbzwq36LwAogDqNgIa9ZZ71AZriCnKBxP/k/uNOy4bDgDy/DmqgXiegfhfg4t9ASrQ8/sDWQNMhsk6jdJDBi/Ob5HkC5H306gHgwmbZuNDVB3DQyHpQnUbyfhzURn4Op38Bov6RAQlA3ls96gFNBgLNRwN1GpsGcnJS5P04epesS2jzZN0rJ1V+Js2Gyvv0sW/ld6NBN9m48fhqWa8F5DYDWsq6hn9zwFFT+vklq7AkRLVTcjSwbymQGQe0Hif/PrhcXvwBGeHNzwS8QuV7KZflBbLdAzJyS0S1T/IlYN8nxoVRoQNy02WLndijwKUdQJ+XZWHm6n4gO0k+RE34D4h4Qj4kJmMFubJwfvQree0tKeOGLIAmXQC6TJWtfmq7nBTg5E+ywF+S0AGJ5+T5aj4KCB9m3BIoP0sW5v/9oeieV1zqVflKvgR0mAC4+lbccVQknRaIPwns/0y21CopJwW4sEVW7LrNkJUee5SbAVzZA/w6Q7YKKynupHxd3QcMmS8fdFK1l1+oLT9RMXmFWhiCmTaQlJQErVaLgADjhxoBAQH477//bLYfu6QtlI2aDqwA/FvIhx3/vAN0GA+kXZXlAF2hfFji6AJk33qgJHSyrlC8vpCXAfy3ETizXr6vdABajAWSo4CDK+R26nWUZYYd78rgiV5+DuB562HZ1b0ymNntMSCwTc3qMUdEZA+0BbIud/BzeU0vKSsR+O9PIOEc0O1xwKt+6dvKjAcOrZT3kpJ0BUD8WSCgFXB5F3DqJyA91jhNYa4MfOdlATs/lGVy/YN2bb7svZGdJJdf3g10fxpoPhI4vU42UEo6Jxu4NBsqH9pf3QcciTQOzOhl3JD3qKQLQNdpMrBRUm46cPZ34L8NsmGfEQHcjJKvtGtAq3vkA/7ixxJzADi8CigsNgxmQY6sP+dnyWB/7HGg63TgzK/yfFw7JO97vV+UZfr9y+Qxq9RAm/tlY4KjkUUBlbxUGdhxcgWSLgKx/wJNBwN1wuQ2i3+m2nwZMDn2rWzY1fMZIKhdUUOB7BTg5FrZ2MBwzmNljxEAuH5YBlQ6TwHCRwDb35V11c5T5Xk/sVZ+ztoCeVwJZ4EOE2VDMcdq1BPcjnGsHKp9shKBwyvlw8igtvLiqa9MFKctuNWd8NaDtcs7gfN/mX/QRkQ1W2ax60Zxhbnyoa/++pEZD+z6UD6YUBfrDpsSDRz9WnYHJmPJF+W5Ke/aGn9SFirzMionX/ZKWyBbQ5kLYhQndLL1/rVDxpWO+NPAv2vMBzGKizkA/Pd7Uaui6iYjTlZGzQUxiku7BhxZJYeIsUcpl4ANM80HMYo7vwnYvVgeN1V7Tg7WPahWO6ggxzygO5YRCxz6Ul5DgzsBuz4C/JrK66g+iAHI9wtzi/5NjZH3MUN9IR+4drgoiAHcqndkFNU7lA5Amwdk46r4UzAKRuXclGUP/bq5qfKapm9RSkREtpMWAxz6wnwQo7jkKODYN6XX6fIygVO/mA9i6NVtKxvKbp8PQGF+eNBW9wBRfwPHv5MP8IWQ94OsJPm3njZf3kOUDrLXICDTnV4nGzYlX7rVWMxMEKO4hNPAvz/KoEVxOp3sAW42iFHChS2yUZ+2WB0j5bIsZxcPYmgLZJ26eE/pawdlI61GfYuWiVtDO+1dWnTMwR3lfbp4EAOQ99/Uq/LeW5gre1DsXQrEnQLCh5vPb0GOvPfuXya3qc/bpX+KghiGc37TeF2hBQ5+KRtGB3eS9/SDn8seG3XbGactzJN13eSLINtgIINqn5uXZHc4AAhoLVtL6wrMp9Xmy4qD/qJ9eXf5DxOIqOZJjjJuKQnIgk12sun1I/26bKUR1NZ4efwp0xY3tV1+FnBxa/mFa71rh0wLkrVNdjIQvcOytEInh0PRn7OcVBkAKe2eV9LlPdUz+KbTykCMpd+VpPMy2GhvclKA0+uBLAsnVz7xQ9EcX1RtualVaBJg3ZwnYf5ucFPbrpW+r68vVCoV4uPjjZbHx8cjMLAG94rTFsoegjkp8h5+47h8uNWwtwzslgwA6wrlQx4AKMgCCrLl/y/vAbITZe+34g9aAlrdqnfc2k69jkB+urxeaQtMHxLlJBsPAZJ9U6bVWddjh4iIylCYL4cQsrSxVNzJ0huO5Ny6TpfFL1z2EtAVyka2xRu/AbI3tF+47AWhK5RBbW2+vE+YK9sW5sohlgJbFy0TOpn2/F+WN0q6fsQ4SALI+1DU9vKDGHrRO+Q5AOR8FFHbTPdfmGsaMAGAS9tkjwp9r5DANrLHRNwJeTwKpewp+d8fxvdWvYIcGYjSFhQ9xzv7qxw6S1XK3Cb5mbLufmWfLANkJxcNEQ2Ufs4BWZ86vR5o2AuAQgY3zm2Uw0mVVJgr67zFgzd02xjIoNolN12OVQjIruJKlewaVpaclKKHPtk3ZVSXiGqP3DTZuqQkbYF8MGzOxa1yLMzihJAPNfKzbZ7FaisnRXYNtlRhngwoa8vpTVCT3YyyrkXuzaiiAFp2spwXylJ56bKbfXWTkyyHdrNG1DbzlaqqlJsGnP7Z8vSFubLCZm/HQVbRODmgZxNfKC3sYKFUAL2a+Np0om8nJyd07NgRW7duNSzT6XTYunUrIiIibLYfu5OTDMQclP/3C5f37Dphclxr/fKStPlFD3iykmTZwMlVTmZavAGERz35EOb6kaJlDboDF271rhM6M73D800frF3dXzRHFxER3bmcFNlYylJCJx+6F5So0+m0ct6GsgIHXg1k+TruxK19J8t5IpTF5mhoECGfUel7FeemyX0V5hoHt4u7skcO6aS5NUeTo6sc/tCa8rA2Tw53VXyuwvTrt+bis1B6rKx7ADL/10vUI3TaW42kzARGCvNkECGglfzbv7nsGZGbKvPk01AGAuLLeB6XlSTnDNH3tE66IINFdTuUvc6VPbLH5M0LxkGqvIzSz7l+ODIhZIAFKJrDw9PM0GM3/uX920YYyKDapTBXDv0CAM5espVVecNrFOYZR3yTL1kekSai6q8wr+i6UZzQFU1WVlLqVfngo+Q41pnx1XeonoqQk2p9y5S068bdk2ublCgrVxBy+CRAdn+2tDeGYX+XjSs01YG2QB6rNTLj7W/oyNwMOd6+NRIvcPi1GqCupwY9wiybn6ZnEz8Eedp+AsnnnnsOn3/+Ob766iucPXsWjz/+OLKysjB58mSb78tu6K8dCiWgdpP3cldfeQ0trb4gdDA8kNHmy781XrcmQy3Wc8LZC0gvsR1XX3mN1TPX0yI/G0YPfDLiS3+oQkRE1ivMkw+7rZERJ+f5M9rOrSGHy+LsJedg1dNp5TVdVawxQsl7g9DJe0FZ5fGCHHkM+nnxnD1kedDSXr16adeNe8qnXoXVc3AlX5b/5mXIoE1xQlt2T/yUK0U9VJw95FDv2ny5nrNn+eVi/baL17eTowHXMua51ebJoaWEKDECg5C9Lc0RQuZJ6OT8WfrtC618xujsZbpOflbpjSDJKpzsm2offVBCoTDfJc10BdP1hQ5QcKI9olrDomtF8fRCXjoUSgBa4+U2nJC1+rPyvN72OjXI7Qwpon+YZu33GCgak7e6sbbBgV02UODvo7by0DhiVLu6UCiA3ReSoDPz9VQqgJ5NfDGybRA8NI6mCe7Q/fffj8TERLz++uuIi4tDu3btsGnTJpMJwGsWIa8FilvdYXRaeR8v8xpY7MMxXEdu1TEEiqYuMVfvsKguIoy3w984EZGN3U75uFgQ27AM5ZcnFQrTsnzJVczedywopwodoFQW7Ufobq88XHwd3e2cm/LqHWXkSeiK7sFQFOVFAEB592O9El1aLXl2pz/Oktu35PSV3L6u2OdguiMLNkjlYSCDahelo+xyl3FDRkTdLKiMqRxhdDF0DzJtZU1ENVfx60ZxCqV8z1wLdzc/2eqyZMsZjZfsPkyS2lNeY61p8e9SB1DV4nPoUdf6dfT3Opc6tyo2VlRq3PxLH1fWXikd5G/WXE+q0mi8jFvD2QO1uxwiwJq5uTzqyaEEqNrzcVVjbPtgdGtUB7suJOFiQibyCrVQO6gQ5u+GXk18EeSpqZAght6TTz6JJ598ssK2b3f0147sm7KFrluAHNLDzb/0dRRKGOoJKkd5jc3PAjyDiz2MgVzmWmI7eelyH0nni22rBAdn4+04e8t8EhGRbajUssxlTY9WjbdpfcTBSZa1y5KfDfiEFv2tUMp7R/HgRm668XMqhULeC8q69isd5L71Pd3zs+QxOXtYdDgGLj7GdVX322i8oJ/jwslN5rt4Dwz98ZbGLaCop0tBtrz/5mXIwEB+FuDXtOx9qxwBCOO6i3tg2UMZKx1v1ZGUgHvxepYCcHQ2v44CRfdst0DgWrHh6t38zffMUTkCais/DzKLQ0tR7aLxAkK6y/+nXpEXV/14dqVx9iq62Dq5yon5iKj2KH7dKE7pUHrhsGFvOSanueUlJ3SrzTRegL+ZCdFKo1ABob1kRaG2CmhlvrtyadyDAO8Q+X83fzneu6UcnIEG3YwfolUHzl5AvTLGwjUnpKeslNoTJzegxWjL0ysUMr2LnR0H3TYPjSOaBXpgfNcGeH5wM8we1hzPD26G8V0boFmgR4UGMWolZy+gbjv5/6QL8p6deA5w0BSN2V2SyqnoGqnxlnWGzHigThPjMbJTr8r7f/H5s64dBhr3v/WHwniMdEA2nNIPE6JXr6PpMiIiun3OnkBQe+vWadhbDkFYnMoRaNiz7IBDcrS8N3g3LNq30BoPGRhzEAjpIcvhgCwPqt3KDmbU7SAbhunnd8hNkwH5ep0tPyaFEmjYxziQ4d2wKDBhCY03EHDr+ZrGy/TeqXQANKUEexQqoFFfIPE/+XfSBZkftYdcL/mibLDjFVLG/n1kDwnXW8NzugcCvk2M56cqycUHaNBVBi2CWhvfY/X7Ns2s/Lx9m8hjjj8tF/s1k+unXjZdxb+l/dU1qikGMqh2USiAwNayRZTQAQlngKaDy0ivkhdDfbS1bkd5oSOi2kOhAAJbmbakVKqKWm8U5+QGhPY0bfnhFQL4NKrYvFY3zp5A437mW6Ga49/Csp50NZnGG6hvRaUktEdRhUHjIysElgpqW3plw545OMkKpoOF8wa4BRRVuuyJmz/Q+j7LeyA1GSwnkaQaR+PkAD93NfzcneHnrrbpxN5UjKMz0LCv/M3d+Fc2YnByBS7vBsKHmaZXKIt6aaucbjVuUABB7WT5IKRHUVqhvVXvuKto2ZW9cvJSn0ZFvTmKU3sZt1x1cAYa9mLPTiIiW3JyARr3NQ0ml8a7YVEgoiRX/9ID3wAgCuU8DM2G3ErvZzqPROoVOV9To77yPuPqK+8FKsdSGjMpZBlQ/zBdz9FF3nMsrWf5NZcP/otz8ZGTj1squEvRhONqdyCsv+mwTo4aORl5SfU6yGPUTy5+41+5b59GMpigLQASz5f+/E5/fpSORftoOkROwJ2faX4dB2d5v27YW/5f4wMEF6tnqZxKbzygUALhI4Gr+4oCUU3uAhLOmg4fplDKOi8bItgEAxlU+7j6Ap0mywvr9aOAbzOguZkWjwql7Bau707m2wRoNVZWaIiodnH1K7puFOfocmuon1sPHxycgR4z5cSgxSdX03gDHScCLpZN3lqr+LcAmo+EyXimJbkHAe3/x2Cyo0YWmi3pyRLcGWjUr2jIJIVCLms8oPx1vRsCrccBztW0B5F7ENDhobK7rwPyN91psvyN2yO/ZsDgt8ofSsavOdDvNVluIaLb5xkMtPsfkJsqHyZ1fxqI2Q94hwKt7i6WUCGDpfpghmd9GQDxbXqrvuAiH4w06Fa0yvVjt+odo+TfBdnA+c1Ar+fkNat4IMPJFfAILPrtqxyB9g/J1qhERGRb3g2BtveXP4S4xgfoMKGoxb/J+15AuwfLvlZfPwY06A60Gy8flOeaech+5leg7YMyeO0WIIMBSpUc6smpRE+Qtg8A7v5A3ImiZQ0igIDmgH+47K1bXu9q90Cg/XjTepbKEQgbANTrVPb6gAzghA83Ho7JtxnQcozx/h2c5L22+PBPXg2ATlOAK/tgmJgiN13eC7s9UdQ75dpB83UZxa37sIOTDPYrHeQ9O2wAcG6j+fwqHWSQpONkwONW+dlRI+ul+lFblCp5bkqec0AGSYI7AtG75N/Nhstel7FHSyRUGG+T7phCCLuc3bDCpKenw9PTE2lpafDw4PhktZY2H0j4Dzi9To6D22IUEHMIOPenHAff0VW2hHT2lK2r6naUlZLbGZuciGqG4teNxHNFE5npCoGcNMDNVz6cUKiAs7/KlhhKB1loaXWPHNLH3sbgtxe5abIQePFv07lIVGrZk671vfJBUnUb5qiiZMQDZ9YD1w6Zjumr8ZYVmPDh5ita2cnAxa1A9A4gK9H4PUcNULe9/M5W94fi+dmyMvHfH7Irf/EZ+5QqwDccaDlWVvLKC3hUpcwEIOof4ODnwPXDxu85ugEtRgIRT8qhbBwrp6U2y9NSWechNzcX0dHRaNiwIZydSxljuYaocceanyWHfTq/CQhqA0Apf4NN7wJij8trSs5NeY93cpNBCPdA+aCnZH0hK0k+RLmyB8hJkUHTlmPl0CEX/gIKcuRDMa8Q4N8fgBvHZT3EI7DowY13Q6D5CDl0iBPnwCEiqhB5mUDMAXntLznHgdJR9t5tdQ9Qp3HZDUyEkOuf/EkGF4rPEQHI+0WzEXK+h3+/l0ELo/K4Qj7Yj5ghe0ef+U32TijMkW8X5sohpNTusqzv3wI49bOsT2m8ZW/AZkOL6gC5abJn4cW/gfRY47yo1HLkgdb3Al6hpU9SnZUo731X9slAf3Fqd9kTo8Vo83Nq5KYBl/cCF7cA6deLzlFBFpCdIut5be6TAR59OdezvrznNoiQ5zruBHD2N9mbxS1Q7it6J3D+L9kowD1Q5kOhvJWfTrJ3RGY8sO8TeU83zGupkEN1hfSQxx3c2bSxckac/Fz09Sz9Oc9NlQ0Tmw6Rvd7PrAdy0uXnVLed/ByKf5buQTKY0rA3e2OUwdp6BQMZVLtlJ8uLW9wJGenW+AApV4C0GAAKwCNIjkXr4sOeGEQk6a8b1w7KAq+DBqjXXl5D8rOBS9sBbZ4srNTvKh9aaLyqOtf2T1sgJzVOuii7RusKAdc6smDsUsf6yepqg/xsec5ij8leQFDK+TCC2sj7WWkT1AFAYb5cN+GsnGhW6GR3+Pqd5bolx/2trnQ6eZxpMbIXZmGuPLbgrrLBQnXp4VOQDWTdBBLPygeghfmygho2QP4+Sg4FUMFYnpYYyJBq5LHqdDJYkXpVPmjReMuHSDqtvB8lnpdDf+hbgdbrUHp9oTBXbiPuBJByWT44Cmon57NJ/E8u86h7a6gSIcfyzs+SgYx6HeT2NT6lP2AiIiLb0GllXS/lsgwsa/PlcEX1u1hfp8tNl2XQmIMyqK10kC32fZvK+4VCCeSkyjRXD8h5FRRK2YshuLMs5zm5yAfp2cnyoXpW4q00TWVAJStJ1gN0hXKowoDW8t7iUOJerC2U97SkqFv1rAKZh/r6epYFD9kLcmRA/sYJ+cwMOtnoqW4HeY8sK9CuLZTHefNWPU9bINcJ7iTzGn9aDimlcpT1GO+GMl/6HjJCyHOQHiuDHQqFPE9u/rIuk3YNgDDOj4PzrXN3U96vYw7Ie6vGW55fn4ZyCN3S7q0m9SwBeDaQvTiyk+Q5cA+Q59zRRQY5YvbL8rq+MaNvE3me7bnBlB1gIKMcrHhRqXRa4wul0JXftZCIarfi1w1LlpNleA22nk4n/72dB1216XzXhN+mTifHWC7eJb+SsTwtMZAh1YpjLX7t0P//dq6d5q7V5rZTE65VRETVmS3LxzqtDECU1bNcVwhAWXZZ3tx2rK0D2OK4KqLeYck5Kp7W6J5pQX50OgDi9o675PZ1WgAK8/uz5jgIgPX1Co5xQaRX/IKmUJhOSkREVFJpBSE+fLgzvAZb705a6tam810TfptKJYCqC2IQ1UrFrx36/9/OtdPctdrcdmrCtYqIqDqzZfnYkmt6efOhlbYda+sAtjiuiqh3WHPfK5nWkvzcSZ5LrltWXnn/rnAMZBAREREREdmr/GwgPxNynheFnJeBcyUQERERUS3DQAYREREREZG9yU2T4zJHbZdzKWjz5PwKfuFA475yLGhOHklEREREtQQDGURERERERPYkKwk49TNwabscS9rovQTgym6gUV+g1b2Aa52qyCERERERUaW6g0HCiIiIiIiIyKZy02QQI+of0yCGntDJ90/9JNPb0M6dOzFy5EjUrVsXCoUC69evt+n2iYiIiIhuBwMZRERERERE9iLtmuyJYYlL24G06zbdfVZWFtq2bYtPPvnEptslIiIiIroTHFqKiIiIiIjIHuRnA1HbSu+JUZLQAZe2Ad6hNpsAfOjQoRg6dKhNtkVEREREZCvskUFERERERGQP8jOBxHPWrZN4Tq5HRERERFSDMZBBRERERERkFwSgzbNulcJcQIiKyQ4RERERkZ1gIIOIiIiIiMguKACV2rpVHJwBhaJiskNEREREZCcYyCAiIiIiIrIHTm6AX7h16/g1k+sREREREdVgDGQQERERERHZAycXoHFfQGFhNU2hBBr1s9lE30RERERE9sqhqjNAREREREREt3gGA436AlH/lJ+2cT/As55Nd5+ZmYmLFy8a/o6Ojsbx48fh4+ODBg0a2HRfRERERESWYiCDiIiIiIjIXjh7Aq3ulf+/tB0QOtM0CqUMdrS8R6a3ocOHD6Nfv36Gv5977jkAwMSJExEZGWnTfRERERERWYqBDCIiIiIiInviWgdo+wAQ2gu4tA1IPAcU5sqJvf2ayeGkPOvZPIgBAH379oUQwubbJSIiIiK6EwxkEBERERFRtbZs2TIsW7YMly9fBgC0bNkSr7/+OoYOHWo2fWRkJCZPnmy0TK1WIzc3t6KzajlnT/nyDgXyMwEhAIVCTuzNOTGIiIiIqJZhIIOIiIiIiKq14OBgvPvuu2jSpAmEEPjqq68wevRoHDt2DC1btjS7joeHB86dO2f4W6FQVFZ2rePkwsAFEREREdV6yqrc+bJly9CmTRt4eHjAw8MDERER2LhxY6npIyMjoVAojF7Ozs6VmGMiIiIiIrI3I0eOxLBhw9CkSRM0bdoUb7/9Ntzc3LB///5S11EoFAgMDDS8AgICKjHHRERERERkjSrtkVGjW04REREREVGl02q1WLt2LbKyshAREVFquszMTISEhECn06FDhw545513Sq2DAEBeXh7y8vIMf6enp9s030REREREVLoqDWSMHDnS6O+3334by5Ytw/79+0utROhbThEREREREemdPHkSERERyM3NhZubG9atW4cWLVqYTdusWTOsXLkSbdq0QVpaGj744AN0794dp0+fRnBwsNl15s+fj7lz51bkIRARERFRbZCbBuSkyXnQFErA2QPQeAOOmqrOmV2zmzky2HKKiIiIiIhuV7NmzXD8+HGkpaXhp59+wsSJE7Fjxw6zwYyIiAijOkf37t3RvHlzLF++HG+99ZbZ7c+aNQvPPfec4e/09HTUr1/f9gdCRERENVNeJpCfAWgL5cNrBzWg8QGUVTryP1Wm3HQg4QwQtQ1IOA1oC+RyZ0+gbgegcX/AO0R+N8hElQcy2HKKiIiIiIjulJOTE8LCwgAAHTt2xKFDh7B48WIsX7683HUdHR3Rvn17XLx4sdQ0arUaajUrlURERGSl3HQg+ZJ8eB1/EsjPApQqwLMBENIdCO4MuAcCHD6/ZstJBc5uAM79AQhh/F5uGnBpG3DtINBpivxOMJhhospDfvqWUwcOHMDjjz+OiRMn4syZM2bTRkREYMKECWjXrh369OmDX375BX5+fmVWTmbNmoW0tDTDKyYmpqIOhYiIiIiI7IROpzPqmV0WrVaLkydPIigoqIJzZb2cghwk5SQZXjkFOVWdJSIiIrJUTgpwZj2w410gZr8MYgCATgukRAPHvwN2vg8knTd9uE01R2GeDGT993vZn3N+FnBoJXDzQuXlrRqp8h4ZbDlFRERERER3YtasWRg6dCgaNGiAjIwMrF69Gtu3b8dff/0FAJgwYQLq1auH+fPnAwDefPNNdOvWDWFhYUhNTcX777+PK1euYOrUqVV5GEYy8jMQlxWHfbH7EJUahXxdPpyUTmjs1RgRdSMQ6BoIdyf3qs4mERERlSY/Gzi/Gfjvj7LTpV8HDnwG9Hoe8DQ/4gxVczkpQNRWy9IWZAHntwBeoYDarUKzVd1UeSCjpNtpOTVs2LAKzhUREREREdmrhIQETJgwATdu3ICnpyfatGmDv/76C4MGDQIAXL16Fcpi40+npKRg2rRpiIuLg7e3Nzp27Ii9e/eWOsRtZUvOTcam6E3Yf2M/dEJn9N7NuJs4HH8Y3YK6YWjDofB29q6iXBIREVGZcpKBi1ssS5seC1zeA7S6B1DZ3eNaulPxp4GsRMvTx/0rvz8MZBip0l9GTWw5RURERERElevLL78s8/3t27cb/b1w4UIsXLiwAnN0+zLyM7ApehP2xu4tNY1O6Azvj2w80qY9M+bPn49ffvkF//33HzQaDbp3744FCxagWbNmNtsHERFRjafTAdeOAHkZlq8TcwBo3A9w86+4fFHl0xYACWetW6cgB8iIA7waVEyeqqkqnSND33KqWbNmGDBgAA4dOmTScurGjRuG9PqWU82bN8ewYcOQnp5uVy2niIiIiIiI7kRcVhz239hvUdr9N/YjLivOpvvfsWMHZsyYgf3792PLli0oKCjA4MGDkZWVZdP9EBER1Wj5mUCC+TmAS5V+3brAB1UPQgvoCq1fT5tv+7xUc1XaI6MmtZwiIiIiIiK6EzkFOdgbu9dkOKnS6IQO+2L3IdgtGBpHjU3ysGnTJqO/IyMj4e/vjyNHjqB379422QcREVGNJ3SyJb61+PC65lE6Ac6e1q93O+vUcFXaI4OIiIiIiIikrMIsXEq9ZNU6l9IuIauw4npLpKWlAQB8fHwqbB9EREQ1jtIRcLKykYFCCdioYQLZEaUSCOkBKFWWr+PVAHAPrLg8VVMMZBAREREREdmJfJ11LTHztHkVlBNAp9PhmWeeQY8ePdCqVasK2w8REVGNo3YF6nezbh3fJoDadvNekR1x8wP8rZgaIaQHoGEjkpKqdGgpIiIiIiIiKuKkdLIqvVqlrqCcADNmzMCpU6ewe/fuCtsHERFRjeXXFHAPAjJulJ8WAEJ78+F1TaXxBtqMkxN4ZyWWnTaoPRBqZQ+OWoI9MoiIiIiIiOyAq4MrGns1tmqdRp6N4OrgavO8PPnkk/j999+xbds2BAcH23z7RERENZ6mjnx4bUmjg3odgbrtAYWi4vNFVcOnMdD9KcCvmfnP2UENNOwDdJ4MuPpVfv6qAfbIICIiIiIisgMaRw0i6kbgcPxhiyb8ViqUiKgbYbOJvgFACIGnnnoK69atw/bt29GwYUObbZuIiKhWUTkAQe2ArtOB46uB7JumaZQOQP2uQNv7Adc6lZ5FmynMA3JTb01wrgBUjrIXgsqxqnNmP5QqwLcp0GMmkBYLRO8EclMAhQrwqg+E9gRc6nB4sTIwkEFERERERGQnAl0D0S2oG/bG7i03bURQBAJdbTsR5IwZM7B69Wr8+uuvcHd3R1xcHADA09MTGg0nICUiIrKKkwsQ3FW2xo87AcQcBPIyZJDDOxRo2BdwDwCcPas4o7epIBdIvwZc2gHEHpPBGoUCcPUHgrsAod0Bj3oMaOgpFDJY4VIH8GsiA0AKJeCgkd8JKhPPEBERERERkZ1wd3LH0IZDAQD7b+w32zNDqVCiW1A3DGk4BO5Otm21t2zZMgBA3759jZavWrUKkyZNsum+iIiIagUHR8AjCHAPlL0vdIUAFICTK+DoXNW5u30FOcCVPcDRb4HCnKLlAnJekLO/Ape2AZ0fkcNmOVTcvF7VkoOzfJHFGMggIiIiIiKyI97O3hjZeCQ6B3bGvth9uJR2CXnaPKhVajTybISIurInhq2DGIAcWoqIiIgqgEIBaLyqOhe2IYTsgXHkK0CbX3q6vHTg4Aqg57NAYOvKyx/VSAxkEBERERER2Rl3J3e4O7kj2C0YWYVZhuWuDq42nRODiIiIyGo5ycC5P8sOYujlZ8m0XiGAs0fF541qLAYyiIiIiIiI7JTGUcPABREREdmX9Fjg5kXL08edlvNnMJBBd4CBDCIiIiIiIiIiIiKyTNxJObyUpbR5MvDh07Di8mQvctPkJN6AHE7M2ZsTedsIzyIRERERERERERERWaYgp/w0JRXm2j4f9iQrCUiOAqK2A2kxgE4LqN2Beh2BkG6Aqz/AXrZ3hIGMmiQ3DcjPBoQWUCgBBw3g4l3VuSIiIiIiIiIiIqKawtnL+nXUNXhYqdSrwKGVQOJZ4+U5yUDqFeD8JqDdg0CDHoDatWryWAMwkFET5KQAieeAS9vlv4W5gMoJqBMGNOwNBLQEXH2rOpdERERERERERERU3dVrD5xZb9lk3wDg7An4hlVolqpMRhxw4DPgZlTpaQqygSNfAUoHIKQX4OBYefmrQRjIqO4yE4Dj3wFX9xsvL8wF4k/JV0AroPMjgEfdqskjERERERERERERVY6cVCAv41ZjZ0fA0QVwqQMoVbbZvksd+bwx9qhl6et2ADQ+ttm3PdFpgSt7yw5iGNIWAqfXA/4tAfeACs9aTcRARnWWkwac+NE4iKHTAhAAFEUXp/hTwOGVQLfH5YWGiIiIiIiqBW1ODkRWlqGIr3B1hUrD8ZWJiIjIjOxkIP40cGmHHOZIVyiXe9YHGkTIuRrc68pJqO+EsyfQcqwcNin7ZtlpPeoB4cNq5vwQ2cnA1X2Wp8+MBxL/YyDjNjGQUZ1lxAJX9gBCB2gLgPxMOU+G0Mk5MjTeMuKqcgLiTgKJ54GQiKrONRERERERlUObno6CuDhk7d2LvItREHl5UKjVUIc1hmv37nAMDITKowaPNU1ERETWyUoEjq0Gru41fS8tBjgZI58jdn0M8G1y58GMOo2BiCeBI5EyoGGOXzOgwyQZSKmJclLk/BjWuHYYCO4MOLlUTJ5qMAYyqqv8bCBqmxyLLicFyIgHtHnGaXJSAAdnwD1QTsJzaTsQ0EJGTYmIiIiIyC4VJicj/c8/kbV3H6DTFb2RkYHspCRkHzwE1+4R8Bg2DA4+NXCYBiIiIrJObjpw6hfzQYzi0q/L+Rx6v3DnQ9ArVYB/c7mtm1FA9A7ZQ0GhAFz9gcZ9Aa+Qmj1vb2Gu9eto84p6ypBVGMiorvKz5MTe2clA2jXIvuZmFObKyKAXgJsXgYJcBjKIiIiIiOyUNj1dBjF27yk9kU5neN9z1Cib9sxYtmwZli1bhsuXLwMAWrZsiddffx1Dhw612T6IiIjIxrKSgMu7LUubfh2IOQQ0HwkolXe2X4UCcPOXr4CWRY2sHTSA2u3Otl0dOKitX0flZLu5SmqZO/y2UtURMpiRfh2lBjEMSXUy2JGXKf9PRERERER2qeBGnOyJYYGsvftQEBdv0/0HBwfj3XffxZEjR3D48GH0798fo0ePxunTp226HyIiIrKRwnzg8k45aoulruwBcsqZ28Jazh6Aq5981YYgBiCH9feoZ9069ToATq4Vk58ajoGM6kxXYHlgQlcIiEI5dwYREREREdkdbU4OsvbuNR5Oqiw6HbL27oU2J8dmeRg5ciSGDRuGJk2aoGnTpnj77bfh5uaG/fv322wfREREZEP5mcDNS9atk3YVKMwrPx2VzcUHaNDN8vSufoB/i4rLTw3Hp9rVldLR+i++b1N2XSIiIiIislMiKwt5UVFWrZN38SJEVlaF5Eer1eKHH35AVlYWIiIiKmQfREREdIeEzvo5F4TgPA22oHQAQnsC3qHlp1WogOajZPCDbgsDGdWVrhAI6QY4WjjDvUIFNOwjx64jIiIiIiL7IwCRZ13rSJGfDyHKGWrWSidPnoSbmxvUajUee+wxrFu3Di1asPUgERGRXVI5Ak4WPh/Uc3CWczXQnfOoC3R9DKgTVnoaBzXQ/iEgpDvP+x3gZN/VldABWclAx8nA/k9R7jwZbe8HVA6ATlsp2SMiIiIiIispAIVaDWRkWL6KkxMUNm6s1KxZMxw/fhxpaWn46aefMHHiROzYsYPBDCIiInuk9gDqdwXiTlq+TkALwKmWzGNRGXwaAj2eARL/A6J3yLmKdYXys6nbTvbacAu0PuBERhjIqK5UjkDiWSCoLRAxAzj6FZBnpsLjqAFa3wc0iAASzgLBXSo/r0REREREVC6FqyvUYY2RnZRk8TrqsDAoXG07YaSTkxPCwmSrwo4dO+LQoUNYvHgxli9fbtP9EBERkQ0oFEBgK8DFF8i2sAzRuL+cnJtsx81PvgJbA1p9D1sFoPFiLwwbYSCjunLxAep3kwGMpncBIxYBMQeAa4fkJD8OzkDd9jLil50CnFgDdHmUFykiIiIiIjul0mjgGtEd2QcPWTbht1IJ1+7dodJoKjRfOp0OeVYOeUVERESVSOMLtHsQOLCi2EP0UoQNAOo0qZx81UYar6rOQY3FQEZ1FtgKcAsAzvwKaLxl74z2D8sonzYfyEoETq0DshIAv+aymxMREREREdktx6BAuHaPQNbuPeWmde3eHY6BATbd/6xZszB06FA0aNAAGRkZWL16NbZv346//vrLpvshIiIiG3JwBOp2ALpOB/5dI58FluSokT0xwkfwYXt1p9MBOTeBtOtAeqxc5h4EeAbLxu9KVdXmr4IwkFGdufkDXaYDB5bJsdcubTefzqcx0Gky4OpbqdkjIiIiIiLrqDw84DFsGAAga+8+8z0zlEq4do+Ax7ChUHnYtsd1QkICJkyYgBs3bsDT0xNt2rTBX3/9hUGDBtl0P0RERGRjTi5AcFfZ2yLhjBy5JT9bzpnr2wwIiQBc6gBOth2SkipZTgpwZZ+ciyPlsvF7XiFAw95AaA/Z6L2GYSCjuqvTGOj5LHBpJ3DtAJARV/SeRz2gQTcgtBfgEVR1eSQiIiIiIos5+PjAc9QouHTpiqy9e5F38SJEfj4UTk5Qh4UZemLYOogBAF9++aXNt0lERESVxMERcA+Qr3od5YTTCqWc2FvFx8DVXk4qcOpn4MIW8++nXgGOfSN7abS5r8YFM/gNru4UCtltqM19coy77CSgME92F3OpA2h8eKEiIiIiIqpmVB4eUHl4wLF+MERWFoQQUCgUULi6VvicGERERFQDcJ7cmkWnBS7vKj2IUVzUVjmST/iIGvVcuOYcSW2nKhZxJSIiIiKiGkGl0QAMXBARERHVbtk3gUs7LE8fvRMI6S4DGjWEsqozQEREREREREREREREpUi9AqTFWJ4+/TqQfKni8lMFGMggIiIiIiIiIiIiIrJXqVYEMQzrXLV9PqoQh5YiIiIiIiIiIiIisgc5qYA2X/5f5VjjJmym2yRE5axjxxjIICIiIiIiIiIiIqoqQgBZiUDSeTm3QWaCXO5SBwjtCfi3AFx9AaWqavNJVccj8DbWqWv7fFQhBjKIiIiIiIiIiIiIqoJOCyRdAA6vlPMgFJdxA4g/BbgHAZ0eAfybAyo+zq2VfMIA90AgI86y9K7+gG+Tis1TJeMcGURERERERHaqIE+L7PQ8ZKXnITs9DwV52qrOEhEREdlS6hVg3yemQYziMm4A+5YCNy9WXr7Ivrj4AA26W54+JEKuU4MwhEdERERERGRn8rILkJmSh5izyUi+kQVtgQ4qRyV8glxRv7kP3LzVULs4VnU2iYiI6E7kZwFnNwBZCeWnzU0FzqwHPB4HnD0rOmdkb1SOQNgAIO0acO1g2WnrdQKaDAZUTpWTt0rCQAYREVFFyc+SLwhAoZKFTRUfOhERUdlyMvJx4XA8rp1NNp6jMQe4np6P2PMpCG7ugyadAqBxr1kVVCIiololOxmI/dfy9PGngeybDGTUVq6+QMeJcoipK3vkd6E4lzpAgwig2VCZtoZhIIOIiMjWclKAtOtA1FYgORrQFQKOLkBQGyCkB+AWADi5VHUuiYjIDuVlF+DC4XjEnEkuNY0QuPW+As26BlRoz4x3330Xs2bNwsyZM7Fo0aIK2w8REVGtlHQOKMiyPL02H4g9Dvg0qrAskZ1z9QVa3wuE9QcSzgKpV+Vyz/pyUngXH8BBXbV5rCAMZBAREdlSZjxwfDUQcxAQOuP3Uq8AFzYDLe8GGvcHnD2qJo9ERGS3MlLycO1s6UGM4q6dvYl6Tb0qLJBx6NAhLF++HG3atKmQ7RMREdV6eZm3sU667fNB1YuDWk4A7x5U1TmpVJzsm4iIyFaybwJHvgKu7jcNYugV5gEnfgAubQfysys1e0REZN8K8rSIOVNiOKkyCAHEnE2ukAnAMzMzMX78eHz++efw9va2+faJiIgIgIOz9es4udo+H0TVAAMZREREthJ/Brh+pPx0QgBnfgVyLGtxS0REtUNBXiFS4qwYXgJAyo0sFOQV2jwvM2bMwPDhwzFw4ECbb5uIiIhu8WsGqKwYBkipAgJaV1x+iOwYh5YiIiKyhZxUIHqH5enzM+XwU+5BsjBKRES1ngCgLSilR18ptIU6i3twWOqHH37A0aNHcejQIdtumIiIiIy51AECWwLXj1qW3jcccPOv2DwR2Sn2yCAiIrKF/Cwg8bx169z4F8jl+KZERCQpAKgcrauiqRyUUChsl4eYmBjMnDkT3333HZydb2O4CyIiIrKcswcQPgJQu5ef1lEDNB8uJ3OuKHkZQNp14GYUkHIZyIgHtAUVtz8iK7BHBhERkS0ILaDNs26dwly5HhEREQBHtQN8glxxPT3f4nW8g1zhqLZdte7IkSNISEhAhw4dDMu0Wi127tyJpUuXIi8vDyoVexISERHZjG9ToOujwKEvgZwU82nU7kDHyUBAq4rJQ246kHQBiPoHiD8p53YEALcAoH4XILQX4BnM0QSoSjGQQUREZAsKFaB0BHRWtFZRqQEFO0cSEZHkqFYhuLkPYs+nWDRclEIB1G/uA0e17R4qDBgwACdPnjRaNnnyZISHh+Pll19mEIOIiMjWVI5AUHug/2vA1QNAzH4gK1GOOeniIwMJDSIAjyBA5WT7/eekAmc3AOf+gEkBJDNevnd5D9B1OhDYGlDycTJVDX7ziIiIbMFRA9QJAxLPWr5OQAtA7VFxeSIiomrH3VuN4OY+iDmTXG7a4BZ14OZtxQShluzf3R2tWhm39nR1dUWdOnVMlhMREZGNqBxkj4eWQUCj3oC2sGi5s7f8tyIU5AIXtwL//V52upxk4MByoPeLQJ3GFZMXonIwkEFERGQLLj5Aw96WBzIcNbJVTUUVSImIqFpSuziiSacAAApcO3vTbM8MhQIIbl4HTTr6Q+3iWOl5JCIiogqiVAGufpW3v5xk4OIWC9OmAFFbAY96gCPn0aLKx6cnREREthLUBvBvASScKT9t0yGAq2/F54mIiKodjbsTmnUNQL2mXog5m4yUG1nQFuqgclDCO8gV9Zv7wM1bXWlBjO3bt1fKfoiIiKgSCQHc+Lf0eTnMuX5UTk7uWLfi8kVUCg7MTUREZCuuvkDnqUBA69LTKFRA85FA07sAJ9fKyxsRUQ22bNkytGnTBh4eHvDw8EBERAQ2btxY5jpr165FeHg4nJ2d0bp1a/z555+VlFvLqF0cUaeeG1r2qoeuoxsh4u4wdB3dCC171UOdem7siUFERER3piDHskZ4xeWkANlJFZMfonKwRwYREZEtedYDuj0O3LwAXNoGJEcD2gIZtAhoBTTqA3gEA87uVZ1TIqIaIzg4GO+++y6aNGkCIQS++uorjB49GseOHUPLli1N0u/duxcPPvgg5s+fjxEjRmD16tUYM2YMjh49anfzQDiqVTadzJuIiIgIACB0gK7Q+vW0t7EOkQ1UaY+MmthyioiICK51gAbdgG5PAIPeAobMBwa8DnScCPg3ZxCDiMjGRo4ciWHDhqFJkyZo2rQp3n77bbi5uWH//v1m0y9evBhDhgzBiy++iObNm+Ott95Chw4dsHTp0krOOREREVEVUTkCjm5WrqTgyAJUZao0kKFvOXXkyBEcPnwY/fv3x+jRo3H69Gmz6fUtpx555BEcO3YMY8aMwZgxY3Dq1KlKzjkREZEFnD0B9wDAPRBw85cTfBMRUYXSarX44YcfkJWVhYiICLNp9u3bh4EDBxotu+uuu7Bv375St5uXl4f09HSjFxEREVG15aAGQnsAUFi+jk8jwKVOhWWJqCxVGsiojJZTrHAQEREREdV8J0+ehJubG9RqNR577DGsW7cOLVq0MJs2Li4OAQEBRssCAgIQFxdX6vbnz58PT09Pw6t+/frl5kkIYd1BVEO14RiJiIhqLM9goE4jy9OH9gA0PhWXH6Iy2M1k3xXVcup2KhxERERERFS9NGvWDMePH8eBAwfw+OOPY+LEiThzxsoJLMswa9YspKWlGV4xMTGlpnV0lBNxZ2dn22z/9io/Px8AoFJxHg8iIqJqR+MDtLkfUFsw/HHd9kD9roDSbh4nUy1T5ZN9nzx5EhEREcjNzYWbm5vNW07NmjULzz33nOHv9PR0BjOIiIiIiGoYJycnhIWFAQA6duyIQ4cOYfHixVi+fLlJ2sDAQMTHxxsti4+PR2BgYKnbV6vVUKvVFuVFpVLBy8sLCQkJAAAXFxcoFFYM21BN6HQ6JCYmwsXFBQ4OVV61JCIiImsplXIex4gngWPfAmlmGmqoHIH63YA29wGuvpWfR6Jbqry0qW85lZaWhp9++gkTJ07Ejh07Sg1mWMuaCgcREREREdUMOp0OeXl5Zt+LiIjA1q1b8cwzzxiWbdmypdSe4bdDHxTRBzNqKqVSiQYNGtTIQA0REVGtoHICAloDfV4Cki8Bl3cBuRkyyOEVCjTsJQMYzp5VnVOq5ao8kFHRLaeIiIiIqJrSaYHsm0BeBqDNBxycZbd3lzoAH5pSMbNmzcLQoUPRoEEDZGRkYPXq1di+fTv++usvAMCECRNQr149zJ8/HwAwc+ZM9OnTBx9++CGGDx+OH374AYcPH8aKFStslieFQoGgoCD4+/ujoKDAZtu1N05OTlByiAkiIqLqTaUC3PzlK6CVLHsrFICji5wUnMgOVHkgo6SqbjlFRERERHYg/QZwdR9wZW9RF3eFAvAJA0J7AsEdAVe/qs0j2Y2EhARMmDABN27cgKenJ9q0aYO//voLgwYNAgBcvXrV6GF79+7dsXr1arz22muYPXs2mjRpgvXr16NVq1Y2z5tKpeL8EURERFR9qN2qOgdEZimEEKKqdm6u5dSCBQsMlY6SLaf27t2LPn364N133zW0nHrnnXdw9OhRiysd6enp8PT0RFpaGjw8PCry8IiIiIjodiRfAvZ/BqReKT1NQCug81TAI6jy8kUAWJ7W43kgIiIiIrp91panq7QPsL7lVLNmzTBgwAAcOnTIpOXUjRs3DOn1LadWrFiBtm3b4qeffqqwllNEREREVAUyE4ADK8oOYgBA/Cng2DdAdkrl5IuIiIiIiIiqTJX2yKgKbDlFREREZMcubgUOWjhPgUIB9HsVCGxdsXkiIyxPSzwPRERERES3r1r1yCAiIiIiMshOBqJ3WZ5eCCDqHyAvq+LyRERERERERXRaICdVlt1z02WZnKgS2N1k30RERERUS2nzgdSr1q2TehUoyAbUrhWTJyIiIiIiAvKzgeybQMxBIOEMoC0AHDVAcCcgsBWgqQM4OFV1LqkGYyCDiIiIiOyD0AG6QuvW0RUCYCswIiIiIqIKk5MCnN8MXPgLyC/RG/rGccClDtD6XqB+V8CJDYyoYnBoKSIiIiKyD0oHQO1m3TpOboBCVTH5ISIiIiKq7XLTgf/+AE7/YhrE0Mu+CRz6Eri6DyjMrdz8Ua3BQAYRERER2Qe1OxDYxrp16nUCNF4Vkh0iIiIiolov9aoMZJRHVwj8+wOQdbPi80S1EgMZRERERGQfHDVAoz6A0sIeFmp3oH5ny9MTEREREZHl8rOAqK1yCFhL5GUA1w8DOgvTE1mBgQwiIiIish+e9YEWYwAoyk6ndADaPgC4+lZGroiIiIiIap+8TCD+tHXrXDsC5KZUTH6oVuNk30RERERkP9RuQNO7AJUTcO5PIDfNNI2rH9DqbqB+N8DBufLzSERERERUG+gKgfxM69bJz2SPDKoQDGQQERERkX1x9pTBjPpdgOtHgfiTQGG+HHoquBPg3wJw8ZHBDiIiIiIiqhgKBaB0BHRay9dROpTbuZrodjCQQURERET2x1EjX26Bct4MXaGsFKndqzpnRERERES1g4Ma8AoBks5Zvo5PI8DRteLyRLUW58ggIiIiIvulVMrghcabQQwiIiIiosqk8QEa9rQ8vUIlGyE5uVRcnqjWYiCDiIiIiIiIiIiIiIwpFEBQO8C7oWXp63cB3OtWaJao9mIgg4iIiIiIiIiIiIhMufkDXafLIabKUrcD0PZBQONZOfmiWodzZBARERERERERERGReT6NgF7PATEHgCt7gZTLcrlCBfg1BRr2AYLaAC51qjSbVLMxkEFEREREREREREREpXMPBMJHAiHdgfwsQFsAODgDTq6Ai09V545qAQYyiIiIiIiIiIiIiKhsSiXg6idfRJWMc2QQEREREREREREREZHdYiCDiIiIiIiIiIiIiIjsFgMZRERERERERERERERktxjIICIiIiIiIiIiIiIiu8VABhERERERERERERER2S0GMoiIiIiIiIiIiIiIyG4xkEFERERERERERERERHaLgQwiIiIiIiIiIiIiIrJbDGQQEREREREREREREZHdYiCDiIiIiIiIiIiIiIjsFgMZRERERERERERERERktxjIICIiIiIiIiIiIiIiu8VABhERERERERERERER2S0GMoiIiIiIiIiIiIiIyG4xkEFERERERERERERERHaLgQwiIiIiIiIiIiIiIrJbDGQQEREREREREREREZHdYiCDiIiIiIiIiIiIiIjsFgMZRERERERERERERERktxyqOgNERERERERERERERFVKWwDkpgFCB0ABOLkCTi5VnSu6hYEMIiIiIiIiIiIiIqqd8rOBrATgyl7gxgkgPwtQOQJ1woDGfQH3eoDGs6pzWesxkEFEREREREREREREtU9uOhD1D3B6HVCYa/xe+nXg8i6gQXeg7f2Am3/V5JEAcI4MIiIiIiIiIiIiIqpt8rOBS9uAEz+YBjH0hA64shs49h2QnVy5+SMjDGQQERERERERERERUe2SfRM4/SsgRPlpY/YDSecrPk9UKgYyiIiIiIiIiIiIiKj20BUCMQeAgizL17m0TU4GTlWCgQwiIiIiIiIiIiIiqj1y0+TE3tZIOCcnAqcqwUAGEREREREREREREdUeOh1QmGPdOoW5gNBWTH6oXA7WrtChQ4cy3z969OhtZ4aIiIiIiIiIiIiIqEIplIDKybp1VE6AQlUx+aFyWRTIeOmllzB16lQ0bdoUJ0+ehIuLC6ZOnQoPD4+Kzh8RERERERERERERke04ewB+4cDNi5avUycMcNRUXJ6oTBYFMkJCQtCvXz/ExMTg1KlTePHFF/HNN99gzpw5eOyxx6BSMRJFRERERERERERERNWAyhEI7Qlc2AJo8yxbp1FvQONdsfmiUlk0R8aMGTOQmJiIhIQENGvWDL/99hvWrFmDlStXolWrVtiwYUNF55OIiIiIiIiIiIiIyDZc/YAmgyxL698SCGhVsfmhMlkUyJg3bx5CQkIQGBhoWNavXz8cOXIEs2bNwhNPPIH+/fvj2LFjFZZRIiIiIiIiIiIiIiKbULsB4cOBZkPlnBmlCWgFdH4EcPWtvLyRCYuGlvLy8sKePXsAAM8995zJ+8OGDcPq1avRpUsXFBQU2DaHRERERERERERERES25uIDtBwLBHcCorYB8aeBghw59JRPI6BRX8C3GeBap6pzWutZFMh48sknDf8vrddFp06dbJMjIiIiIiIiIiIiIqLK4OwpX96NgPwMQKcDlEpApQY0XlWdO7rFokBGcdu2bauIfBAREREREd2W+fPn45dffsF///0HjUaD7t27Y8GCBWjWrFmp60RGRmLy5MlGy9RqNXJzcys6u0RERERkj5xc5IvskkVzZFSU+fPno3PnznB3d4e/vz/GjBmDc+fOlblOZGQkFAqF0cvZ2bmSckxERERERPZmx44dmDFjBvbv348tW7agoKAAgwcPRlZWVpnreXh44MaNG4bXlStXKinHRERERERkDat7ZNx9991lvv/LL79YvC19haNz584oLCzE7NmzMXjwYJw5cwaurq6lrufh4WEU8FAoFBbvk4iIiIiIapZNmzYZ/R0ZGQl/f38cOXIEvXv3LnU9hUKBwMBAi/aRl5eHvLw8w9/p6em3l1kiIiIiIrKa1YGM9evXw93dHaNHj4ZKpbqjnVdGhYOIiIiIiGqXtLQ0AICPj0+Z6TIzMxESEgKdTocOHTrgnXfeQcuWLc2mnT9/PubOnWvzvBIRERERUfmsDmRs2bIFzz//PI4cOYL33nsPw4cPt1lmKqLCwZZTRERERES1h06nwzPPPIMePXqgVatWpaZr1qwZVq5ciTZt2iAtLQ0ffPABunfvjtOnTyM4ONgk/axZs/Dcc88Z/k5PT0f9+vUr5BiIiIiIiMiYQgghrF1JCIHIyEj83//9H8LDw/HRRx+hTZs2d5QRnU6HUaNGITU1Fbt37y413b59+3DhwgWjCsfOnTtLrXC88cYbZltOpaWlwcPD447yTERERERU26Snp8PT09Nuy9OPP/44Nm7ciN27d5utH5SmoKAAzZs3x4MPPoi33nqr3PT2fh6IiIiIiOyZteXp25rsW6FQYPLkybhw4QJ69+6N3r17Y8qUKYiNjb2dzQEAZsyYgVOnTuGHH34oM11ERAQmTJiAdu3aoU+fPvjll1/g5+eH5cuXm00/a9YspKWlGV4xMTG3nUciIiIiIrJfTz75JH7//Xds27bNqiAGADg6OqJ9+/a4ePFiBeWOiIiIiIhul9VDS3388cdGf3t5eeGxxx7DJ598grVr1yIjI8PqTOgrHDt37rR5hUOtVkOtVludJyIiIiIiqhipqalYt24ddu3ahStXriA7Oxt+fn5o37497rrrLnTv3t2q7Qkh8NRTT2HdunXYvn07GjZsaHWetFotTp48iWHDhlm9LhERERHVAvnZQEE2IASgcgQ0XlWdo1rF6kDGwoULzS739fW1euescBARERER1R6xsbF4/fXX8d1336Fu3bro0qUL2rVrB41Gg+TkZGzbtg0ffPABQkJCMGfOHNx///0WbXfGjBlYvXo1fv31V7i7uyMuLg4A4OnpCY1GAwCYMGEC6tWrh/nz5wMA3nzzTXTr1g1hYWFITU3F+++/jytXrmDq1KkVc/BEREREVD1lpwAZsUDUNiDtGiC0gNoDaBABBLYEXHxlYIMqlNWBjOjoaJvtnBUOIiIiIqLao3379pg4cSKOHDmCFi1amE2Tk5OD9evXY9GiRYiJicELL7xQ7naXLVsGAOjbt6/R8lWrVmHSpEkAgKtXr0KpLBpZNyUlBdOmTUNcXBy8vb3RsWNH7N27t9R8EREREVEtlB4LHPsWiD0GCJ3xe/GnAFc/oP3DQN22gINz1eSxlrityb5Ls3PnTgCAUqlEz549y9+5QmF2efEKR9++fREaGorIyEgAwLPPPotffvnFqMIxb948tG/f3qI8clI+IiIiIqLbdyfl6Zs3b6JOnToVlr4ysV5BREREVMNlJgD7PgUSz5adzlEDRMwA6nYElLc1JXWtZG152upAxm+//WZ2eUFBAcaNG4dRo0ZBrVaXO2l3VWGFg4iIiIjo9rE8LfE8EBEREdVgOi1wdgPw7/eWpfcKAfq8KHtokEWsLU9bPbTUmDFjSn1PoVBg3bp11m6SiIiIiIhqubNnz2L//v1o37492rVrV9XZISIiIqLaLCcZuLLX8vSpV4CUqwxkVCCr+7rodDqzr+zs7IrIHxERERER1TBvvvkm3n//fcPf27ZtQ7t27fDiiy+ic+fO+O6776owd0RERERU62XdlMEJa1zdCxTmVUx+yPpARmlKm++CiIiIiIiouJ9++sloUu23334bTz/9NJKSkrB06VK88847VZg7IiIiIqr1CrJuY51sQFtg+7wQgNsYWoqIiIiIiKqQTldtJxH8+uuvIYTA5cuXcfz4cdy8eRNCCOzZswe9evXC119/DZ1Oh0uXLuHrr78GAEyYMKGKc01EREREtY5Kbf06SkdAqbJ9XgjAbQQy0tPTzS7Pzc2948wQEREREVEJukIgOxlIvgTEnQJ0BYDGG6jfBXDxBZz/n707D4+rrPs//p59JttkX5p0Sfd9oUBpC2XfZXlABTcWFQUBhfL4U0QQEUWrLArIomAFHgSsgIrIVlqgdIHShRa6N92TNPs6mfX8/jhQWpq0M+lMZpJ8Xtc1V5Nz7jPzSdOkc8733Pe39zSaHjx4MABOp5OioiIGDx7MqlWryMrK4uSTT8YwDPx+PxaLhSFDhmAYRpITi4iIiEi/lJ4HaXnQXhf9MSUTweFJXKZ+LuZCRnZ2dqfLSBmGoeWlRERERETiyd9iNhnc9Bo07Tpw3/r/QPF4GP9FyBnSK+7+OvHEEwE46qijeOmll/jRj37EK6+8wjnnnMOsWbMAWLNmDQMHDtz3uYiIiIhIj/PkQtkxsPGV6Man5UPR+MRm6udiLmQsWLAgETlERERERGR/gVazgLFmHhiRg/eHA7B7BTTugpnXQ/7Ins/YTb/97W+54IILmDlzJqNHj+bRRx/dt2/u3LmcddZZSUwnIiIiIv2e3QXDTjHfb7ftPfRYiwVGnW3OmpaEsRj9bL52c3MzXq+XpqYmsrJ6zzR8EREREeln9qyCt+dAJAyGYRYujE8+ttjMGRg2hzm2YBTM+D6k5yc8VjzfT9fV1ZGXl3fAtsrKSrKyskhPTz+i5040nVeIiIiI9HGRMNRsgPcegZaqzsdYbTDuIhhxRq9a8jUVxPp+OuYugatWrep0e0NDA1//+tdjfToREREREfk8fytsWQDhEAQ7oKUS6jbD3nVQsx5q1kHDNvA1QDgINRuheU+yU8fs80UMgJKSkpQvYoiIiIhIP2C1QcFoOPFHMOkrkD3YbOhtsYLbC+Wz4OSfwsizVMToATEvLXXyySfz0ksvMXPmzH3b/vnPf3L11VczYcKEuIYTEREREemXOpqgcpW5vFTjdgj5D9xvRMDfbD7S8iGrBLYuhPzh4EhLRuKoPPPMM1x66aVRjd25cyc7duw44LxDRERERKRHWa2QNQDGnAdDZkIoABhgtYMrC5yp+967r4l5RsZvf/tbzjnnHF599VUaGhr46le/ymWXXcbtt9/Oa6+9loiMIiIiIiL9S7DNnG3RWRHj89probXa/PNwY5PsoYceYsyYMcyZM4d169YdtL+pqYmXX36Zr371qxx11FHU1dUlIaWIiIiIyOdYbZBeAN5S8JZBZrGKGD0s5hkZ3/72t8nKyuLiiy8mIyODiRMnsmbNGgYNGpSIfCIiIiIi/ZAFfPXRFyba6iASMY9LYW+99Rb/+te/uP/++7n55ptJT0+nqKgIt9tNQ0MDVVVV5Ofnc8UVV7B27VqKioqSHVlERERERFJAzIUMgC9/+ctkZmbyxS9+kS9+8YsqYoiIiIiIxJPdZU5Xj5YRNtfptbkSlylOzj//fM4//3xqa2tZtGgR27dvx+fzkZ+fz5QpU5gyZQpWa8wTx0VEREREpA+LuZAxe/bsfR9PnjyZa665hsWLF5ObmwvAPffcE790IiIiIiL9kdUOA4+DpnnRjbc5YdBxYIQSmyuO8vPzufDCC5MdQ0REREREeoGYCxkrV67c97HT6WTWrFls376d7du3Y7Gk9lR2EREREZFeIeSHYSfDptfMht6HUz4LMCDSewoZIiIiIiIi0Yq5kLFgwYJE5BARERERkU9ZbdBaBcffCO/cDYHWrscOmAKTLoXaLTDgqJ7LKCIiIiIi0kO0+KyIiIiISKpxZULjTvPj034Ow04Bh+fAMdmD4KgrYPq1sPE1KBgJrowejyoiIiIiIpJo3Wr2vXz5cp577jl27NhBIBA4YN/zzz8fl2AiIiIiIv2WJ8dcLmrJg1A4DkaeZc66aNgGoYC5P7MYajfBh8+ZPTLyhyc7tYiIiIiISELEPCPjmWeeYcaMGaxbt44XXniBYDDIRx99xJtvvonX601ERhERERGR/qdoPAyeCXs/gg+fhbXPm7M02uugei28/xhsfh0CbTDpK+DJS3ZiERERERGRhIh5RsavfvUr7r33Xq699loyMzP5/e9/T3l5Od/97ncpKSlJREYRERERkf4nLRcmfxUcbqhYBG015mN/mcUw6atQMgls3ZpsnTSzZ88+5P577rmnh5KIiIiIiEiqi/lsZ8uWLZx77rkAOJ1O2trasFgs3HjjjZxyyin8/Oc/j3tIEREREZF+KT3fnG0x/HTY/i7UbYFICJwZMOg4KBgNaXm9rogBcN9995GZmcnUqVMxDOOAfRaLJUmpREREREQkFcV8xpOTk0NLSwsApaWlrF27lgkTJtDY2Eh7e3vcA4qIiIiI9GuuTPPhLYNAKxgRsDrAnZXsZEfkT3/6E7fddht2u527776bCRMmJDuSiIiIiIikqJh7ZMyaNYvXX38dgC996Uv84Ac/4KqrruIrX/kKp556atwDioiIiIgIYHOYTb7T8np9EQPgW9/6Fps2bWL69OnMnDmTq666iurq6mTHEhERERGRFBRzIeOBBx7g0ksvBeCWW25h9uzZVFdXc/HFF/PYY4/FPaCIiIiIiPRNaWlp/PznP2fDhg2Ew2FGjhzJHXfcgc/nS3Y0ERERERFJIRbj8wvS9nHNzc14vV6amprIyur9d7KJiIiIiPSkeL2f/te//nXQtpUrV/K73/0Or9fLrl27jiRmwum8QkRERESk+2J9P937ugKKiIiIiEivd+GFF3a5r62treeCiIiIiIhIylMhQ0REREREelwkEkl2BBERERER6SVUyOhLwkHwNUA4AIZhNoR0e8HhSXYyEREREZGodXR04Ha7kx1DRERERFKRYYDFkuwU0sNUyOgLwiFo3g273gNfIxgR8xEJm0WMwTMgezA405KdVEREREQEgMcff5xvfvObB21ftGgR3/rWt9iwYUMSUomIiIhISgq0QXs97FkJLVVgtUHecCgYBWl55g3d0qcdUSHj0wZ8ZWVlcQkj3RAOQvXHULMBMougtQYatwMWyBls/kDvXA5Nu2DQdHBlJDuxiIiIiAg33XQTTU1N3HjjjYA5C+PHP/4xjz76KD/5yU+SnE5EREREUkbzbvjoRdj9gVnQ+NSm1yC9EIaeCMNOhbScpEWUxIu5kBGJRLjzzju5++67aW1tBSAzM5ObbrqJW265BavVGveQcghNu8DfCFWrYcG/oa3WrEAaEXOJqcwSGHsBeEuh6kMYeCxYNRFHRERERJJr/vz5nHXWWTQ0NHDGGWdw5ZVX4vV6WbZsGRMmTEh2PBERERE5EpEIBNvBCIPV0f2VYpp2w9I/Qt3mzve37YU1fwdfPUz4Mniyux1ZUlvMV7RvueUWHnvsMX79618zc+ZMwJz+ffvtt9PR0cEvf/nLuIeULgTazSlV7z1mLiuVlgcZheYvCosFMKCjCT6YC4074JhvmT000guSnVxERERE+rmjjjqKt99+mzPOOINf/vKX3H777fzkJz/BZrMlO5qIiIiIdFfQ98kSUCtg78fmajKOdBg8HXKHmtcvrVG+3/O3wtp/dF3E2N/m+ZAzBIafrv4ZfVTMhYy//vWv/PnPf+b888/ft23ixImUlpbyve99T4WMnhRogY2vQMM2SM+H1r3QXgeRkLnfkW4WNvKGmb88tg6H9CIVMkREREQkJYwePZpFixZx2mmnsXnzZs3uFhEREenNfI2w+Q3Y+Cr4mw/ct3MpeAfCxC9D8URwuKN4vjrzmma0Kt6G0qlmsUT6nJgLGfX19YwePfqg7aNHj6a+vj4uoSRKHc1Q+aE566Jx28H7g23QUGE2wCkYCTuWwuhzzBkbOkkUERERkSSaMmUKlk/ulgsGgzz55JMsXryYzMxMAFasiOGkVURERESSq6MZ1r8E6/7d9ZimnbDkj3DcNVB61OEbdO9835zhEa26zeaN3ipk9EkxFzImTZrEAw88wB/+8IcDtj/wwANMmjQpbsEkCvVboW6TWcQoHAMjzoCC0eDwmD/ke9fBplfNRuA1G6FwLDTuhKLxgAoZIiIiIpI8F154YbIjiIiIiEi81G81CxmHE/LByqcgZzBkFnc9LhyElsrYMhiG2T/48yJhs5ew1X744omkrJgLGXPmzOHcc8/ljTfeYPr06QAsWbKEnTt38vLLL8c9oBxCSyWEAnDWr82lpbYuhHfvM3tnONNg4DQ48UfmuEX3QnuN2SNDzb5FREREJMl+9rOfJTuCiIiIiMSDvxW2LDALCdFo22v2zzhUIQPLJ48YWT65edswzCX4m3bDjiXmTd82hzkTJHeYOWvDpmukvUnM360TTzyRjRs38uCDD7J+/XoALrroIr73ve8xYMCAuAeULkQiYLHBqbfC9ndh9dNmpXJ/NRtg9TMw5Rtw+i/gzV+B3aWGNyIiIiKSdM3NzYfcn5WV1UNJREREROSI+Fugak1sx+xYavazcHs732+zQ245bHsn+ue02s1+wSE/VH/0SaPwLcB+BZZt70DWABh9Lgw8DlwZseWWpOlW2WnAgAFq6p1swXYYMAXeexRW/LXrceEALH/M/Hjm9ZBV2jP5REREREQOITs7e1+PjP0ZhoHFYiEcDichlYiIiIjELBw0e/XGoqP54JuyP2/AZPj4n2Z/4GgUjIGMIqhcDUsfMq+fdqZ5Dyx/3Cx4DD3ZXNlGUl63Chmvvvoq2dnZTJs2jRdeeIEXXniBMWPG8L//+784HFpnrEdEQuaUqI//hTnN6jBTt1Y+AV/6K2QP7ol0IiIiIiKHNW/ePHJzc5MdQ0RERESOhNVqLulkRKI/xmbnsEtHeXJh8AzY8N8oMtjM/sGBNljxRNdFjE9FwuZKNvkjIX9E1LEleWIuZPz4xz9mzpw52Gw2fvSjH/HQQw9xyimncO+997Jnzx7uv//+ROSUg1hg02uQngeBFvOH71DFDCMCu1dA6dE9llBERERE5FBmzpxJYWFhsmOIiIiIyJGwucBbBo07oj8mezC40g89xuGB0V+AtjrY9V7X46w2GP8lKJ4A296GtproMoQDUPEWZA8Euzv67JIU1lgPePLJJ3n22Wd59913+fWvf81f/vIX/v73v/Pss8/y/PPPJyKjdCbsh5r1YPdAZolZ9bTYML+lls8eFpu5PlxWGdRuNH9ARURERERSwMcff8y6devYsWMHgYDep4qIiIj0Smm5Zr+JaFntMPTE6IoH6fkw9XKY+GXwDjxwn8UGhWNg2jUw4nQIdcCOZbFl373SXOZKUl7MMzKqq6s5/vjjKSkpwel0Mm7cOADGjBlDdXV13ANKFyIhc5ZFW435A213Q9tes7nO/vUpV6bZ5MbmNKdW2Z1JiywiIiIisr9TTz11X08Mq9XK6NGj+eY3v8mNN96Y7GgiIiIiEi2rDQYfZ86GaKk6/PiB0yC9KPrnT8+HsRfAkBOgaZd5PdRqN3sBZxSahRSA1hroaIwte0eTeZ1VUl7MhQzDMLDbzcPsdjtWq3nR3GKxYBiH6dMg8RMJQyhgTn3a+zG4s80pWUbErD5iMYsbFgu0135SoRwHkRjWqhMRERERSZCKigoMwyAYDNLc3MyePXt47733uPXWWwmFQvzwhz9MdkQRERERiVbmAJj2XVj6MLQe4mb3AVNg4iXg8cb2/Fa7WbTIOMSypBbMVWtiet6YFyySJOlWIWPkyJFYLBZaW1uZMmUKVqtVRYweZ4GsEvDVQ8EYqNsMLZXg8oLtk4br4RoItJvjsgeCtxTsruTGFhEREREBBg8efMDnU6dO5bzzzmPkyJHccccdKmSIiIiI9CYWC+SPhlk/NPtO7Hzvs4KGxQJ5I2DI8VA61ZxhkQh2jzlLo2ln9MdkDjBXspGUF3Mh4y9/+UsickjMDBh+Gmx8BTKKoGgcBNuhde8nfTCs5i+FwgJzeNMeOP54sDqSmlpERERE5FAuvfTSfcvXioiIiEgvYrWaN1NPvASGn24u8xQOmk273dnmElAWS+Je35UBw06CnUujP2bwDPDkJiySxE/MhYzLL788ETkkVlY7ONNh1Dmw/iWzwpmWB94yzHlUmOu7tVSavTHGXmD+stCMDBERERFJEY2NjcybN48tW7bwwx/+kNzcXNasWUNRUQxrJouIiIhIarE5ILPIfPS07EHmDd/VHx1+bEYRlB2t5aV6iZgLGTabjcrKSgoLD7EemSSeJxtaqs0ChWHAhpfNRjdtNZ8baIExF8CY88CTo2bfIiIiIpISPvzwQ0477TS8Xi/btm3jqquuIjc3l+eff54dO3bwxBNPJDuiiIiIiPQ2aXkw9QpY+hDUb+16XHoBHPsdyCjusWhyZGIuN6kXRopweGDgMbDhvzD6HDjntzDyLLOS6Mo0/xx5NpzzOxhxOtRuNgsZIiIiIiIpYPbs2VxxxRVs2rQJt9u9b/s555zD22+/ncRkIiIiItKrZQ+CGd83bwDPLDlwnzsbhp0KJ9wEhWM0G6MXiXlGBoAlkWuZSfSyB8PY82H5XLOhd/mJMPFS8wcwEoGWPbD7fbC64Nhvg9ub7MQiIiIiIgC8//77PPLIIwdtLy0tpaqqKgmJRERERKTPyCqBCV+C4aeaq9r4W8wbwzOLzZu9HZ5kJ5QYdauQUVzc9ZSbcDjc7TASI7sTyo4xK4kbX4X1/4GQDyw2MMKQVQqDjoOhJ5ozNEREREREUoTL5aK5ufmg7Rs3bqSgoCAJiURERESkT7E5zGuiui7aJ3SrkDFv3jxyc9XNPSXYXVA8HnIGQ3s9NO2CSNCcfZFVCp5csHXr2ywiIiIikjDnn38+d9xxB8899xxgzvresWMHP/rRj7j44otjeq677rqL559/nvXr1+PxeJgxYwa/+c1vGDVq1CGP+/vf/86tt97Ktm3bGDFiBL/5zW8455xzuv01iYiIiIhIYsS8CJjFYmHmzJmceOKJnT5icdddd3HMMceQmZlJYWEhF154IRs2bDjscX//+98ZPXo0brebCRMm8PLLL8f6ZfQ9rkyzmDFkJgw9CQZMgYxCFTFEREREJCXdfffdtLa2UlhYiM/n48QTT2T48OFkZmbyy1/+Mqbneuutt7j22mtZunQpr7/+OsFgkDPOOIO2trYuj1m8eDFf+cpX+Na3vsXKlSu58MILufDCC1m7du2RfmkiIiIiIhJnFiPG7t1Wq5WqqioKCwuP+MXPOussLr30Uo455hhCoRA/+clPWLt2LR9//DHp6emdHrN48WJmzZrFXXfdxRe+8AWefvppfvOb37BixQrGjx9/2Ndsbm7G6/XS1NREVlbWEX8NIiIiIiL9SbzfTy9atIgPP/yQ1tZWjjrqKE477bQjfs6amhoKCwt56623mDVrVqdjLrnkEtra2njppZf2bTvuuOOYPHkyDz/88GFfQ+cVIiIiIiLdF+v76Zhv11+wYEHclpV65ZVXDvh87ty5FBYW8sEHH3R5wvH73/+es846ix/+8IcA/OIXv+D111/ngQceiOqEQ0REREREUsfxxx/P8ccfH9fnbGpqAjjkecuSJUuYPXv2AdvOPPNMXnzxxU7H+/1+/H7/vs876+8hIiIiIiKJEfPSUm1tbcyfP/+g7a+++ir//e9/jyhMtCccn79L68wzz2TJkiWdjvf7/TQ3Nx/wEBERERGR5Pr8e/RPH5s3b8Zms5Gbm8uYMWNift5IJMINN9zAzJkzDzlju6qqiqKiAxs/FhUVUVVV1en4u+66C6/Xu+8xcODAmLOJiIiIiEj3xFzI+PGPf0w4HD5ou2EY/PjHP+52EJ1wiIiIiIj0H9nZ2eTk5Bz0GDlyJAD19fWsW7cu5ue99tprWbt2Lc8880xc89588800NTXte+zcuTOuzy8iIiIiIl2LeWmpTZs2MXbs2IO2jx49ms2bN3c7yKcnHIsWLer2c3Tm5ptvPmDKeHNzs4oZIiIihxLqgKDP/NjuBocnuXlEpM+aN2/eQbOx6+rq+NKXvtSt57vuuut46aWXePvttykrKzvk2OLiYqqrqw/YVl1dTXFxcafjXS4XLperW7lEREREROTIxFzI8Hq9bN26lSFDhhywffPmzV026D4cnXCIiIikgPZ6aK2Gireh5ZOZjun5UH4iZJVAWl5y84lInzNz5kwKCwsP2Pb59/rRMAyD66+/nhdeeIGFCxdSXl5+2GOmT5/O/PnzueGGG/Zte/3115k+fXrMry8iIiIiIokVcyHjggsu4IYbbuCFF15g2LBhgFnEuOmmmzj//PNjei6dcIiIiKSIxh2w8imoWgvG55aQ3LYICkbDlG9AbjlYLMnJKCJ9zscff0xdXR1ZWVkMGDAASzd/v1x77bU8/fTT/POf/yQzM3PfsrNerxePx5xVdtlll1FaWspdd90FwA9+8ANOPPFE7r77bs4991yeeeYZli9fzqOPPhqfL05EREREROIm5h4Zc+bMIT09ndGjR1NeXk55eTljxowhLy+P3/3udzE917XXXstTTz3F008/ve+Eo6qqCp/Pt2/MZZddxs0337zv8x/84Ae88sor3H333axfv57bb7+d5cuXc91118X6pYiIiAhA0y5Y8keoXH1wEQPAiMDej2HJ/dC4vefziUifdeqppzJ+/HgGDRpEWloap556KvPmzYv5eR566CGampo46aSTKCkp2fd49tln943ZsWMHlZWV+z6fMWMGTz/9NI8++iiTJk1i3rx5vPjii4fs1yciIiIiIslhMQzDiPUgwzB4/fXXWb16NR6Ph4kTJzJr1qzYX7yLO67+8pe/cMUVVwBw0kknMWTIEObOnbtv/9///nd++tOfsm3bNkaMGMGcOXM455xzonrN5uZmvF4vTU1NZGVlxZxZRESkTwn6YOWTsHl+dOMHTYdjvg2ujMTmEpGUFa/309u3m4VRv99PXV0dW7du5a233uLpp5/G5/MRDndSWE0hOq8QEREREem+WN9Pd6uQ8amOjg5cLle3p4Ang044RERE9tO8B974OXQ0Rjfe4YHT74DsQQmNJSKpK9Hvp99+++19NzMVFBSwbNmyuL9GPOi8QkRERESk+2J9Px3z0lKRSIRf/OIXlJaWkpGRQUVFBQC33norjz32WOyJRUREJHlqN0ZfxABzBkfl6oTFERE5/vjjqaioYMGCBfzjH/9IdhwREREREUkBMRcy7rzzTubOncucOXNwOp37to8fP54///nPcQ0nIiIiCeZrjP2Y9rq4xxCR/qeiooJNmzYdtH3Lli0YhsHgwYMpKytLQjIREREREUk1MRcynnjiCR599FG+9rWvYbPZ9m2fNGkS69evj2s4ERERSTCb8/BjPs/ujn8OEel3rrjiChYvXnzQ9mXLlu3rlyciIiIiIgLdKGTs3r2b4cOHH7Q9EokQDAbjEkpERER6SN4wsNoOP24fCxSMSVgcEek/Vq5cycyZMw/aftxxx7Fq1aqeDyQiIiIiIikr5kLG2LFjeeeddw7aPm/ePKZMmRKXUCIiItJDMgpjK0zkDQVvaeLyiEi/YbFYaGlpOWh7U1MT4XA4CYlERERERCRV2WM94LbbbuPyyy9n9+7dRCIRnn/+eTZs2MATTzzBSy+9lIiMIiIikiieHBh5JtRugrD/0GOtdhhxJqTl9Uw2EenTZs2axV133cXf/va3fUvWhsNh7rrrLo4//vgkpxMRERERkVQScyHjggsu4N///jd33HEH6enp3HbbbRx11FH8+9//5vTTT09ERhEREUmkovEw9TJY8SSEOjofY3PApK9A6VSwWHo2n4j0Sb/5zW+YNWsWo0aN4oQTTgDgnXfeobm5mTfffDPJ6UREREREJJVYDMMwkh2iJzU3N+P1emlqaiIrKyvZcURERFJDsAMaKmDrQti9AvzN5nZnOpRMgmGnQu5QcKYlNaaIJF8830/v2bOHBx54gNWrV+PxeJg4cSLXXXcdubm5cUqbODqvEBERERHpvljfT8c8I0NERET6IIcbCsdA9mAYewEE28EwzEKGywuu9GQnFJE+aMCAAfzqV79KdgwREREREUlxMRcycnJysBxiSYn6+vojCiQiIiJJ5EzTrAsRERERERERSSkxFzLuu+++fR8bhsE111zDHXfcQWFhYTxziYiIiIiIiIiIiIiIxF7IuPzyyw/4/Prrr+fiiy9m6NChcQslIiIiIiIiIiIiIiICYD2Sg0OhEMFgEJvNFq88IiIiIiIiIiIiIiIi+8Q8I+Nf//oXAD6fj3nz5uH1ehk0aFDcg4mIiIiISP9RWVnJunXrGDVqFKWlpcmOIyIiIiIiKSTmQsaFF14IgNvtZvz48bzwwguHbP4tIiIiIiJyKC+99BJf/OIXCQQCOJ1Onn76aS666KJkxxIRERERkRQR89JSkUiESCRCe3s77733HjNmzEhELhERERER6SfuvPNOrr/+elpbW/nVr37F7bffnuxIIiIiIiKSQo6oR4aIiIiIiMiR2rx5M9/85jdJS0vjW9/6Fps2bUp2JBERERERSSExLy11uCnezz//fLfDiIiIiIhI/+P3+3G5XIC5hG0gEEhyIhERERERSSUxFzJefPFFMjMzueCCC7DZbInIJCIiIiIifdzs2bP3fRwIBPjlL3+J1+slHA4nMZWIiIiIiKSimAsZr7/+OjfddBMffPABc+bM4dxzz01ELhERERER6cNWrly57+MZM2awdevWfZ/PmjUrGZFERERERCRFxVzIOPXUU1m5ciVz587lu9/9LqNHj+aee+5h4sSJicgnIiIiIiJ90IIFC5IdQUREREREeoluNfu2WCxceeWVbNq0iVmzZjFr1iy++c1vsmfPnnjnExERERGRPuib3/wmLS0tyY4hIiIiIiK9gMUwDCOWA/7whz8ctG3Pnj08+OCDACl/MtLc3IzX66WpqYmsrKxkxxERERER6VXi9X7aZrNRWVlJYWFhHNP1HJ1XiIiIiIh0X6zvp2NeWuree+/tdHt+fn6sTyUiIiIiIv2UYRhYLJZkxxARERERkV4g5kJGRUVFInKIiIiIiEg/8/3vfx+Px9Ppvscff7yH04iIiIiISKqKuZAhIiIiIiISD4ZhEONKtyIiIiLSm3Q0QXu9+QBIywFPLniykxpLep+YCxkXXXTRIfc///zz3Q4jIiIiIiL9g8Vi4Q9/+EOv7ZEhIiIiIofgb4W9H8GWN6H6IwgHze1WBxSNhWGnQNE4cGUmN6f0GjEXMl588UW+/OUvdzkFXERERERE5HA0E0NERESkj/K3wqbXYO08iIQP3BcJQuVqqFoL4y6EkWeB+/CNnkW6tbSU7pwSEREREZEjcfnll+vmKBEREZG+xjBg13uwZh4Y4UOMC8NHL4AnB4adClZrz2WUXinmfyEWiwWLxZKILCIiIiIi0k/cd999BIPBg7bX19fT3NychEQiIiIicsTa62Dz/EMXMT5lRMyxvvrE55JeL+ZChmEYnHrqqUybNo1TTjmFr3/969x9993s2rUrEflERERERKQPuvTSS3nmmWcO2v7cc89x6aWXJiGRiIiIiByx5kqo2xL9+IYKaNyRuDzSZ8RcyPjZz37GRRddxGmnnca4cePw+Xw88MADjB49miVLliQio4iIiIiI9DHLli3j5JNPPmj7SSedxLJly5KQSERERESOWP1WIMZeaPUxFD6k34q5R8bPfvazg7YZhsG3v/1tfvKTn7BgwYK4BBMRERERkb7L7/cTCoUO2h4MBvH5fElIJCIiIiJHLHLw0qGHFe7GMdLvxKWLisVi4ec//zlHH310PJ5ORERERCS+OpqhYTtUrjYfDdvB35LsVNELtEHjTtj5HmxbBFVroHUvRKJYezhFHXvssTz66KMHbX/44YeZOnVqEhKJiIiIyBFLL+iZY6TfiXlGxv4Mw5wmZLFYKCsr47e//W1cQomIiIiIxEWgDfaugy3zoeojCPvN7XYXFE2A4adAwWhwpic3Z1fCAXON4Y2vmQWYYNtn+7wDYdB0KD8BMgqTl7Gb7rzzTk477TRWr17NqaeeCsD8+fN5//33ee2115KcTkRERES6JX8kpOWZTb+j4c6GonEJjSR9Q7dmZDzxxBNMmDABj8eDx+Nh4sSJPPnkk/HOJiIiIiLSff4W2PgqLLoHdq/4rIgBEPLD7uXwzj2w+Q3wtyYvZ1fCQTP3O3fDjsUHFjEAmnbCmudg2aPQUpWcjEdg5syZLFmyhLKyMp577jn+/e9/M3z4cD788ENOOOGEZMcTERERke5Iy4GyY6IfX3Y0eHISl0f6jJhnZNxzzz3ceuutXHfddcycOROARYsWcfXVV1NbW8uNN94Y95AiIiIiIjGJRMxlmNbMA+MQyy9FQvDhs+adYOWzwGLpsYiH1bgD3v/z4ZfAql4Dq5+Fo68At7dHosXL5MmTefrpp5MdQ0RERETixe6GUWdDwzaoWX/osfkjYPS54PD0SDTp3WIuZNx///089NBDXHbZZfu2nX/++YwbN47bb79dhQwRERERST5fvTnT4lBFjE9FwubYovGQnpf4bNEIdcDWhdH38dj9Poz5Qq8rZITDYV588UXWrVsHwLhx4zj//POx2WxJTiYiIiIi3ZZZDNOuhjV/h90fmO9t92d3wYCjYMKXIGtAcjJKrxNzIaOyspIZM2YctH3GjBlUVlbGJZSIiIiIyBFp2g31FdGPr9sELZWpU8jwNZonfdEKB6HiHbNvht2ZsFjxtHnzZs4991x27drFqFGjALjrrrsYOHAg//nPfxg2bFiSE4qIiIhIt2WVwNFXwtjzYfsS8702BmSWmH3e0vPBlZnslNKLxNwjY/jw4Tz33HMHbX/22WcZMWJEXEKJiIiIiByRuo2AEf14wzCbaqeKQGv0DRI/1bQTgu2JyZMA3//+9xk6dCg7d+5kxYoVrFixgh07dlBeXs73v//9ZMcTERERkSPlyoScITDxy3Dc1TDtGph4CeSWq4ghMYt5RsbPf/5zLrnkEt5+++19PTLeffdd5s+f32mBQ0RERESkx4WDsR8TCcQ/R3cZkW4cEyam4k2SvfXWWyxdupTc3Nx92/Ly8vj1r3+97zxDRERERPoAqw2saclOIb1czIWMiy++mGXLlnHvvffy4osvAjBmzBjee+89pkyZEu980pmgD/ytgAEWK3iywRrzt1JERESk70oviP2YtG4ckyiONHPt4JA/+mPc2WBzJSxSvLlcLlpaDu4B0traitPZO5bHEhERERGRntGtq99Tp07lqaeeincWOZyOJmipMhs/1m2BcACcaTBgCgycBmn55uciIiIi/V3hWHBlgb85uvGeHCgYldhMsXB7oWgC7F4e/THls3rVe8EvfOELfOc73+Gxxx7j2GOPBWDZsmVcffXVnH/++UlOJyIiIiIiqSTmHhk7duzodHsoFOKnP/3pEQeSLrTVwKqnYf7PYcub0LjdbJJTtwXWzIPXfwZbFoD/4LvaRERERPqdtFwoOzr68WXHQFpO4vLEypUJw04xZ99GI28YZA9KbKY4+8Mf/sCwYcOYPn06brcbt9vNzJkzGT58OL///e+THU9ERERERFJIzIWM448/no0bNx6w7YMPPmDKlCn7lpqSOPM1wMqnzZkYkXDnY4LtsOopqHjHXHpKREREpD9zeGD0FyB32OHH5o+AUeeA3Z34XLEoGAljzgcshx7nyYEp34C0vB6JFS/Z2dn885//ZMOGDcybN4958+axYcMGXnjhBbxeb7LjiYiIiIhICom5kHHZZZdxwgknsGrVKoLBID/5yU844YQT+MIXvsCKFSsSkVFqNsCOxYcfZ0Tgo+ehvS7xmURERERSnbcUpn/PnG1hcxy83+aEgcfBtGsgq6Tn8x2OKxNGnwOTvtJ5zw+rDQrHwcwbzGKM5TAFjxQ1YsQIzjvvPM477zyGDx+e7DgiIiIiIpKCYu6Rceedd5KTk8NJJ51EaWkpFouFt956i2OOOSYR+aSjCbYuiH68vwV2LYfMEvPkVkRERKQ/85bBsVdBWy1sewdaqwELZBbDkOPNWQzuFL773+2F0WfDoGmw92OoXAORkLm9/HhIL0qtJbFi8M1vfvOQ+x9//PEeSiIiIiIiKccwIOQHI2zegNTZjUnSr3Sr2fdNN92E1+vl6quv5rnnnlMRI5ECbbB3fWzH7FlpNntMy01MJhEREZHexO01H9mDzZMhALsLbN16K9zzQgHzYbFB3lBzm8UOwQ4IB8zChrWXfC37mTt3LmVlZRx99NEYhpHsOCIiIiKSCkId0N4AlaugZr35XteVZd6ElFkMntxeOxNZjkzMZzx/+MMf9n08a9YsvvrVr3LzzTeTk2PeCfb9738/funE7IkR6ojtmKDPrFaKiIiIyGds9t5TvPhUWx2s+xc07YbcckjPN4sWIR9sW2QuKTrqHCiZkHo9Pg7j3nvv5U9/+hNbt27lqquu4hvf+AZZWVnJjiUiIiIiyeJrgE1vwJb55sf727oQ8kfCpEshb0Tve18vR8xixHj7U3l5eddPZrGwdevWIw6VSM3NzXi9XpqamnrHiVLTbvjvjyASjP6YvBFwwo29ruGjiIiIiOzH1wAbXwGXF1qrYONrsPcjCIfAk23elTb0JHMp0vyRMGByj8zMiPf76XfffZdHH32U//znP5x33nn8+Mc/ZtSoUXFImli97rxCREREJJV1NMHaF2Djfw89zpMDM74PhWM0M+NIGAaEg+aSXUn6e4z1/XTMZzoVFRXdCibd5PBA3jBzKlW0CkaZU65EREREpPeq32qeqC19CLYvPnBfey3UbYYPn4PjrjHHtdVBZlFysh6BmTNnMnPmTP72t79x9dVXM3bsWH74wx8mO5aIiIiI9KS968ybeA7H1wCrnoLjZ5uzlSV6kQj46qFpJ+xcDuEOsLnNfnxZA8yb4lO4OGRNdgA5jLRcKD8h+vE2l3l3nhrgiIiIiPRevibzDqlFvz+4iLG/YDssus888fPV91i8eKmsrOTOO++kvLycBx98kPvvv5/rr78+5ud5++23Oe+88xgwYAAWi4UXX3zxkOMXLlyIxWI56FFVVdXNr0REREREuq2jCba8CUS5cFDdVvNivEQv6INd78Hbv4OFv4Ytb5hL1W55Axb8ChbdC7uWm334UlRSCxk64YhSySRzlkU0RpwK6QWJzSMiIiIiiRXqME8sdi8//FgjDMsfB3+r+eglLrzwQiZPnkxtbS3/+c9/WLRoEZdddhlud+y9Ptra2pg0aRIPPvhgTMdt2LCBysrKfY/CwsKYX1tEREREjpCvCao/juEAAyreNm/qkcML+WHne7Dkj9DQ2WpLhjnbe8kDsGeFeUNVCkpqV5RPTzi++c1vctFFF0V93IYNGw5YN6vPn3CkF8AxV8H7fz7EElMWGHEajD4PXBk9Gk9ERERE4izYDhtfjX58a7V50pE/InGZ4uxf//oXaWlp/PWvf+WJJ544aH99ffQzTM4++2zOPvvsmDMUFhaSnZ0d1Vi/34/f79/3eXNzc8yvJyIiIiKdCLbG1h8YoKMZQgFwpCUmU1/SWg0rn4Sw/9DjQh3wwV8hezB4S3smWwySWsjQCUcMsgfCjOuh+iOz4li/1ayOOdOgcCwMOxlyhoDbm+ykIiIiInKkQn6oXB3bMbuWw9gLEpMnAf7yl78kOwKTJ0/G7/czfvx4br/9dmbOnNnl2Lvuuouf//znPZhOREREpJ+wdOMStdUGFnVNOKxwCHYsBX9LdOM7Gs1Z4ZklYE2tv9+kFjK6q9+ecKTnw9AToXii2YwlEgGbHRzpmoUhIiIi0pdEguBwm2vZRsti6VUnc5dffnnSXrukpISHH36Yo48+Gr/fz5///GdOOukkli1bxlFHHdXpMTfffDOzZ8/e93lzczMDBw7sqcgiIiIifZc7Ezw5ZiPvaGUPBocncZn6io5G2PV+bMfsWAaDZ6ZcM/VuFTLeeecdHnnkEbZs2cK8efMoLS3lySefpLy8nOOPPz7eGffRCccn0nKSnUBEREREEsmRBulF0LgtuvFWG2QUgd2Z0FjxdLiZ0vsvJRtvo0aNYtSoz3rQzZgxgy1btnDvvffy5JNPdnqMy+XC5XIlLJOIiIhIv+XJgbKjYdPr0Y23u2DITLA5EpurL4iEwdcY2zEdjWYfvhQTcyHjH//4B9/4xjf42te+xsqVK/ct29TU1MSvfvUrXn755biH/JROOERERESkX3BlweAZ0FplrlV7OBnFMPBYcPWeZUazs7OxWCwHbTcMA4vFQjjcsydPxx57LIsWLerR1xQRERERwO6GoSeZMwH8UbQFGDQD0vISHqvPiHXWtsUKRmKiHImYCxl33nknDz/8MJdddhnPPPPMvu0zZ87kzjvvjGu4aOiEQ0RERET6nPR8GH4KVH0IdZsPXczIKIKi8TDgKHN5qV5i6NCh7N27lx//+MeHXCq2p6xatYqSkpJkxxARERHpn7IHw7FXwXuPHrqfQ+lUGH8RuDJ7LltvZnNAZpE5yyJaGcUpOdM75kLGhg0bmDVr1kHbvV4vjY2N8cgUE51wiIiIiEifY7HAoOkwcAlY7dBeB+21n/XMsFjB7YX0AvPPyV9JuTVsD2fdunXcf//9/PKXv2TlypXMmTOH8vLybj1Xa2srmzdv3vd5RUUFq1atIjc3l0GDBnHzzTeze/dunnjiCQDuu+8+ysvLGTduHB0dHfz5z3/mzTff5LXXXovL1yYiIiIiMbI5YMAUmPVD2PwG7Fm5X0HDArlDzeWkBk7rde97k8qTA0NOgJoN0R8z9ETzuBQTcyGjuLiYzZs3M2TIkAO2L1q0iKFDh8b0XDrhEBERERHpQkYhzLjOvCttxzLzhC0SBiNiFjfALGIc9Q0on2WuFdyLOBwOZs+ezRVXXMEdd9zBxIkT+c53vsOtt95KdnZ2TM+1fPlyTj755H2ff9oj7/LLL2fu3LlUVlayY8eOffsDgQA33XQTu3fvJi0tjYkTJ/LGG28c8BwiIiIi0sNsDigYBd6BMPZCaNsL4aC57Gp6PnhywRrjMkn9ncUCxRMgqxSadx9+fM4Q83uQgiyGYcS04tVdd93FU089xeOPP87pp5/Oyy+/zPbt27nxxhu59dZbuf7666N+roULF3Z6svDpCccVV1zBtm3bWLhwIQBz5szh0UcfPeCE47bbbovphKO5uRmv10tTU1NCGwiKiIiIiMRFWx00bIWNr0H9NjCC5lT60mOg/ARzaSlnWo/FSdT76c2bN/OjH/2It956i5/+9KfccMMNcXvuRNB5hYiIiIj0CoZhzshY+kdore56XGYJTL8W8kf0SKxY30/HXMgwDINf/epX3HXXXbS3twNmQ+3//d//5Re/+EX3UvcgnXCIiIiISK/U0WwuLWUBsIIn27xrrYfF6/30lClTDmr2bRgGmzdvpr29vcebfcdK5xUiIiIi0mtEItC0w7w5avcHB/bM8ORA2dEw4gxzNkwP9d2L9f10zEtLWSwWbrnlFn74wx+yefNmWltbGTt2LBkZGd0KLCIiIiIiUXBnmY8+4sILL0x2BBERERGR/sFqNZeNOuobMOYL0LQTAj5zZrd3IKTlgN2d7JSHFHMh41M7duxg586dzJo1C4/Hg2EYB91RJSIiIiIicRLsgEAb8EmPDHd2j90tlQg/+9nPkh1BRERERKR/cXjMR9aAZCeJWcyFjLq6Or785S+zYMECLBYLmzZtYujQoXzrW98iJyeHu+++OxE5RURERET6J1+TuZbt1oXQsA0iIXBmwMBjoGQypOWB3ZnkkN33wQcfsG7dOgDGjRvHlClTkpxIRERERERSTcyFjBtvvBGHw8GOHTsYM2bMvu2XXHIJs2fPViFDRERERCReWqvhw+dgxxKIfK5nxN6PzPVsJ38Vyo4x76zqRfbu3cull17KwoULyc7OBqCxsZGTTz6ZZ555hoKCguQGFBERERGRlGGN9YDXXnuN3/zmN5SVlR2wfcSIEWzfvj1uwUREREQkhXQ0Q3sdtNdDyJ/sNP1DWx188ARsW3RwEeNTvgZ470+wazmEgj2b7whdf/31tLS08NFHH1FfX099fT1r166lubmZ73//+8mOJyIiIiIiKSTmGRltbW2kpaUdtL2+vh6XyxWXUCIiIiKSAiIh82J67UbY/i74W8Bqg+zBUH4iZBSA25vslH1X1WrYvfzw48IBc9ZG/kjILEp8rjh55ZVXeOONNw6Y5T127FgefPBBzjjjjCQmExERERGRVBNzIeOEE07giSee4Be/+AUAFouFSCTCnDlzOPnkk+MeUERERESSIOSHqg9h5f9BS+WB+2o2wJYFMGgaTPhyr7p43mu018PWt6Mf37YXatb3qu9FJBLB4XActN3hcBCJRJKQSEREREREUlXMhYw5c+Zw6qmnsnz5cgKBAP/v//2/fdPB33333URkFBEREZGeFAlD9VpY8hAE27oYEzSXPAq0wTHfhvT8ns3Y1/lbzJkwAFggdygUTzB7YljtEOowG39XrgZ/szls51IonQqujGSljskpp5zCD37wA/72t78xYMAAAHbv3s2NN97IqaeemuR0IiIiIiKSSmIuZIwfP56NGzfywAMPkJmZSWtrKxdddBHXXnstJSUlicgoIiIiIj2pvR5WP9t1EWN/e1aa/RlGngkWS+Kz9RehDjDCkFkCI88yl/naPB9q10M4CO5sGDwDjvoG1G+FTa9BwGfu6yUeeOABzj//fIYMGcLAgQMB2LlzJ+PHj+epp55KcjoREREREUklMRcyALxeL7fccku8s4iIiIhIKmjcbj6itW0RlB0D6XmJy9Tf2JzgHQhjvgCrnzGX8jI+1/C7cpU5Q+O4a2DcReYMDqs1KXG7Y+DAgaxYsYI33niD9evXAzBmzBhOO+20JCcTEREREZFU061CRmeCwSCjRo0CwOVysW7dung9tYiIiIj0lKDPbOwdi/rN4GtQISOenBkw/mJ47xGzUNQVXwO8/TuY9f9gxBnmcb3EE088wSWXXMLpp5/O6aefnuw4IiIiIiKSwmIuZOTk5GDpYtmApqYm6uvru9wvIiIiIikuEjL7XsTCMKJbhkqi58mBpp2HLmJ8KhyAFU/Al/4CVlvis8XJlVdeyVlnnUVhYWGyo4iIiIiISIqLuZBx3333dbo9EAhw9dVX4/V6jzSTiIiIiCSLxQpWR+zH2bpxjHTN3wS7PwC72+yXcTiRANRsgJzBic8WJ4ZhJDuCiIiIiIj0EjEXMi6//PJOt/v9fq6++uojDiQiIiIiSeRIg8KxsHt59Mek5YMnN3GZ+iN/i9mnJGcINGyHkK/rsRmFkF4Ie1bA4OngyuyxmEfqueeeIysrq9N9l112WQ+nERERERGRVBW3HhkiIiIi0gdYLFA6Bdb9Ezqaojum7BhzKSSJn5DfXLLLmQZ5w6CjEdobINgOGGC1mwWLtDxwpIPNDsEOCIeSnTwmc+bMwWY7eDksi8WiQoaIiIiIiOwTcyHjjjvu6HR7KNS7TppEREREpAueHLNx9Jq/H35sWj4MOwnsroTH6ldszk8+sJh/t+mF5vclEgGMT5YAs5kFjU/Znb2qRwbA8uXL1SNDREREREQOK+ZCxgsvvNDpdq1xKyIiItJHODww/DTz7v8NL5szAzqTXgDTvgvegT2brz9wZkD2YHN5KTBnyticcKg6RdF48zgREREREZE+JuZCxsqVKzvd3tHRQXp6+hEHEhEREZEU4MmGsRdA0TjYsgCq1nzWdDqrFAZOg8EzzI+t1qRG7ZPScmHQ9M8KGYfjyoLSqb3qezF48OBOl5USERERERH5vLj1yLBYLPF6KhERERFJBW6veXE8byQEWsy+DVYb2N1mc2+b2q0ljNUGg4+DnUuhYdtn2w2DfUtL7W/U2WbxoxepqKhIdgQREREREeklYr5lq7m5udNHU1OUzSBFREREpHdxZ0LWAMgth+xBkFGoIkZPyCyBaVdDzlCziNReD407oGE7NO2CQJtZ2Bj3PzDsVHNJsF7gzTffZOzYsTQ3Nx+0r6mpiXHjxvHOO+8kIZmIiIiIiKSqmM9As7OzO519YRiGZmWIiHRHoB0CrRAJm3fYOtzmXdAi0juFOqCjBYgAFnBl9poLzJKC0gth6uWwcxlsfAXaayESMvtlFI6FUedA/nBw9Z7eGPfddx9XXXUVWVlZB+3zer1897vf5Z577uGEE05IQjoREREREUlFMRcyFixYkIgcIiL9T0ezeUft1gVQ/ZHZVNfqMO94Hnoy5I+E9LxkpxSRaPlboKUKKt6Cvesg2AF2FxSMgqEnQWaxipQSG38LbPiv2XC9aBwc9Q1wZ3/WfL1hm7lvTRvM/L75/0YvuLFo9erV/OY3v+ly/xlnnMHvfve7HkwkIiIiIiKpLuZCxoknnpiIHCIi/Ut7A6z/F2x4BYzIfjt8ULnafBRNgKOvBG9pz+UyDPC3ghECqx2cGb3iophI0rU3wPqXYOOrEAkeuK95t1ncGHoSjL8Y0lSgPEAkApEAWGxgcyQ7TWqp2wwfvQhGGHYtNx8Wm/n7Oew/cOzKp2DmDyA9PylRY1FdXY3D0fX32m63U1NT04OJREREREQk1UVVyGhpaSEzM3Pf59XV1Tz44IN8/PHHWCwWxo0bxzXXXENRUVHCgoqI9Bn+Vtj4X1j/8qHHVa+B9x+D6d9L/IWpUAB8dVD1Eez54JM7yZ1QPBEGTDGb+jrcic0g0lv5W8wixvqXuh4TCcPm+eZF+0lfAY9mZuBrgNa9sP1d6GgyL84XjoGi8eDJMWez9Gf+Ftj8plnE2J8RhnD44PG1m8xZfr2gkFFaWsratWsZPnx4p/s//PBDSkpKejiViIiIiIikssM2+w6FQhQXF1NZWQnAu+++y/Dhw3n22WfJzMwkIyODv/3tb4wYMYKlS5cmPLCISK/XXmvetR2NvR9B1ZrE5gm0wra3Yf4v4P0/we4VsPdj2LMKVjwBb/wcNr9hLoUlIgdrqYr+Z7piITTtSGiclBcJQ81GWPwgzP+5+Xe3YylsWwTv/QnevNNcLsnXmOykydXRDFUfxnCAYc78CbQnLFK8nHPOOdx66610dHQctM/n8/Gzn/2ML3zhC0lIJiIiIiIiqeqwMzLsdjsulwufzwfA//7v//L1r3+dP/7xj/uaexuGwTXXXMNNN93Eu+++m9jEIiK9WTgI2xabzYC7YrGZfTJcGeZST7WboWQSpOXGP0/QB9vehRV/NS8udqajEVY9ZWYfcXqvaigrknChDvPi8eeXk+qKYcCWNyF3KDjTE5stFRmGOXNg8R+gva7zMW01sPoZc/ba2AvAfXBD6H4h2Hbo/ys642v4ZMmptIREipef/vSnPP/884wcOZLrrruOUaNGAbB+/XoefPBBwuEwt9xyS5JTioiIiIhIKolqaamCggJaWloAWLVqFXPnzt1XxACwWCzccMMNTJkyJTEpRUT6Cn8z1Hzc+T5HGpRONZdW6WiClkrAAlnFZiNwIyf+/SraamD1s10XMT5lGLD2H1A8Hlwj4ptBpDfraDEbe8eiZoM5E6o/FjLa62DV/3VdxNjfhv9AwUgYOC3xuVKR5bATp7s4JvX7GhUVFbF48WKuueYabr75ZoxPmpdbLBbOPPNMHnzwQS1ZKyIiIiIiB4iqkDF9+nSeffZZJk2aRFFREdu2bdt359SnKioqyMrqp3fMiYhEy4iY/Sg+Ly0Pxl1oXuBcdI/55z4WGHMejDwLBk0Dd5zW1g+HzOVcgm3RjY8EzTvPsweCXf0yREyG2VMmFsEOszjYHzXvMWdkROPT2SsFo+P3e683caabvUJ8DdEfk1UKDk/iMsXR4MGDefnll2loaGDz5s0YhsGIESPIyclJdjQREREREUlBURUybrjhBk444QRGjBjBV77yFb797W/zu9/9jhkzZgBm34wf/vCHfPnLX05oWBGRXs9iO7hptjMDxv2PuU78xy92cowF6rfA8sehteqTpVbicFGvo9HshxGLyg9hTDNkqJAhYrKA3RnbIXZn/GdX9Qbt9Wa/naDP/PqtNrPB96FUf2zOUOuPhQx3DpQeZTaJj4bVAeWzel2T9JycHI455phkxxARERERkRQXVSFj8uTJ/Pvf/+Y73/kO27dvJxgM8pWvfGXf8lI2m42rrrqKOXPmJDSsiEiv5/ZC8aQDZ1wMOg6qVndexACz0GGxAQasfxnSi8xeFdZuLDuyPyNsLm8TC3+rOatEREyuDMgfZc40iFbeCHMpuf6irQaqPoJIyCyG7v3YLGI4MyA93/y7sDk6PzYcMH/v9EcONww92Zw5F4hi5lzpUZBekPhcIiIiIiIiSRBVIQPgpJNOYuPGjaxfv56amhoiEfNCVk5ODsOGDSM9vR+u8ywiEiurDQYea679HmgDmxPyR8L8O7o+Jj1/v4t8BlQshLKp5vYj8skd0bGw2ugN66+L9BiHB4aeCBVvm8XBaAw7GVyZic2VKhp3wft/hpp15swziwUwzKJGR6P5SMuHrBLz92FnYv091ZdkD4ajvwXvP3boZQALxsCkS8GT3WPRREREREREelLUhYxPjR49mtGjR1NbWwtAfv6RXkgTEeln0vJg7IWw+mkoGAWN281HZ9zZBzcErq+Apt1HXshwpIF3ELRURX9M9qDYl9ER6euyBpjFjC1vHn7swOMgpzzxmVJBaw28/yeoWW9+3tEMuUNh2zsHjmuvNQscWQMOXmrK7e0/RZ/O2J1QdrT597DxVaj6EEL79WTJLDGboQ87BTLVHFtERERERPqumAoZjY2N3HLLLTz77LM0NJiNB3Nycrj00ku58847yc7OTkRGEZG+xZkGQ08yl2hqqYaGzooYFvPO2qzSTu5SNqB5FwyYdGQ5XBkw/BTY9V70xww90Ww+KyKfcXth/BfN5tQVC7tu5D3wOJjyNUjrJz9D1Ws+K2IAVK2B8f8Da54z+2Tsr73OLPI6P/fWtHSqfufYXVA8HnIGm31GmnaZS265veAtBU8e2GK+N0lERERERKRXifqsp76+nunTp7N7926+9rWvMWbMGAA+/vhj5s6dy/z581m8eDE5Of38ZFNEJBruLBhxhrlUyMqnzeVpImGwWM2ZEun5YHd3vW58vPpUZA+CkklQufrwY/NGmMuXiMjB0vNg0ldg8ExzZkbNevPOebvL/NkZdrI5E6O/FDHa683ltvbXthd8jTD8DFj3zwP3GRHzGIfH/D0IZg+NoSeb28ScmeLKNAsaIiIiIiIi/UzUhYw77rgDp9PJli1bKCoqOmjfGWecwR133MG9994b95AiIn2SM818FI2DvOGf3cVttR9+TfiM4vhkSMuDoy43l3/Zu67rcblD4dhvQ4YayYp0yeMFzwTIG2r2wDEi5pJJjrT+tzxSqAPqth68fcsCmHAx+Bpg2+cKHYE2s3eGzWkuqXf0NyFnSI/EFRERERERkdRmjXbgiy++yO9+97uDihgAxcXFzJkzhxdeeCGu4URE+oWicZBRZN65bXcdvoiRVRrfO3K9pXDc98yCRt4wDmjmnT0YJn0VZv5AFxRFouVMh4xCyCw2f7b7WxEDzCJOJHjw9ra9sO7fcNQ3YPp1UDD6wGPsaTBoOpxwk9kbQj15REREREREhBhmZFRWVjJu3Lgu948fP56qqhgaxoqIiCktBwYdBxv+G934ITMhLTe+GTIKYdTZMPBY8Ld8tiSOM9OctWGNuu4tImIWZB0ec5bF5zXtglX/ByWT4fgbIdhuztBwZZrb0gvMHj4iIiIiIiIin4i6kJGfn8+2bdsoKyvrdH9FRQW5uXG+sCYi0h/Y3TDqHGjec/heFYNmmI3CrQlo7GqxmL050vPj/9wi0r84M8yeOruXd77f3wLb3oHti81ZYQ4PlJ9k9u053Kw0ERERERER6XeivsX2zDPP5JZbbiEQCBy0z+/3c+utt3LWWWfFNZyISL+RUQjHfBtGngmeTpoBpxfA2AtgytfNGRIiIqnMlWk2OD8cIwyNO8xZGvkjVMQQERERERGRTsXU7Pvoo49mxIgRXHvttYwePRrDMFi3bh1//OMf8fv9PPnkk4nMKiLSt2UUmv0oRp4F1WvNC3sAOeVQOMYscNhdyc0oIhKtvOFQfiJUvHXocRYrjLsY0lWkFRERERERkc5FXcgoKytjyZIlfO973+Pmm2/GMAwALBYLp59+Og888AADBw5MWFARkX7B4QbHAMgakOwkIiJHxpMNE79sLoVX8Xbnzb+d6WYRY+gscKT1eEQRERERERHpHWJaZL28vJz//ve/NDQ0sGnTJgCGDx+u3hgiIiIicrD0fJh0qbnMVMXbULsJwgFwpkHJFBh4rDnG4Ul2UhEREREREUlh3eoWm5OTw7HHHhvvLCIiIiLS17izzEf2QLPJt4G5nJQnWz0xREREREREJCrdKmSIiIiIiMTE7jYfIiIiIiIiIjGyJjuAiIiIiIiIiIiIiIhIV1TIEBERERERERERERGRlKVChoiIiIiIiIiIiIiIpCwVMkREREREREREREREJGWpkCEiIiIiIiIiIiIiIilLhQwREREREREREREREUlZKmSIiIiIiIiIiIiIiEjKSmoh4+233+a8885jwIABWCwWXnzxxcMes3DhQo466ihcLhfDhw9n7ty5Cc8pIiIiIiKpS+cVIiIiIiJ9W1ILGW1tbUyaNIkHH3wwqvEVFRWce+65nHzyyaxatYobbriBb3/727z66qsJTioiIiIiIqlK5xUiIiIiIn2bPZkvfvbZZ3P22WdHPf7hhx+mvLycu+++G4AxY8awaNEi7r33Xs4888xExRQRERERkRTWE+cVfr8fv9+/7/Pm5uYjCy0iIiIiIlHrVT0ylixZwmmnnXbAtjPPPJMlS5Z0eYzf76e5ufmAh4iIiIiI9F/dOa+466678Hq9+x4DBw5MdEwREREREflErypkVFVVUVRUdMC2oqIimpub8fl8nR6jEw4REREREdlfd84rbr75ZpqamvY9du7c2RNRRURERESEXlbI6A6dcIiIiIiIyJFyuVxkZWUd8BARERERkZ6R1B4ZsSouLqa6uvqAbdXV1WRlZeHxeDo9xuVy4XK5eiKeiIiIiIj0At05rxARERERkeTpVTMypk+fzvz58w/Y9vrrrzN9+vQkJRIRERERkd5G5xUiIiIiIr1LUgsZra2trFq1ilWrVgFQUVHBqlWr2LFjB2AuC3XZZZftG3/11VezdetW/t//+3+sX7+eP/7xjzz33HPceOONyYgvIiIiIiIpQOcVIiIiIiJ9W1ILGcuXL2fKlClMmTIFgNmzZzNlyhRuu+02ACorK/edfACUl5fzn//8h9dff51JkyZx99138+c//5kzzzwzKflFRERERCT5dF4hIiIiItK3WQzDMJIdoic1Nzfj9XppampSgz4RERERkRjp/bRJfw8iIiIiIt0X6/vpXtUjQ0RERERERERERERE+hcVMkREREREREREREREJGWpkCEiIiIiIiIiIiIiIilLhQwREREREREREREREUlZKmSIiIiIiIiIiIiIiEjKUiFDRERERERERERERERSlgoZIiIiIiIiIiIiIiKSslTIEBERERERERERERGRlKVChoiIiIiIiIiIiIiIpCwVMkREREREREREREREJGWpkCEiIiIiIiIiIiIiIilLhQwREREREREREREREUlZKmSIiIiIiIiIiIiIiEjKUiFDRERERERERERERERSlgoZIiIiIiIiIiIiIiKSslTIEBERERERERERERGRlKVChoiIiIiIiIiIiIiIpCwVMkREREREREREREREJGWpkCEiIiIiIiIiIiIiIilLhQwREREREREREREREUlZKmSIiIiIiIiIiIiIiEjKUiFDRERERERERERERERSlgoZIiIiIiIiIiIiIiKSslTIEBERERERERERERGRlGVPdgAREekdwuEwwWAw2TESwuFwYLPZkh1DREREREREREQ6oUKGiIgckmEYVFVV0djYmOwoCZWdnU1xcTEWiyXZUUREREREREREZD8qZIiIyCF9WsQoLCwkLS2tz13oNwyD9vZ29u7dC0BJSUmSE4mIiIiIiIiIyP5UyBARkS6Fw+F9RYy8vLxkx0kYj8cDwN69eyksLNQyUyIiIiIiIiIiKUTNvkVEpEuf9sRIS0tLcpLE+/Rr7Kt9QEREREREREREeisVMkRE5LD62nJSnekPX6OIiIiIiIiISG+kpaVERCThfIEQrf7wvs8zXDY8Tv0XJCIiIiIiIiIih6erSCIikjDNviCVTT7e2VTLpupWAqEwTruNEUUZnDAinxKvhyyPI9kxRUR6h0gEQj7zT7sD7O5kJxIREREREekRKmSIiEhC1LX5+feqPby7uZaIsf+eELWtfpZtrWPm8HzOnzyA3HRXQjI8+OCD/Pa3v6WqqopJkyZx//33c+yxxybktUREEibog/Z62LMCatZDJATOTBhyPHjLwJMLVq0YKyIiIiIifZcKGb1dRxO010HjLvOkNi0HskohLRes+vaKSHI0+4L8e9Ue3tlU2+WYiAHvbKrFYoH/mVIW95kZzz77LLNnz+bhhx9m2rRp3HfffZx55pls2LCBwsLCuL6WiEjCtDfApldh83zwNx+4b9siyB0Kky6BwrFg0ww3ERERERHpm3Slu7cKtMPedbDpNdj7EYSDn+3LKoXBM6D8RMgoSF5GEem39jT5eHdz10WM/S3aVMtxQ/PiXsi45557uOqqq7jyyisBePjhh/nPf/7D448/zo9//OO4vpaISEL4muCjF8xCRqcMqN8Ci++HGddD0Xiw2no0ooiIiIiISE/QHPTeKOiD7e/Cu7+HylUHFjEAmnfDmr/D+49Ba3VSIopI/+ULhHhn4+eXk+rapzMzfIFQ3DIEAgE++OADTjvttH3brFYrp512GkuWLInb64iIJFTNJzetHI6/BVb+n7n8lIiIiIiISB+kQkZvVLsZVj4JYf+hx1WuhLUvgL+1Z3KJiACt/jCb98b2e2fz3lZa/eG4ZaitrSUcDlNUVHTA9qKiIqqqquL2OiIiCdPRBFsXAFFWhRu3Q0NFQiOJiIiIiPSoQDs07Ya9681H0y5d5+zHtLRUb+Nvhc1vQOgwRYxP7VwKo88BV0Zic4mI7CcQiq0o4Q+FifpinYhIf9DRDNUfxXbMtnegaBw40xOTSURERESkJwR9UL8VtrwJe1ZB4JPihd0DxRNg+CmQN0LXO/sZFTJ6G18DVK2OfnzQB9uXmH0ztGayiPQQp90GRL9UlMtuAyxxe/38/HxsNhvV1Qcur1ddXU1xcXHcXkdEJGGCvoOXDz2cjhYIBwAVMkRERESklwr6YNsiczWaz9/IHfLBrvdgzwqY8CUYflpqFjMCbRAJgcUOzjSwxO96R3+mpaV6m/Z68wc6Fk07INSRmDwiIp+T4bIxoii2NxLDCzPIcMWv2Op0Opk6dSrz58/fty0SiTB//nymT58et9cREUmY7tyAYrWht/ciIiIi0qtVrYEVnRQx9hcJwYfPwc5lEIn0XLZDCQfNXsUV78Cyh2HxA7D0j2bPu+bK6FfXkS5pRkav040fTsPQii0i0mM8TjvHj8hn2da6qBp+Wy1wwoh8PM74/pc0e/ZsLr/8co4++miOPfZY7rvvPtra2rjyyivj+joiIgnhzID0Amirif6Y3HLzji8RERERkd7I1wgbXzt8X2AAI2wWCUommu+bkynQDruXw9p/QMvn+nLuXg5peTDqHCifBe6s5GTsA1TI6G3cXrDazcpjtNJywe5MXCYRkc8Z4PUwc3g+72yqPezY40cUUOL1xD3DJZdcQk1NDbfddhtVVVVMnjyZV1555aAG4CIiKcmTAwOPgfUvRzfe5oLBM8HmSGwuEREREZFEad0LNeuiH9+wDRp3JLeQEfKbM0PefwwiXSwN214Hq/7PnLUx8gz1tOsmzT3vbTy5UDAm+vFWOwyZpZNaEelRWR4H508ewKyR+Vi7WArSaoFZI/M5b1IJWZ7E/I667rrr2L59O36/n2XLljFt2rSEvI6ISNzZnVB+olnQiMbgGZCen9hMIiIiIiKJ1FAR283bAHtjKHwkQlsNrHq66yLGp4yIOWOjaXfP5OqDNCMjiULBMIGOMBgGFosFp8eOzX6Y2pInG4adBHvXmktGHU7ROMgojEdcEZGY5Ka7+J8pZRw3NI93NtWyeW8r/lAYl93G8MIMThiRT4nXk7AihohIr+ctg2O/C+89Ar6GrseVHQPjLwJXZs9lExERERGJt3CgZ46Jl0gEdi0Hf3OU44NQsRCyB4HDndBofZEKGUkQ6AjR1hRg1/p6GirbCAcj2BxW8soyKBuZgyfLidN9iG9N8QQYdfbhlxrIKoVJXzGLHyIiSZDlcZDlcTAoN41WfxizYY+FDJct7j0xRET6HKvdfN8364ewdYF5kvRpQcNigbzhMOQEKD0a0vOSm1VERERE5EhFOxt5f2lJnJXsa4Bd78d2TOWHMLZZhYxu0FWkHuZrDbB1RQ07Pq4jEj5wRkVLXQc7PqqjfFIBQybk407v4i5ltxfGXAAuL2x5E1qrD9xvd0HxRJjwRcgenKCvREQkeh6nXYULEZHusNkhbxh4S2HUueb6upGQua6uJ9fshWbpYg0/EREREZHeJHeY2Ri7vS668Q4PDJic0EiHZIQh0BrbMf7m2JfPEkCFjB7l9wXZ/MFedqzt+ocxEjLY8sFeMGDolIKuZ2Z4smH0uTBoOtSsNx+RkFmFHHis+UPvzkrMFyIiIiIiPcvuhqwS8yEiIiIi0hel5ULZ0bDx1ejGl0w2b+5JJosttvFWO1jUtro7VMjoQS11fnZ+FF1FsWJ1DcVDvYdeYsrmgMwi81E+CyJh8649ERERERERERERkd7E7oKRZ0PdFqjbfOixWaUw7kJwZfRItE450sA7EJpjaODtLQObM3GZ+jCVf3pI0B9i57r6qPpzA0TCBrs21BMKhqM7wGJREUNERERERERERER6r6wSOO4ac2aGtZNl9y1WKJoAM65P/pL6rgwYdjIQw1KvQ2Z1rxeIaEZGTwn4wzRUxrZmWt2uVgK+MHZHjFOURERERERERERERHojbxkccxW01UDF29BSCQaQngdDT4SMYnMZqlSQPQhKJkLl6ijGDoaSCepx100qZPQUA0KBSEyHhIIRop7CISIiIiIiIiIiItIXeLLNR/ZgCPnMQobDZfaOSyVpuXDU5fDeo2YP4654B8K070JGUc9l62O0tFQPstpjq7bZ7NaYZiaJiKSsQDu07oXWavPPQHuyE4mISB/04IMPMmTIENxuN9OmTeO9997rcuzcuXOxWCwHPNzuFDsxFhEREenv7E5we8HjTb0ixqe8pTD9ezD5a5BTfuC+rFIYdxEcfyPkDk1Ovj4iJWZkPPjgg/z2t7+lqqqKSZMmcf/993Psscd2Onbu3LlceeWVB2xzuVx0dHT0RNRuczhtZBemUV3RHPUx2cVpOA7V7FtEJNV1NEHTLtiy0LwzIewHmwsKRsOwk8zpom5vslOKiEgf8OyzzzJ79mwefvhhpk2bxn333ceZZ57Jhg0bKCws7PSYrKwsNmzYsO9zi6b5i4iIiEh3ZBTB6C/A4Bnga4RQO9jcn8wsyVVv4zhI+oyMT084fvazn7FixQomTZrEmWeeyd69e7s8Jisri8rKyn2P7du392Di7nF67Awcmxf1eIsFBo7JxeFUfwwR6aXaamH1M/DmnbDtbWjbaxY22vaan795p7m/rS4hL//2229z3nnnMWDAACwWCy+++GJCXkdERFLDPffcw1VXXcWVV17J2LFjefjhh0lLS+Pxxx/v8hiLxUJxcfG+R1GRpvqLiIiISDdZrZCeD/nDoXgiFIyEjEIVMeIk6YWMRJ9w+P1+mpubD3gki7fAQ9HQ6O48HjAyh4xsV4ITiYgkSEcTrP0HbHkTjC76AxkRc//aeeb4OGtra2PSpEk8+OCDcX9uERFJLYFAgA8++IDTTjtt3zar1cppp53GkiVLujyutbWVwYMHM3DgQC644AI++uijLsem0nmFiIiIiEh/k9RCRk+ccNx11114vd59j4EDB8b1a4iFO93B2BklFJUfupgxYGQ2o6YV40pz9FAyEZE4a9oFWxdGN3brQmjaHfcIZ599NnfeeSf/8z//E/fnFhGR1FJbW0s4HD7oBqeioiKqqqo6PWbUqFE8/vjj/POf/+Spp54iEokwY8YMdu3a1en4VDqvEBERERHpb5JayOiJE46bb76ZpqamfY+dO3fG/euIRZrXxfhZpUw9ewiFQ7JweuzY7FZcaXaKh3k55gvljJkxAE+mM6k5RUS6LdAOWxZ0PRPj84wIbF2gBuAiItKjpk+fzmWXXcbkyZM58cQTef755ykoKOCRRx7pdHyqnVeIiIiIiPQnvW6BrunTpzN9+vR9n8+YMYMxY8bwyCOP8Itf/OKg8S6XC5crtZZocmc4KM7wklOSRigQwTDMnhgOpw2np9d9S0REDhRohZoNhx+3v5oN5nHOtMRkEhGRPi0/Px+bzUZ1dfUB26urqykuLo7qORwOB1OmTGHz5s2d7k/F8woRERERkf4iqTMyeuKEI5W5PA7SvS4ysl2ke10qYohIH2FA2B/bIaEOMIzExBERkT7P6XQydepU5s+fv29bJBJh/vz5B9wEdSjhcJg1a9ZQUlKSqJgiIiIiItJNSS1k6IRDRKQvsoAtxjtW7W5zapqIiEg3zZ49mz/96U/89a9/Zd26dVxzzTW0tbVx5ZVXAnDZZZdx88037xt/xx138Nprr7F161ZWrFjB17/+dbZv3863v/3tZH0JIiIiIiLShaRPAZg9ezaXX345Rx99NMceeyz33XffQSccpaWl3HXXXYB5wnHccccxfPhwGhsb+e1vf6sTDhGRVOLMgILR0LY3+mMKRpnHiYiIdNMll1xCTU0Nt912G1VVVUyePJlXXnllXz++HTt2YLV+dh9XQ0MDV111FVVVVeTk5DB16lQWL17M2LFjk/UliIiIiIhIF5JeyNAJh4hIH+NMg2EnwfZF0TX8tlhh6Mlx74/R2tp6wLKDFRUVrFq1itzcXAYNGhTX1xIRkdRw3XXXcd1113W6b+HChQd8fu+993Lvvff2QCoRERERETlSFsPoX4uSNzc34/V6aWpqIisrK9lxRERSWkdHBxUVFZSXl+N2u2M4sAlWPwNb3jz82OGnwsRLwO3tftBOLFy4kJNPPvmg7Zdffjlz5849aHu3v1YRkX5G76dN+nsQEREREem+WN9PJ31GhoiI9EFuL4z/ovnx1oWdz8ywWGHoSTDu4rgXMQBOOukk+lmtXkRERERERESkT1IhQ0REEiM9DyZdCkNOgK0LoGYDhDrMxt4Fo8zlpLylCSliiIiIiIiIiIhI36FChoiIJI7baz5yhkCgFQwDLBazsXece2KIiIiIiIiIiEjfpEKGiIgknjNNhQsREREREREREekWa7IDiIiIiIiIiIiIiIiIdEWFDBERERERERERERERSVkqZIiIiIiIiIiIiIiISMpSIUNERERERERERERERFKWmn2LiEjC+YI+2kJt+z5Pt6fjcXiSmEhERERERERERHoLFTJERCRhWgItVLVVsWTPErY0biEQCeC0OhmWPYzpA6ZTnF5MpjMz2TFFRERERERERCSFqZAhIiIJUd9RzysVr7C0cikRI3LAvrqqOpZXL+e4kuM4u/xsctw5SUopIiIiIiIiIiKpTj0yREQk7loCLbxS8QqL9yw+qIjxqYgRYfGexfy34r+0BFri+vp33XUXxxxzDJmZmRQWFnLhhReyYcOGuL6GiIiIiIiIiIj0DBUyREQk7qraqlhauTSqsUsrl1LVVhXX13/rrbe49tprWbp0Ka+//jrBYJAzzjiDtra2wx8sIiIiIiIiIiIpRUtLiYhIXPmCvkPOxPi8iBFhyZ4llGWUxa0B+CuvvHLA53PnzqWwsJAPPviAWbNmxeU1RERERERERESkZ2hGhoiIxFVbqI2tjVtjOmZr01baQombLdHU1ARAbm5uwl5DREREREREREQSQ4UMERGJu0AkENN4f9ifoCQQiUS44YYbmDlzJuPHj0/Y64iIiIiIiIiISGJoaSkREYk7p9UZ03iXzZWgJHDttdeydu1aFi1alLDXEBERERERERGRxNGMDBERiat0ezrDsofFdMxQ71DS7elxz3Ldddfx0ksvsWDBAsrKyuL+/CIiIiIiIiIikngqZIiISFx5HB6mD5iO1RLdfzFWi5XpA6bHrdE3gGEYXHfddbzwwgu8+eablJeXx+25RURERERERFJNeyBETUsHe1s6qG314w+Fkx1JJK60tJSIiMRdcXoxx5Ucx+I9iw87dnrJdIrTi+P6+tdeey1PP/00//znP8nMzKSqqgoAr9eLxxO/gomIiIiIiIhIMjX5Auxu6OCdTTVsq20jGI7gdtgYXZLFjGF5FGW5SXfpErD0fvpX3MMMwyAQCRAxIjitTmxWW7IjiYjEXaYzk7PLzwZgaeVSIkbkoDFWi5XjSo7jrPKzyHRmxvX1H3roIQBOOumkA7b/5S9/4Yorrojra4mIiIiIiIj4AiEafUGa2oMYBqS7bKS77OSkObFaLQl5zdoWP/9YsYv3t9VjGPvvCVLZZBY3zhxXzKljCvF6YutlKZJqVMjoIR2hDhr9jVS3VQNgt9qxYCHblU26Mx2vy5vkhCIi8ZXjzuG8YedxTPExLNmzhK1NW/GH/bhsLoZ6hzJ9gDkTI95FDDCLxiIiIiIiIiKJ1hEMs72ujTfX7+XtjTXsrPcRjERId9qYMSyfcyaUMKIok7z0+BY0GtsDPLd8Jx9sb+hyTChs8J8PK7FYLJwxtkgzM6RX07/eHtDY0cjult2kOdIA2Nq0lVAkRJ4njyxXFqFwiMaORiJGBIfNkZCLeiIiyZDpzCTTmUlZRhltobZ929Pt6XHtiSEiIiIiIiLS0zoCYZZV1PHI21vZUtNKOPzZTXXNvhCvrK3ijY+r+dYJQzlrfDEl2W7s1vi0LN5a03bIIsb+3vioiqmDs1XIkF5N/3oTrMnfRENHAzW+Gt7c+CYrq1ficXjIdGZiGAYOm4MphVM4sexEMMBisZBmT6MwvRC33Z3s+CIiceFxeFS4EBERERER6Sf8oTD+oLnEsNthxWnvm0urr69q5tG3t7J5byuRSOcrA4QiBn9+eysZbjsnjSygJPvIz42bfUHe2VQT9fiOUIRlW+sp8Xpw2OJTSBHpaSpkJJBhGLQF2lhdu5pHVj+CBQsDMgYQjATZ1bKLOl8dISPE+1Xvs6J6BZePu5yV1SspSCvg6OKjKc0oVTFDRERERERERER6hcb2AHtb/CzeXEttqx+wUJDpYsawPAozXXjT+k6fhiZfgNc+rmZng6/LIsanwobBv1ftZkxxJlkexxHPjPAFw2zZ2xrTMesqmzlldCF5Ga4jem2RZFEhI4Hagm3sat3FH1f9kTR7GjnuHNpD7VQ0VdAa/OyXTdgIs7RyKTnuHI4tPpZXt71KS6CFs8rPoiyzLIlfgYiIiIiIiIiIyKEZhsHOBh/zlu9kfWUL4f36Fq6rhHc31zK2JIsvHl1GWU5aEpPGT11rgA93NdIeCEU1fmN1KzsbfJTmeI64kBExDDpCkZiOCYQiqJuk9GaaS5RAvpCP17a9BphNb1uDrexu3X1AEeNTBgYLdy4k25WN0+Zk8Z7FbKjfgC/o6+HUIiIiIiIiIiIi0dvT6OPPb2/loz3NBxQxPhWOGKzZ3cTjiyqobOwb17p21LdT1xYglurA+qpm6tsCR/zaVosFlz22y7pOu5X4tRoX6XkqZCRQc6CZt3a9xaDMQTR0NGDBQkNH10142kPtrNi7grKMMiwWC2/teovmQHMPJhYREREREREREYleeyDEy2uq2B1FgWJ7XTuvfVxFRzDcA8kSKxiOED7MklKfFwhFCMV4TGc8DhtDCzJiOmbkJ8taifRWKmQkUJ2vDrvVjoFBIBKg0d+IcZgybWVbJW67m/ZQOzuad6iQISIiIiIiIiIiKauxPcia3Y1Rj1+1s5HG9iOflZBsXo8Tu9WKAUQwCBvm41ALOOWkObFbj3xeRJbHwfHD86Me77RbmT40T42+pVfTv94EihgRitOLaQ+1Y8GCP+yP6riwEaYl0ILNYqPJ35TglCIiiRf2+QjV1hKqqSVUW0vY1zemEouIiIiIiPR36yqbafNHP8Oi2RdiU3VsjapT0aBcD0Py0giGI7QHwvsevkCYQDhyUEEj3WljyqBsvJ74NDwfXpjBpIHeqMaeMrqQvHQ1+ZbeTc2+EyjHnYPb7qY12IqBgSWKlehK0kto9DcSiUTAAnarvkUi0nuFm5sJVlXRtngx/s1bMPx+LC4XruHDSJ8xA0dxMbasrGTHFBER6d0iEQi2f/KJARYrONOTGklERPqP7vR86O0zMnyBME3tQSYPyuH9bfX49lsqK2JAKBLGFrbgcdiwWczrgdOG5WGzWvB64nOtLyfdyaXHDMJq2cnKHY2djrFZLJwytpDTxxaR4dY1Rund9C84gbJd2YzKGUVjRyPBSBC33X3I8Wn2NCYXTua37/8Wl82Fx+4h153bQ2lFROIrVF9P88sv07Z4iXmB5VMtLbTX1tL+3vukz5hO1jnnYM/V7zoREZGYBQMQaIKOFtj1HjTuBKsVCsdB4Rhwe8GTneyUIiLSxzm7sVyRI8ZG1akkFI6wamcD/169hy9OHcjGUQW8/GEVwf3PezEbnPuCYbOfRX46/zOllLKcNDzO+F2OLcxy8/XjBnPCiALe2VTDtto2gmEDt8PG6OJMZo7Ip8TrJtOt3hjS+6mQkUA57hxmls7kw5oP6Qh1MCBjAJVtlUSMSKfjZ5XNYnvzdqraqphUMImxeWNVyBCRXinc3GwWMRa92/WgSGTffu/558d1ZsZDDz3EQw89xLZt2wAYN24ct912G2effXbcXkNERCSpgh3QUgkr/w8+fAaadh64v2QyTL0CRp4JmSVgOfL1uEVERDozoigTiwWMKHtY2yyWmBtVp5KG9iD/+bCS6mY/L6+p5LLpQ8j2OHlh5W6aO4IHjZ8yKJurThjKoNw0irMOfZNzd2SnOclOczKsIB1fMIxhgMViIdNlx+20xf31JA78rRD0AQZY7eDJ0Xu1KKiQkUBOm5Nh3mGcP/x8/vzhn/GFfOS586jx1Rw0dkrhFE4ffDoPrHyAbFc2GY4MZpXOIsPZe3+xi0j/FaysMmdiRKFt8RLSjp0W10JGWVkZv/71rxkxYgSGYfDXv/6VCy64gJUrVzJu3Li4vY6IiEhSGIZZxHj1J7Dh5c7HVK6Cl26AWT+Co6+ErJKeTCgiIv1IsdfFkLx0Kmrboho/rDCdgoze269hW20blU0dAFTUtjFv+S4umDyACyYPYMH6vWyoasEfilDkdXPSqAJKvB6Ks9zkZTixJPBidYbbQYZmXqS29jpzBu2WBdC8G4wwuLJg0DTzJpS0ArDre9gVFTISLMuZxcwBM0l3pDNv4zyabE0EwgGaAmYT78K0QmaVzmL6gOk8vvZxdrTsYHLBZL448osMyxmW5PQiIrEL+3y0LV584HJShxKJ0LZ4MY6BZdg8nrhkOO+88w74/Je//CUPPfQQS5cuVSFDRER6v7ZaWP5410WM/b0zBwpGwOjzwdF7LxqJiEjqyklzcsqYQua+u41w5NDTMuw2CyePLiQnPT4Nr3uaPxRm5Y6GA7btbvTxx4VbGJKfzqwR+Zwypgi7zSxY1Lb4mb+umjPHFZOfqf+H+7XGXbBiLlSthQMawe+BmvXg+Tcc9Q0YcBQ44j9zpy9QISPB7DY7doudSQWTGJUziqrWSqpb9hCIBPG6sinOGsCamjXct+I+6n31XDTiIs4ecjbj8sfhscfngp6ISE8y2trwb9kS0zH+zZsx2togToWM/YXDYf7+97/T1tbG9OnT4/78IiIiPc7fBKv/Ft1Yw4DVz8Cg6eAtS2wuERHplywWC5PKsrl4ahnPr9hFKNx5McNpt/LFqWVMKM3u2YBxFAobdIQ6v2lvW20b27qYlXLiyIJExpJU11IFyx6Guk1dj/HVw7JHYPq1UDoVrFoW7PNUyOgBGSE7gQ4/rqp6PJt2Ut7hh3AEqMKeH6J89DGcefzxtLvBZXdTkKZfbiLSixlg+P2xHRIIYES7oGqU1qxZw/Tp0+no6CAjI4MXXniBsWPHxvU1REREepxhwNa3oO3g5Wq7tHWBeQKtQoaIiCRIusvOCSPyGZiTxtsb97J2TzO+QNjc57QxviybE0bkMyQvDU8v7ttgt1lwdaNRucvRe79mOUKREGx759BFjE+FOmDNPMgphwxdH/48FTISLNTURGjnThr/9jcClZVEmpoINTQQCQYgFAIsOEpKKPjOd8gdPBhHUTqkJTu1iMgRsIDF5YKWlugPccZ/rdBRo0axatUqmpqamDdvHpdffjlvvfWWihkiItK7BTugoSK2YyJhcx1mjk5IJBEREYA0p52xA7IYnJdGsy9IW8C87pXusuF1O0hz9f7LkC67jcmDsnmvoj7qYwozXeRldG8pLV8gRJs/jIGBxWIhy+3A2Y1CiiRRez3sWBr9+Mbt5kOFjIP0/t8gKcwIhwnX1LD3vt8TaWrCPmAAzhNOwTF2AtjtGMEg4YrNdLy7kOo5cyi8/npClZUwaRKOvLxkxxcR6RZLejqu4cNor62N+hjX8OFY0tPjmsPpdDJ8+HAApk6dyvvvv8/vf/97Hnnkkbi+joiISI+y2oDuFP8T11xU+r6OYJgmX5A2f4iIYZDmtJPptpOpprIi0ol0l530PlC06MrQ/HSKvW6qPmn4fThHDc4hJy22QkaTL0hVk493NtVSUdtGMBTB7bAxdkAWxw3LoyDD1af/jvuUthpo2hXbMTuWQPEEsKuvyv70Lz6Bwi0ttCxYgMVqJfv7s2HQECJeF9jM9QPtViuOsUNxn3saRjiEraYRrHaCO3Zgz8nBYlWFVUR6H5vHQ/r0GbS/9350Db+tVtJnzIhbo++uRCIR/DEueSUiIpJy7E7IHxnbMVYnZA9KTB7p0wKhCDsb2lm0qYYPdzbR6AsC4LZbGV2SxayRBQwryCDDrUsLItJ/5KQ5OXtCCU8u2dZlP5BPlWZ7mDk8H4ct+mt8ta1+Xly5m2Vb6/h87/TdjT7e2lDDmeOLOXl0IV6PCsopL9AOgBEKYex3jcTicHS9MkWwg3B7K6GaXQSrqiAcwZaXi6O4GFt2NhZb/1yqTO82EijS0kLHps3k3PZzwjke2iPtNPj3UNlUSbYrmxx3DumOdBxWBxaHldYSD1asZOQNo62+HVemG4eqqyLSCzlKikmfMZ22Re8edmz6jBk4iovi+vo333wzZ599NoMGDaKlpYWnn36ahQsX8uqrr8b1dURERJJiyEzwDoKmHdGNH3kmZBQmNpP0OYFQmJU7Gvm/pdtp+2Sd+091hCKs2tnIh7saOXtCCaePLdLsDBHpN+w2K0cNyiYUHsS85bvwBcOdjhucl8Zl04cwIDv6m/Ya2wP844Ndh1y6KhCO8O/Ve7BY4PSxRaQ5de0wlUUsdoxPWg0Yfj8YBha7HWtWFrasLHOp7f1uZjfCISL+IL4VK2l47oUDbhB1lJaSdszRpE2bhj0nJxlfTlLpX3oChWpqyL7+B3Tk2llX/yFvbH+DgZkDGZU7ii2NW1hdsxp/2E+OO4djio+hwFNAZWslBgaT86Zg3xMiuzANd3r31tETEUkWW1YWWeecA0Db4iWdz8ywWkmfMZ2sc87GlpUV19ffu3cvl112GZWVlXi9XiZOnMirr77K6aefHtfXERER6XGRCLhzYPJX4a1fH3681QmTLoW0/MRnkz5lS00bTy3dTnug8wt0ABEDXl5TSbrTziljCmO641hEpDdLc9o5bmgewwoyWFZRx4c7m2juCGKzWijxupkxPJ+RRZnkZ8S2NFBFbVvU/TdeW1vFlEE5DMrV5d1UFdi1C1ojRBoDGM3N+7YbgQCR9nZCtbU4SkrMgobNhhEOEaqrxxg8CN+ajQddSwnu3k3T7t0Edu4i++KLsOfm9vSXlFT6l55A1txcOvLcLN6ziMfXPM5l4y/DF/Lx+xW/Z3vzdjrCHfDJFLHXtr3GxIKJzBgwgxx3Dg+sup9vjL6c8J4i8ssycWmqmIj0MvbcXLznn0/asdNoW7wY/+bNGIEAFqcT1/Dh+2ZixLuIAfDYY4/F/TlFRERSghGGvethyteheResfKrrsVYHnH47DDwOdi+HwTN6LKb0bq0dIRas33vIIsanDAMWbtjLlMHZFGa6eyCdiEhqcDtsDMxNo9jr5uRRhZ8sA2XgsFnxuh10tAXZu72Zhqp2wqEIngwH+QMzcafbO12BpaUjyDubou812RGK8F5FHSVetwrJcRAORwgHzcKB3WnFgoVgIIwRMbDaLDGvmhOsrqb+r3/FPXIYaaNPIrzsbwcPCoUI7t4NFgs2r5dIayvhkAtLZjn+Dc91+dy+Dz7Alp2N9/zzsLr6Tx8NFTISyFpcxJaGtdy/4gG+Me7rtAZaeWT1I4QJE4yYa4t+2nOvwd/A+vr17G7dzXlDz+PY0mN5fN1jfGf49/B2pKmQISK9ku2TqZKOgWUYbW0YhoHFYsGSnp7wnhgiIiJ9ks0B9ZsgHISTbobCsbBmHlSuAuOTu/asThh6ojlro/wEWD4Xhp+czNTSyzS0B/hoT9NB29NdNsYP8FKS7sJhsdARibCtyceGqha27G1VIUNEUk44HMFiAWsC+9A6bFby9pt5EegIsXN9PdvX1tFc4ztwrMtGweAshk8tJDP3wN+ZvkCYmuYOjh+Wx5i8DNIcNiIGNHQEWV3dzPqqZoKf68nx8Z5mTh5VeMDr7y8citDRFiTyyXFWmwVXmh27o3/2WOhMR1uQ9uYAuzc0EOgIkj8wi/QsJw3V7TRUthGJGDicNkqGe82VczIcWA9TOIqEQrQtWUJw5y6MDj+ei0/DsvldjLpOlgWNRAjtrcGa5iHU0IT1uO/Qum4bRiBwyNdof/99MmadgLUovkt1pzIVMhKoOdLGa9tfoyijiOHZw/nd8t8xNH0QNiyABcNi0BRqpdZfT2ughfqOevI9+Tzx8RPcOfNOLBh82LyMge5TCOyqxWJ3YMvPw2rXt01EehebxwMqXIiIiMTHoOnwxs9hyCyY8g0Ycx7UbICmXWC1Q/4I8A4EZzq8+UuIBCGrLNmpZT/hiDnTwWJYCAXNi2w2hzWmC21Bf5hAR2jfjSJ2hxVXWnxugAuEwkwbmks4YlDfGmR7fRuzhuUzKjudmh0tVK6sIxgI43LbOWp4Nicek0tLMEI4EsGWwIuFIpIYn17sDnaEMQwDu9OG02M77E21hmHQ0RrE1xLA7wthtVrwZLlwp9txuo/82lUkYuBvC9Jc10FjdTuRiEFappO80nTcGY4uL8b7fUE6WoJUbmmiozWAxWohtySD3NJ03OkObPbYfk99+ns2GgF/iB0f1bHxvap99xfsL+gPs2djAy11PiafPoisvM/Okx0WC5eOH0DlliY+WrmTttYAFouFvII0po3L48Rpuby+tZYNVS2ffa2hCJ21Gw+HIrTWd7BrQwPVFU34WoNggDvDQVF5FmWjcsnIdcWtoOEP+2nyN1HvqycQCZBmTyPHnUO2KxubNTWLJoZh0FzjY/2SSur2tGF3WBlxbBG1O1tY/F4VHa0hXOkOMrKd2OxWqrY2kZ7tYuSxxRQMzsTh7PrrCjc04luxEjBbD7Qs/ZisU/+XyIJ7MWoqOgkTwQgZWI65nIAxgLbF/zls/khzMx0ffYRDhQyJh+ZAM2/tfJvZU2+kqnk3mS0hAg176fC1gwFWh4NMbzY5OWW0eoLsaN1Ja6AVt83D0sqlHF14NB+sX8A0fxnBO+7FUVRI5qmnkD59Oo6SEiwqaIiIiIiI9D/pBVA0FrbONx85w+DoK6BksrmWcvMueONn4P/kQsfYCyEtPmso+wJhfIEQNitkuh2HvPDe0RbE1xqkvckPBngyHXiynLjTHVFfEIpWJGJgtcb3OT/lbw8R7AgRCkWwWi3YnTbcGfYDvnZ/e5D2Vj/NtT4iIQNPuovMfPcBF8zag+00+hvZ1rSNbEserkA6NVtaMXxWbFY73rw0SoZ7cac7DnkB0N8epLm2g53r6qnf00ooEMFqs+AtTGPgmBxyStLxZHSvz2JroJVGfyMbWzYQ8TRjwcK4wgFcetRIdq1r4fX/W0dTo/+AY9Z/WENOnpsTzxxKR2uI9Cz1eBTpLdr97bQ1BNn2cQ27t9QTbI/gsDpwO53klWUwcEwuOSXpuDwH/07ytQaormhm94YGGqvb9223O63kD8xi8PhcsovSun2h3O8LUbWlkR0f1dNce+CsBleancIhWQydUkhG9mczEQzDoLm2g43vVVG3q5Vw6LNKwq71DXgyHQwcm8fAMbm407su0hiGQZO/idZAK/VtNUSCQawOO3mZRWQ4MvC6vF0e21DZzsb3qjstYuyvpa6D9UsqmXjyQNzpDoKBMI07Wpj/wkZaW4MHjm3ys21zA8WlGZx52mC8LjsWGwzwpuFNc+D+XGEmFAxTtbWZj9/ZTdB/4BKBHa1Btq+pY/eGBsbOHEDx8OxDXpA/nHAkzJ7WPby7513WVK0mFPZjtzoIhP3kpBcwteRoji46mjxPXrdfozOhSIhwJIzdau92oaS5toOVr+8gEjYYMCqLghHpZmGu3Y/TbcfXEqSjNUAkHCErz43NbqWt0c+Hb+5kwsllFA/1dlkUC9fVEdq7d9/nvlWrMcJhsk6/FWv1aiIb5psFjUgYS3outnEnY4w9i471u2l+9b8QCh0yuxEOQyRMoKKCcGsrtoyMrsdGIhjBIFitWB29e8UfXQlPoPqOek4qm8W4tKE8uOSXtO3cgWF8VieNhMOEOqqw1NaQPqCM8szBNIdaSbO5WbZnGdMn38BroQ5ac9yk5eXiW7MG35o1OF94kcKbZuOZOBGrs3tvEsORCIGwgc0CTrvtgG0Oq4WwYWAY4LRZE3ZCICIiIiIi3eDJhvEXmzMwQu3QsAVev7XzsQWjYNgp5pJUMeoIhmnpCJHhstHkC1LT4ufN9XvJctkpzvYwINtNaU4adquF7LTPzksCHSFqdrSw8+N66ivbMMxFw7FYILsojdLRuRSXZx3R7AEjYtDRFqSlvoO921sIB8M4PXaKyr2kfVIsOVIdbUEaKtvYua6eut2t+5blyMh1UzLcy4Dh2TjSrNRXtrFldRV7tzUSCUUwMMBmIys7nYEj8igdk03I00FzoBmH1cHIrJHU7m5ly5q9bNqyE1+wA6/LS747n20f1lA8LJsRUwtJ8x64TEizvxmjw8qWD2rY9lEtNmzYP7l4Ew5B7c4Wane2kFeWwfhZpWTkfLZkSSAcoNHfSHuwnYgRwWP3kOnMJMNpXvgwDIM9rXtYV7+O4lA6E4x8RlnTwWIlM2swFR/vZe2SXXidblqtFsKRA+//bajr4L3XtpFhs1I2OoeAw0d9Rz3bm7cTCAfIcmVRnlVOtisbl73/rOUtkqrag+3UttXSsjvI4lc/xt8aACxEiGC12cj25OLfGmDv/2/vvuOkKs8Fjv/O9LYzs73ALrCw9A6CiBQVxY4x0WiMNcaYqNFrYjQxiRpNNCYxidEYjRG8iV6NscaOoCAIUpfO0pftvc7s1PPeP1YGhi3sIssu8nzvZ++9zHnnnPe87/HMOe/zlsJGBo1LJXdCKrZD7tktTSG2fRjotmQAAFwCSURBVFZG2a76NvuOhHTKd9dTXdTIqBn9yBjs6XYwIxSIsG9jNbvXVqDaGW4Q9Eco2lpLU02AcWdlx+53jdUtrP9wP77DAq4H8x1mx+flhFoiDJmU1u7vUDASpLK5jHBdHZHCIvSNG4gGWtBsDnwTJxDol0VTUjJprgwsxvg2uWBLhKKtNbHfvSOpKWqmpSmExW6ksrCRzUtK0Dppv45GFVoowMWTE6gN1FFQu4aisB9fmZehiUNJdaSSYEmgpsTHliXFRMIdR1MiIZ0tn5ZishrJHOztUn4Pp+s6u+p38Z+tL5NpTWVe+kW4jB70iI7BZKAqVMamik3sqC7g8pHfJN3x5UYORPRIa4eAxn1srd5KWA9jN9mZmD6RdEc6Xqu3yx0lgv4w+7dWkzbSjvKEyK/5nJriKppqAiQnpnDKRZPR6rzs/7yR2lIfLc1hnB4rmtY62mX7Z2V40hxxgbS4smlpafNZYNNmQrv3YB05AufkWzC67IBCRRXB+hbU/ibq33wHrZPAjAqH0QMtRGvrUMEgliFD8H3+OQarFevQoZiSkmId36MNjURqavCvWU20sQnNaMCal4d16FCMXu9Rtyn3Jglk9CCr0cpl7lkEK8qpr6uIC2IcSkWjNBfvxzVgIG6XG7NmoiZQg9lkprGsGV9EJ/Pq66j4+c+IhiPo+/ZR/ttHybrvl9hHj253n82BMPUtYZoCrXdAt81MktNCMBKlsinIqj01NAYiDE51MCzDgz8UoTEQxmYysrG4gaqmIBaTgXS3jam5SSQ6LLhlnQ4hhBBCCCH6BL8xGW3aL1pHYGigaWFsZZ/B1jeJ6oqwMhBMG4caeyW1zQ4cjU2EfRHQFTanCbvLEtfQfajmQISSej+fFFQxe1gKVU3w3LK9ZHssnD/Ui9nkpylYQjQQJRTIwqR5qaxqIeCLYDQZcCVaScpyYjJr1JQ0x/arFNSV+6kr99NUk8yQSeldDjj4w34agg1srdlKujUTQ5WD/RvraKmJYDKYMXzRcLF3QzVJWU6GTEojMdOJ8SgXP21pDrFjVQXF22rblk9tgD3rQ3iz7fhKA2xevJ9wS5RIMIrSdQxGAyaHkab6FlZ9tg3HThMjZmfwSvGLRPUo0zKmk+nMIHWiiZyxYylb38yOfUWU+crI1DIp3lZL0B9h9Kx+OBIs1AXq2FW/C1PETNWmEOtX7cKoGXCYnSTaErGb7JgNB1/ta4qb2by0hHFnZmNyapQ0lbCybCWbqjfREGxd98JisDA0aSinZZ3GEO8Q6gP1BOpqGNWYhIaD6v11+JpCOBOd2KwGilZU4tbMtJjD9EuxUVQViHu/1TSNBIuJLcuLSehv5q3y/7C1disRdbBFzm1xMyZlDGfknEGGM+Oo6kUI8eX5wj42V24kOZDJ1kVlOAIeLLoOqNaAg1Gnyd9A0BIk2Z7M3vwqzFYjg8alYDIbCQcj7MmvajeIcajWhvISbAkWUvp13Fu8PdXFzR0GMQ5VX9E6+mH0zH7ouqJgZXmHQYxD7dtYjSfNQf9hiXGfh6NhautLCaxfT+nbr9Gwdw+6rkABGhg+ehfvkDyyLv4GtWMhxZuF6ZD7b9Afprq4ma5QCgKhKPu21ZBrSWXr5+VEIzppbivNwUibNsS8kUmMP9NLHeU8tf5tlpetpC7QhMNixGwwkmhNZHq/6Zw38DysTYmdBjEOiEZ09m2oxpvuxO7qfptfZUslywqXcFHaxdTu87F5WSnlJRtAgdFkJDs3k0mjp2NM1Fm0ZyEX5l2M2+ru9nGg9brNr8xn8f7FVPgr4ratKF3BQPdAzh10LnmJeW0CTO0JBSNYsqO8V/gOazfmY3QqAr4I/sbW62fhtsVMyBnLxedehOUTE9VFzdhdB0dZBnxhqvc34fRY2g2eGGwdBDj8flrWrKVlzVowmdCMRlQwiLlfP1xnnQlax88teqCFcEkpuv+QEVCJiYQLC/GvWo0xJYXEb16OZehQIqWlNLz1X4I7d8aN7vB/vgpjchLO6afjOn06RvfR1UdvkUBGD8q0pFD86XtYx47BaDxCUStFoKKchIRh6BhxGexoQCQSRWsx4Lel4pg2jerFSwhFdSx79mN/5120rP7Ykryx3fiCEXZVNrN0RxXbyhoJfjGM7vQhKQzPTOCDLeUU1bSABl+bkIXHYeX/VhUyISeRZbuqWbilnPqWCCaDhstmIt1tY+G2Csb19/C1Cf3ol+jouQITQgghhBBCdKqlqpLm3QWULnqf8m0biAaD2BLcZE2cRuYZ52A550xU8XJqHIPBkUZ9tZktK/eyY0sNJiDVY8NpMOBNsTN0SgaZgz04D+lNWO8P8e7GMhZ8to8fzR1KVIeH3t7G/5zej2RnMyt2v8WKgo9x2Zx8c8r32bJyH8U7atFbzHjsyTRXRjAYNfKmpDN0cjpnXTuSRc9vbXMehZtqsDkt5I5POeKCmWXNZXyw7wO21mzl9IwZNJZH+OyjlUQiUaxGK0m2JLxWDyaDCaUraoqbW3vpzskmpb+r2wu8hgIR9qyvajeIccDQmaloYcWmhftpqGiipaGFaKR1+g5XagLKGKLMV0bUEIVmiJrDnDL+VH6z+tcsLFjEmLQxfHvUVawqW8Op46cxypDLnsJS6gN1pNhTqSpspLLQjX1QhJcLXqYuUMfX069k47rtKBQRFaUx1EhjqJFEq5c0ZzoWw8FGqJriZpp9LRT5d/Nywcv4wr74c9RDbK7ezNaardw64VacAXA12di5ppiijZtoaWidi37shZMo/3Q/9eXNOL0OnA4zISsk2E00+g9OfZJgN2M2atT5G9i6ZS/mFHNcEANap15eXrqcwsZCrh51Nf1c/bpVL0KIL08pRUH1NtK0dEo2tVBd2EwwEL+gsMVqxul2YzS3jgRLtCWyf3MNWUO8mLxGAr4IJQV1XTpeJKSzf0sNnhQ7ZmvXRmUE/eHWUQ1dG9RAZWEjwZZ0IqFol4MIAMXba0np74oLqLf4G2havZodz/6VSCAQ/wUFelRRW1BA05N/ZPjNP8Qx1YnbdXDKpFBLhGgXAgjBiE5DS5h6fwhPi4eKMh+rt1ThtBhJdFoYkOygtD5A6IvflYGDvYya5aQ4vJc/rX6csuZSzDZT6ywqWutImppgDR/t/4j9dUVc2v9yskZmUbq14Yh5qavw4W8MdjuQEdEj7K3dzSm2U1n9dgEVJdVx26ORKPt2FLNvRzHDxg1ixLRR1LZUH1UgoyXSwsqylby56030dubsUij2Nu7l+S3Pc/XIqxmRPCIuwNSeulAtL257ga3lBWgauC12gocszB6Ohlm1dy1VTdV8Z/YNtLwdIhLW46aSKt9TT8ZgT7udMozJyRiTk4nW1HSciUgE9UWQIVxaijkzE+uggYT2FbZJqgeDhIuK0Q+5Lg1OJ/Zx42h4800AotXVNH+6DJfRSN0LLxCtaf85JlpTS+Nbb6H7fLjPnYsxIaHTsupLZBWuHuT0K5rXriNcXkF2yuAjpo+0BDAEQkRCOiNTRtMQqCc3fRD2oI3dnxdjmzUHi7E1yheKRqlesoyWyioa/K0/Os2BCB8XVPLkx7vIL6qPBTFGZiaQnezgwf9u5Z2NZVT5gswdlU6Sy8pv39vOyCwPr60r4YWV+6n2hdCVIhTVqfWF2FPVTFl9C2v21fH3T/dQUtd2aJQQQgghhBCi5/lKitj+1z+w5L472bn0Q5qqKvA31lNXWsTWt1/h45/cTNk7b6Flz0T35LJ3Z5jXnt3E5nUVhIIR/MEIhZU+6sMRaiv9fPD3zWxaUhzrveoLRnh/czl/+XgXtb4Qo7M8PPvpXn54Wj9clir+/P5DvLJ8PlaTmSun3Er+R0WsWLiRosJiSir3UlSzG2eagUgoyrr3Cnn/mU3UVfg489rh7Z5P8fZaAofNA3640uZSnt/yPGsq1uA0O8k1DWPl4m1EvmjcCUaDlPvKqG6pIaIfnAc81BJh69ISWpo63397As3hToMYrkQraZlOCjfVULGzkubq5lgQw+62o5yKwtpC/C1+wi1h0GH/7grSDVkMcOUAsKlyE0/nP8Ow/kN4bdtreEZppLmTMGpGInprMEh3tfB/W19iR90ORieNobigLnbeh6oL1lPlryKiHwwceNMdlAaKeXHr/7UJYhwq05lJQtSMqcHEqtc3sePTAloaWnt6GgwaaYMzKSmoJugLUldaT7AphFUzknzIOhgWk4HMRBu6FqaksYS9BRUMtg3r8JjFzcW8sfON2OgQIcTxUx+sxxwyYwkksGVFYZsgBkAoGKauqpFgQxSzMhHRwwR8YaqKmtCjOuV7Gtqsu9CZ6v1NBHxdvxcHmsPUlnZ83zpcNPzFotbb67o8pRNAbakvLl8RPUKwsoJdz/+9bRDjMGG/n10L/k64pqbD2Vc60hKOUljjo6y+hZZQFI/XStnuBlAKXzBCca2f6uYQWV4bFpMBg1Fj+LQEGqjh2Q3PUdJUiq5AU63330MHA5gMJiobaliw7p/YBkawdSE4oXTiRk92VWOwkUQ9hTXvtw1iHK5gw172r6mhxReiJdL9dsXS5lLe3v12u0GMQ/kjfl7d+Sp1gc4DbcFIkKXFn7K1vAAgNqJCj7bd/97qQj7av5DsCR70SHxdhwLR1hE77TB6vdjHj+80H4cypaVhTE7GceqpbbYpXSdaWxMXxABwTptGpLqaaP0Xv6eahm3kCGqe/QeR8oo2+zlc8+LFBHfs7HIe+wIJZPQgvbIGh0+nYeUqpmfPaB2K1gmz0YTe2ISmwezsM9lbtp3T8qZTt66Wiq1lkN4fa3YOpi/WrAg3NOLbspVNJQ0EQ1HW7a/jrfWlcfOVGjSYNDCJf60opLIpiFIQDEeYkJPI798vYFiGix0VTSzc2nqB6zpxUe9gRGd/rZ+WcJSi2hb+u6EEX7DzBWeEEOJw4WAUf2MQX2MQf2OwWw++QgghhICWqgoK/v4Xdn+2uM02pRS60olEwqx78e+Uv/9f0qxRPn5rN+HQ4b+5itKaFsIGsLnMrH2vkF3rKgkGIlQ1BZm/fC/hiM4Pz8qj1hfCZjaQ4W7hH588TmHlLjQ0vnbK9WxdVkrRnrK4PTf56imt309Cemsjd31FC5+8sJ2gP8rgSalt8u2rD1J3yAKxh2sKNfH27rcpbi4GYFTiGIoLagmF4t9HFFDdUk1zOL4hxtcQ6lZjGLQ2YpTuqu90So7scYlEgxrblxUSOZCXL96hLF4bFc0VsaCCruuEg2H0qKKsoJFTM0+L7WdP3R5Wlq8kKzGTlRUrSEg1k2BIIBgNkNzPxd6mPWyp2AZAprkfZcUdB1fqAnWE9IMNkp4BFj7e+wnNwc7Pf3TyaKwRBxs/2kHV7vhGD5PVhKYZYsEmpRQNFY1EA1ESbEbMJgMum5mBqS7MCqp91UR1nRZfEKvW/rRlBxTUFVDlr+o0jRDi2AsE/USrjFSXNtLS3DaIcaimBh/B5iiRaOvvSG2pj3BYp7Gqew3R4WD0iMeKy6MvHFuTqMvHCHXvGNC61lLIf/D3JBD0Ub18CaGmpi59v6W2htrVK/AFD6a3OsyYLB03tYYiOkW1rQGMA+wuM8HDfqubA2Hq/CEGJDsZNjQJZfdT1LSfHTU7MGhgMmhoGhw+o5GG1joy0V/D2op1JOc4u3Qu0dCRR5G0oSuq9tZTXtx5EOOA7et3o/mMhCJHnvrrUMFIkM/LPiesdy0YVt1Szc76zhvnG0ONrCtdF/t3LBjVwfoaawrXY8+mTWBIM2h0tCKHwWLBNf00TOldWBfEZCLhnHMwOhzYx0/AMf20uM0qEiba0Bj3mW3kSNznzsW/9uB5WHJyIBzBv2YNeqgL/z0ohe+zz4h28ZrvC/pEIOPJJ59k4MCB2Gw2pk6dyqpVqzpN/8orrzB8+HBsNhtjxozh3XffPU457Z5ISxCbsmMsKiU14mD0gCkdpjVqRqxGK3pEZ3DiIAa6BmHCyPik8ZTllxANR/HXBzCmJB3870opVKCF7eWNVPtDfFJQSfSwSPCgFBf+YIQtJQd7u1w+OYetZY1sr2jktCEpfLQ1/oFVP2wfgbBOdXOQqK7YXNJInb97Pw5CiJNX0B+mpqSZLZ+WsPLNPXz2n12sfHMPWz4toaakmaC/+70khRBCiI58Vd8rABq3bGLPio+7lHbLq/8iWl/Ht24c00EKRU1TEKvbjEKxeWkxkajO8l3V1HzREDRrWAoLt1VwxagkdpRtZldZa4P6sP4jseuJ7Nq+v53dKhqbagkRwJ7Q+rJfW+pn/5YaBo1NazcnDZUdN4jVBmrZVtt6XA2NYc4R7NvVfg9DhaIuUEdYjw9ylOyo61ZP4FAwSn15x8EVgJQsGy2NQZqqDrz4t74/WRwWosYovsOCB3pUR48qmupaSLPFl8Py/csZkT2U/OKNJAwxgVIYNCMJAwx8VrwC/YtR9maDmUi44w5lredfj650rA4TppQIG0o2caTedIPdgwg1BNm/YU/rIuWH5RsNTCYD2hf/o5TCV+/HiMbg9ARyEu0ofwTdEKUh0NrIYjQZiKrOO63oSmdl2UoCkc57PQshjq1oAIp2VrTb87w9vgY/mn5Ib3VddXsEArT2+u9pXV3kOc4hraKGJj+Vqz7r1terPv8MrengPd/qMJGS3fHUSU3BCC2HBOONJg13ip327u4NLRF0pRg8yoWPBlaUrcBo0GJrQrVHVzoGo0ZEj7KqeA2O7K6dh7WL61UdSguZ2LOptMvpo1Gdoq3VaOHu1VNTqImtNW2nqOzMmvI1NAYbO9y+v3E/DXp97N9Kga4rzJb2pz9rDvrYVruV1Jz4tV7cyTZMnUyZZsrMJOm6azH363gqRc1qxfuNr+OYMB7NZMLk9eC56CLcF16AMTmpNX+BICrc+ixjSEgg4ZyzSb7+Opo/XUakvDy2L0tuLs0rV0I0SrSh4Uj96QEIFBQQbThxRkj2eiDj5Zdf5s477+S+++5j3bp1jBs3jrlz51JZWdlu+s8++4wrr7yS73znO6xfv55LLrmESy65hM2bNx/nnB+ZweHAVxPGozyE317EFSOvJC8z/mVCQ8NstGA324kEdfqn5HLlyG8RbYBzc8+jelkVgcbWhzv1RfrY/k0mlN2Jhsbeqmb21bR94B6c5mT57pq4i3fywETe31zOsHQ3vmCUHRXxPZeUIu55V6Go9YWI6IqWcJT1++u/ZMkIIU4GLU0hCj4v5/M3d1NSUEdLY4hQS4SWxhAlBXV8/uZuCj4vp6VJgqNCCCG+vK/ye4W/upLixe91OX3A10TV8k/IGdRxT8wGfxjNbMBkNlBf3kKdL8TKPQfncdbQMBk03PYQSws+in1+Su4M9m+p6Xj6DqWo81XjSDzYKLJrTSWhQPvBBF1vv3UrokdYU74m1gPTbDRjwkxzU8eBD1/YR+SwHpvB7vbs1dufWuIAzaBh0A0EfW17lJptFhqDDW0CAgDRcLR18VPiGzwqfBVUB6qxmizURWoxGTUsmhmzW2NP9T4OvP6F9BAWa+cNTf6In4iKYnOZqfBX4g+3QId9RVt5jR6KNlUQDUfbNE7qEZ1Ag4+krIONchoagaYWlA6GsI6vJkAkrKOjE462NsWlZXipiR55tEVVSxXBaPd65gohvpxQg05pUSVWR9carsPhSGw0vcVuwmQ2dPm7B2ha63e7yuYyYzB2r7HbaDbgSbV36zsmiwG76+A0eZquCNZ1be2PA4J1tWiH/GRYbCZyRia1m/9QVKfOF//uO3hYElUtIVIGtLMYumptizPaFQaDRnnzwQZrzdB+4KYl2oLZZgQDVDfXoJlV3JoO7TGZDaT0795i7ABa1EB1eX23vlNb0QSR7jVFR1SEplD3Rgw0hZripls8XH2wHrPVhNF0sAzDgQj2hI4XCa8L1mGxHbyONQNkj0jqMPgBrXVkHTSIlJu/R+K3r8I6ZAiGhAQMDgem9HRcc+aQ9qM7cZ56KgbHwTWJTV4vCeecQ+rtt5N4zdW4zpiN+8ILSLr+ejLvvw/7+PE0fvAhoT174o9ntxGt/WL0ZjTatQhiJILu697o1d7U64GMxx57jO9+97tcf/31jBw5kr/97W84HA6ee+65dtP/+c9/5txzz+Wuu+5ixIgRPPjgg0ycOJEnnnii3fTBYJDGxsa4v+PFlJKMNTuLpsog0a0VWN9YyvfGf49vnfo9hmSMwmay4bQ4sWAhzZnNRROv5HvT78Rc5cJtsmOtUZTkFwMaBpMBe4KVaEM9B94ZLBnpRAcPxR+OsKW0sd152WwmI7WHDK9zWk3YzEaKav24bCZqfe03IB6+p0A4GhupUd0U7HAOOCGEgNaRGDvXVFC0tbbDRdqUgqKttexcU9njIzMeeeQRNE3jjjvu6NHjCCGE6D1f5fcKgiFKNqzt1lcqN64l3NRxDzulFOGIHltoO6ormg+ZQlYDEmwmNINOUdXBF+VkZxbVFfWdHjsQ9HPIutNUFDaiRxVpA9suJun0WNt8Bq2LbNYEDlkgs/NZH75IotqMyGide6PT7MYxGDXMto4b3DSt9RmmvYY5zQDRDhoNlK7jSnBQF247PZQ/7MdqttIS9gM6JqMRXdMJ6SFM5tYGksLgXvoNTG7z3bhjKNU6osNoIBINY7YZMRiOcPJRDV9tx8Gh4k37GDAm5cARAIWKtv4dWNBWi21rDfQMHJ3ClsZNnR9XCNEr/PURaqsa0ImQmu3p0neiIYWmQVaeF6PZSL+hiWjdaE1MzHBi70aPf5vTQnK/rjesG80G3Mk2Mgd7Op3W6XApOW6sjkPv4xoWc+fT4h3OYrGhHfa+681wMHxaZptghlKt62MckJWdQN7UTN7aXI7RbSE1vW3ng5ZQNBYcPzTYbDAY2q2DiB6hRffjdLT/29qelBx3l9bSOJymNBzm7i0S7TC62gT0j3gctG6PtjEc4QI1GVqDGIcGLkItUSx2Y7uL0muahtVsiXueSB/kwdHBM0yb46Wm4jr9dJJu/A7pP7mLtJ/eQ+ptt+GZdzGWnBwMtrbXncFiwZyWhuu000g4+2zM2dmgdOpfe52m994nUtHOCFVdR/viuQ5DO3OPdUAzdq9OelOvBjJCoRBr165lzpw5sc8MBgNz5sxhxYoV7X5nxYoVcekB5s6d22H6hx9+GI/HE/vLzu7iuKpjwODxkjL7VDSDhq8uRNnizTT85p9MzNf4/ojv8bM5j3DbaT/lx2f+iu+P+z7TqjLxRJyUrd6H2l9IxZ46fNXNGIwaqXlpGBuqCOzZS1TXMVqsuE6ZzIZGaA5GCUf1docM6UphOKSWbSZD7MFbV4ojPde2e16GLv+3IIQ4STXVBTtdJPNQxdtqaK7rud54q1ev5umnn2bs2LE9dgwhhBC966v+XqF0nVCge73lwi0tXWi/PySFUtjNB19k/aEIA5OdKA2ihyyibTQYUR2Moojt6rA3ExVVKAVme/yLssVuIjWng0aQwzIf0kMElB9vYueNJoefs8NtwXSE3qiH5yljcMeNe0qB0jUaS2vpP+LAuh9fHFV10niiQc6IJFZXtp3uzGq0EoqEsJpsRCM60YiOQRnxuFyxnrRbajeTOcSDtZNRGYbWLrpEQlESrAnYu9CruTniw2SytI78bydp6ZYiEjPsJB8yVcrBRVFV7P8aMGIyGBk6oh9Bu48SX3GnxwVItCZiNXa9sU0I8eVZjBbMRiu7d+xj0Oi2axcdTtM0DAYD3gwnTm/rf68Oj4WkrK4HGvoNT+pWQ7nVYSJ7ZDJaFxus0gd6sNrN2FwWMod4u/Qdo9lAzsikuB72RpOV9NyRXc4nQPqA4RgtjrjPzBYj/YcnMe6sbJIynbH2M0Xrb4jLbWHc1EzGn53D2zsr2F/nZ115A2OmZbb5vVKA3tI6rV+6s3VqQoNBixtJcLiGUAMOj5U0TzJEDEQjHf9m290WhkxMjSuHrjIaDaQnpne5gdBituN2uTGYutdobjaYSXO0Pz1lR9Id6dhMHQel+iX0w2gwYnOZcbhbgxm6rgj6wnhSHXHBDE3TMJkNDE7Mja0ZlZKTwPBpmdi6OSWXyevFlJqKOTUVU0oyBnPXvm+wWgmsz6dl7Tr0TjrSRJuasWTnAGBMcNPxCh6H7DshAYOr+yNyekuvBjKqq6uJRqOkH7bwSXp6OuWHzPF1qPLy8m6l/+lPf0pDQ0Psr6io6NhkvgusTiuemafhGpmHZtQAjebiakpeWUjJ3U/S8vArGP66iNCjr1H54ALs2dnUlPpJ7+/E6HRSmF+BprUO88oZm0Fg6UeEojqa0UjCmJFwxtn8d3dr76aUBGu7QYmmQIRBKQcvyMAX0d8haS4qG4P0T3RgMcZfBu11WnJYTLF705BU19HNPSiEOCmEg9FOR2IcTiko2lbbIwuANzc3c9VVV/H3v/+dxMTEY75/IYQQfcNX/b1CMxqxObvX69HicHbauGAwaFhMWqyBw4bG5IEHfyuf/HgXQ9MTMBhNuB3e2Oe+UCMOV/vTdxx4RzCZLHGzGbiSbBiMGtUl8cGY9IHuDuflthgsZDoz4z7b0ryJQcM6XjTToBkwGeL3lz0yqVtTmgAkZTpxeNqfXkLpCl1XNFY0kzM65WCgQINwIEyCpf16yhmYQcjuZ0dDQdznibZEMpwZBMNBUqwp+BvDaJqBUC2MHTAytv+GYAOFoT1MnDakw3y7LC7MmonmuiBprjQGJOcc8VwLA0W4+idjMVrQ2mkeCAfCbFuUz6TzBpHUzwNomCwWNKOByBfvlkop9BCMGpnL8OkZLKx4v93ptQ6loXFq1qmdNjQJIY69BK8djzOZ3dv24820MXBU5w3EJqMFl9fGsKkZsUZbm9PM8FMzsbs7nobngP4jkkgb0L3fL4Dkfk7yTkk/4siPpEwneVPSsdhNmK1GhkxKI21gx2tUQGsQY+T0LBIz4gMQmttD+ulnYOligNVutpMy6yyM7raNwGarkay8RCacM4CplwxmxPRMRk7LYPbFg5l92VB8WTb+b2MJe6pafxdX7aul2qI4/bxB2A75zTIaNBqLoriNiUzvPx2DQcNkMXQa5AlEA4QNQWYOn4Zq6Lih3JNmZ8LZObhTujcl1wEWh4X+g9JId2dxpKGPBoOJTE9/+g1JxuY88nUTl0+rh4lpE7ucXkNjWtY0HGZHh2lS7CnkenIxGg04PRY8qXYsNiOhQJRQSwRvugN3sh2r3YTJamBgag5p5kyUrhg5ox9jZ/fvcERpTzB4vdjGjD5iuuD2bThOmYzR68Vg79rvq23MaIyero3O6gt6fWqpnma1WnG73XF/x5MxPZWc275D0tRxaCZjbLiOCkcIlJTj312ICocZ+D/fwZiTi6+yieRByezb4aOqoAKT2cjQM4fiUTU0LP0UZbWRNG0qrptu5p8lsLW0kdKGFk4ZmERCOxHULaWNTM1NwmZurWpfKEphrZ9zR2dQVOun3h/ilEHxjXta7H8dlOKyYDEaSHFZyUvv/o+QEOLkEQ5GqCvvXq/RujIf4WDHc1gerVtuuYULLrigTY9bIYQQort69b3CZqX/xFO79ZX0iVMxu70dbvc4LUSDrb3/zTYDDouRmUPTcH/xTvHZ7taRlWbNyeThp8e+t6nkcwaM7KThS9NwOxIJNB7soJA7IRWz1UCw8eBUkokZDnInpnU4t7TRYGRi2kRsxoMv4ltrt5A+2E1CQvuNLi6zE/MhgYzEDMdRNdDYXWaGnZqJ0dz+63J9VRBXRhLhpibGzx0ca1AK+oNYlBnHYb1zk5LcTDwzl7eL3kShMB1yztOyp7GrbA8jMkZQvz2I2WbFYjOR6HEzY8Dpcb0pF5UuxJgTYNrsEVgs8e9+Rs2Ax+LBYDSQNdRLemIKkzMnHfFcP69YSfpwL66kZMyG9gM+5dtL2fHJBqZcNIhJ5w4hPS+VaEShR1unm0kf6GbCWQM4/fwRfFD9NlWB9telOVSuN5d0R8dBKSFEz/CkOBmUnYMJO8sWrWL4tAyGndIvNo3doYwGI/1zUzj14sEkpjviOrS6U+1MPGcAKf1d7TaqWx0mciemMnRKerd7rUPrWhMDRiczZnY23nRHmzYqm8vMwLEpjD0zG5f3YIOyw21l9Mx+DD01g4Tk+IZco8lA2kA3E+cOICvP2+aczRYjjhGjyBt9KmZj53m2GK0MGT8T26DBGDsZYWBzmUnOcpE7Po3cCWnUODSeWVXIB9sqqD5kGnhdwVubyyk26Zx95XAmz+xPaoaTtCQbwcYQbqObwUmDGJqWd8SRKkbNSIo9hSn9TyFnaDKTLxhERq4HT5odT6qd9EFuJp0/kInnDiQxw9nlkS9tysBmYuDoNBLNHjITszGb2m/Yt1td5CQNItGZQPogT7ePZzQYGZ82niRbUpfSD00c2qYjxOG8Vi8z+s/AZDBhMBqwOc24U+0kZjqxuy0YTQYSkm0k93eR1t/NBePPJistjQlzBzBwTHKna2n0BKPdjmvWbIzezgMO0ZpaIg2NuM8/H0xH/u/O4HDgOm06BvvRBbN6Q/fHDh1DKSkpGI1GKg6b16uiooKMjIx2v5ORkdGt9L3NZjOj9c+i/603knJxCTUffYJ/bwkqEsHsceOdMRXX2FHoDhdNVT76je9PwboaivZFyZg2kpyhCaQ6fTS+9AbO2bNJOf10/AOG8MSmej7aXk6ax0a/RDuJDjNj+3tZsbsm7vjVzUEa/GHOGJ7Ge5tae5e9u6GUG2fmctqQZJbsqOLc0Zms3ldHKKKD1nbBILvZSJLLikHTOD0vhcRuRk+FECcXBbE5k7sqGtG7PIKjq1566SXWrVvH6tWrj+2OhRBC9Dlf9fcKR1IK/c46j12fLuxSersnkZRTT2fL+up2t2uaRrLLSrAuiIbGkEnpGExGkmxGrj5tIH9dvAsF/OHDAn550ShmDDuLD1a/TjDcwrqdn3POiMtJSvFQW90Qt08As81OgslNTUMAAINZI29yOv7G1gYbk8VA2kAPeZPT4xqf2uO1eRmbNpZVZa3TMTWGGlnTtJLTzjmFZe9vxecLxB0/0ZaEydDaoORKtDJyRj8cR9HYYDAaSBuQwNgzsylYURbL+wGFG6sZPTOTFc8uY9DpA5gybyg7V5VSW9pEqCFEmieN/XX7MZo0Bg3px8hp/fmseQkf7/mYqB7BaDVhtplIsaYys/9MPt38GfOGzGP/xiYGjE1j0NhUvBkOnCqbU7NOZUVp63RnwWiQ1wtfZU7W2cy9YgKlO+sp3ldDOBgmzZXKwAEZ5IxIwemxYHWYOSXjFHbV72J77fYOz7XcX06tqZp+p46g6OMNhIJ+wtEIOgef5TSgans5wcoWcqaNZMYVw9B1iISimMxGzDYjNpeJiCHMKZmnULarjIjquINKmj2NS/MuJdEmo2WFON5sCWYGjEynoaqZSl8Fn7y/kgmnjiR33BhKdtRTV9GMioLLY2fQqHQSM5wkZTkxHDblkcGg4U13MG5ODi1NIUp31BPwh1vvxRkOUnPc2FymdgMkXWWxmeg/PJGU/i6a64M0VLWgdIXdZSYxw4nV2f7+7QkWBk9Ipd/QRHz1QQLNYYxGDWeiFZvT3Oli5VpiEunf/g7M1yndt5nGliaih9zPjAYTHpubfkPHk37ltRi8Xb+PWc1GBqe5CEban4kgqis+2FbBKoeZMVkeJp43kMGpTsxGAyaLAWvUwHfG3MCf1/2Zqpaqdvdh0AzkenL59ohvk+ZIw2K0YHNZSMxwxN7RjWbDUU0l1R5Phou8KQPYtXwPCYmD8UX8NIebUbr+RVl5sCojFs3IqDNysbuPbhRDmj2Nb434Fv/a+i/qg/UdpstJyOHrQ7+O1+Y94j5HJo1k3uB5vLX7LcJ6GKPRwOFLRRg0A+cMOIcp/U/BZendxn5Ldn+SrrmG2hdeIFrT/jTemtWKMdGL9xtfB6UIbN7c4f40ux3vNy/HnHP8pko9Fno1kGGxWJg0aRKLFi3ikksuAUDXdRYtWsStt97a7nemTZvGokWL4hZsXbhwIdOmTTsOOT46VruZcFoirqREbEMGEW32ty7SYzCiJSSgR3RsVgOa1cq+7fVY7BamXDqMxHQHBkK0NDSh/fBHlPuivLGriRVv7sEXipLsspCX6uQbk7JJdFg4b3QmxXV+ig5brO3TndVcPD6LhpYwn+2qYUt5I4GIzk0zBvPHjwpoCoS55YwhPPnJLqJf9KqJ5d1kYEiaC6vRwBnD0piRl4LZ+JUfyCOE+BI0Wh+O6HjdyDaMJsMxXXunqKiI22+/nYULF2JrZ+EsIYQQXy0nw3uFM284w+dczPaP3uo0naYZGPutGzF4E9m+sLCd7Rr9UxwYwzo+X4T0QW7Gz8nB6bHiBM4dnUEkqnj+s70s3VHNc8v2cOO0flx37m08/8EfaQm1sGz3e0w95zw+fiOfYMvBda6MFguZiTkEmxR6RKEZNE7/Rh4JyVZ2rCwnb0oGmbmt00l1pRHFaXZy3sDzqA/Us6NuBwCrK1ZhyjQx6+KJ7NlQxd7dZYSCETIcGTjNrQ1b6QM9DByTjCvp6J8BTGYjGQPdeFLt1Jb6KNtdTyQYRfui8c7mtjHqkklseGU1aXkeJp87kEBLlOoSHxanlVGebCwZOqUtRbxT/QZrKlcTjbY2hkUDEbITc/jexO9R2VzOZZO/hqc5mZxvDcCZaMVqb21kM+Pm/EHnY9SMrCxbSUSPEIwGeafobRKtiYzqP5pReXlkOjLxWj3Ynda4Rr1kezLfHPZN3tn7DhsqNxDWw3HnqKExwD2AhAQn2bNTCPoi1GzYjdnXjK5H0ZVCo7Uhx2i2oDmTSOifjMNrxWJtW39mTJyaeSpOs5OlxUvZ37g/boopm9HGiOQRnDPwHPq7+h913Qghjp7BYKD/yGSaalowbFBENcXmTwuxeorJHpxB7rgUbGYb0VCUcCCKK9HWaTDC5jRjc5rxpNnRIwq0A+92x+blTtNaF2S2J1hIze767CAGgwFHgqXbwWyrzYwaOIj0G2/BtWIZzRvW0lRRTFTpGDUj7qwBOMdNwjVtOuZ+Ge3eCzvTP9HOnJHpfLilnYWav1DnD7N8Tw05KU5sCRZsX5R/up6OUTNy95S7eXPXm6ypWENLpPWlW0PDbXEzLWsaF+RewPCk4ViMB8/dYjNBD7wWWx1m8k7th9FiZN+aYkwtYRLwgFFDU6CFNBxpbobPGEBmXuJRB7YMBgN53jy+O/a7LCtexuaazTSFmmLb0+xpjEsbx7SsaV1eT8NutnNq1qmkOdNYXrKcgtoCgtHWZxqzwUxeYh6nZZ1GXmIeTnPbhdiPN81kwjpsGKm33UbL+vX4164jUlWFikYxetzYR4/BMe1UzBkZGGw2Eq+8Av/q1fhXryFcUnJwPzYbtpEjcc2aiWXgQAyWE6uzuqbUse4D2z0vv/wy1157LU8//TRTpkzhT3/6E//+97/Zvn076enpXHPNNfTr14+HH34YgM8++4xZs2bxyCOPcMEFF/DSSy/xm9/8hnXr1jF69JHnC2tsbMTj8dDQ0HDcp5lqDoQJhKKggd1iRClFOKLjsJowGw0YDlmVOxKNUt0c4uU1Rby1vpSGli8eOjVwWU0kOy2My/FyxSk55KY6MX3x3eI6P6+uLWZraSMR/WDVZnpsnDs6gz3VPraXNoKm8c1TsgmGoyzbVUWmx45m0Fi8rZKVe2qI6ookp4Usr42x/b3MGJrKuP5ePPbuDwkUQpy4AoEAe/fuZdCgQV0OCISDUbZ8WkJJQV2Xj9NvWCKjZvSLW1Try3jjjTf42te+hvGQLhXRaDS2WF0wGIzbBkd3rkIIcTLqzefpzpwM7xX+ijL2vbiA7R++ha637fFucbiYcM3NpMw+m0/2N5NitVO+qYbNayrwNYdJcJhITbBh0cFfFyR3YioTzxmAJ80W+11USlHVFKS4zs/i7VWs3lfLlAEebjo9gzVFK3l3zf9RXrGX8yd+i6EJ08j/dDelJdXY7S7S3P0wBW3UlbSQ1M/JhLNzyBmZhM1pRtG6MOjRqG6pZnnJctZXrqe6pXWUyQD3AMZ5JzDYNpRIgwGLbsFqt+BOtWProJfulxFqiRCN6miahtlmxGg0EA5GKd9Zy87l+6jfXUJihgNHshOjxUzKiHQiKTpr69ewuW4je+r30OhvJM2exun9pzM2dSxRX5REQyJUmUnKScKbmRBb3PtQzaFmqluqWVW2ij0NewjrYaxGKyOSRzAxfSJJ1iTs5o57ijaHmqkN1LK6fDVlvjKiKorb4mZq5lQynBkkWhPRNI2m2gC715RRXlBFS1k1RCKgaRgcDhKHZDBwfDoZg71HDEIppagP1lPuK2dX3S6CehCv1cuI5BF4rd4+0SAkxMmupTlE4cZqirdV4a9uRo9EvrhPG7ElucgamkzuxDQcR9mD/kQXbAkTbgoQbWxobSwOBDE4bBiTUzAmejE7bViPclRDvT/E4u2VfLy9En+o7egMr8PMxeOzmDwgCWc7gRJ/2E9TqInaQC1bqrfgj/jxWD2MTB5JmiMNj/X4r3cQCkQINIcp3VFLbXET0aiOyWIiMy+RlJwE7E5Lh9M1dlcgEqAh2ECFv4JQNITD7CDNnobX5sXUwRSJR9IcaqYx1EhDsAGFwm1x47F6Olz3qrepaJRofT0qEgGl0Eym1kW7rdZ200Wqqog2NqKZzZjS0jB6vRidfeO3uLvP070eyAB44okn+N3vfkd5eTnjx4/n8ccfZ+rUqQDMnj2bgQMHsmDBglj6V155hZ///Ofs27ePvLw8Hn30Uc4///wuHasvvHgppQgfeAg+wsN8gz9EnT/Myj017KvxgYJEp4UZealkeGwkOsxtIt0NLSGqm0Os2F1NdVPrMOh0j43pg5NJdlkJhKNUNQUJRXWSHBaiSlHvDxHRwWxsnYW1MRDBoEGKy0qKyyrTSQlxkjraxv3qkmZWvbm7S9NFaRpMnTeY5H5tF0k7Wk1NTRQWxvdCvf766xk+fDh33313uw1UEsgQQoiu6QvP0x05Gd4rWmqrCZaWUP7xh1Rs3Ug0FMDqcpN5ynTSps/CmJSM0ZlAvT/M/hofLpORBIOR2sImmqpaiAaj2FxmBo1Nwe6y4OxgeqdAKIIvGKXGH0IpMBsh022iKVDHjqqtbCpZR3biIPISx2ENJlC9u4VAUwQ9Cv3yvKTmJGBzWbDYjk1AIayHqQ/UU9xcTH2gHpPBRJYri1R7Km5r712Huq4TaI5QX95Mxe46opEDjTdePGlODDZoCjcR0SNEVRRNaZgiZvwNAVSdkYQkO45EO7YEyxF7MAejQXwhHwqFQTOQYEnoVqNNWA+39t5VtE430s5C2+FQlKAvTHVRMy1NQYwmA95MJwmJNmyutu+eQogTVzSiE/CFqS310VDlBwWuJBsp/RO+9LRQXxXhYJRIuLVDMgpMFmOHazt1hz8Uoc4XYk1hHQXlTYSjOjaTkfE5Xkb385DoMGPpZO2NvkqP6oQCUZSuMBg1LHaT/G6ITp2QgYzjqS+/eHUmqusEwq1zyJtNGtYu3NDCUZ1guDW6azUbOw2a+IMRgpHW+fIMBnBaTJhkCikhTnpH27gf9Icp+Lycoq3tz914qOxRyQybkt7pXKXHwuzZsxk/fjx/+tOf2t0ugQwhhOiaE/V5+ljr7XJoaWxAb/GhKVCahsnjxWprv1e+UopoNEokpKN0MFuNX6qBSimFP+RD13WMBiN2i4NwSCcSimI0GbDae3UG416jR3V0XWEwaBg6eZfS9dZ6MBi0o15kVQghxIkvouv4AhF0BUaDRoJNGv7FyaW7z9Mn5xPmCchoMOC0di+wYDYauryehcNqwnFyjhgUQvQAq8NM3uR0QKN4W027IzM0DfqPSCZvUlqPBzGEEEKIrxq72wPurk0foWkaJpMJ0zF6+9M0Dac1fiSlxWrEcoymiDxRGYwGDF0oAoPBANJnTAghTnomgwGPQ2ZAEaKrJJAhhBCiR9gTLAybmk6/oV6KttVSV+YjGtExmgwkZjrJHpGEK9F63IIYn3zyyXE5jhBCCCGEEEIIIYQ4tiSQIYQQosdYHWasDjPuFDvhYASlWkdimK2mY7awtxBCCCGEEEIIIYT4apNAhhBCiB5ntholcCGEEEIIIYQQQgghjorMzCmEEEIIIYQQQgghhBBCiD5LAhlCCCGEEEIIIYQQQgghhOizJJAhhBDiiJRSvZ2FHncynKMQQgghhBBCCCHEiUgCGUIIITpkNpsB8Pv9vZyTnnfgHA+csxBCCCGEEEIIIYToG2SxbyGEEB0yGo14vV4qKysBcDgcaJrWy7k6tpRS+P1+Kisr8Xq9GI2yKLkQQgghhBBCCCFEXyKBDCGEEJ3KyMgAiAUzvqq8Xm/sXIUQQgghhBBCCCFE3yGBDCGEEJ3SNI3MzEzS0tIIh8O9nZ0eYTabZSSGEEIIIYQQQgghRB8lgQwhhBBdYjQapbFfCCGEEEIIIYQQQhx3sti3EEIIIYQQQgghhBBCCCH6LAlkCCGEEEIIIYQQQgghhBCiz5JAhhBCCCGEEEIIIYQQQggh+qyTbo0MpRQAjY2NvZwTIYQQQgghTjwHnqMPPFefrOS9QgghhBBCiKPX3feKky6Q0dTUBEB2dnYv50QIIYQQQogTV1NTEx6Pp7ez0WvkvUIIIYQQQogvr6vvFZo6ybpS6bpOaWkpCQkJaJrWK3lobGwkOzuboqIi3G53r+Thq07KuGdJ+fY8KeOeJ2Xcs6R8e56Ucc+S8u2YUoqmpiaysrIwGE7emWrlvUIcC1KHJzapvxOf1OGJTervxCb1d+L7snXY3feKk25EhsFgoH///r2dDQDcbrf8h9rDpIx7lpRvz5My7nlSxj1LyrfnSRn3LCnf9p3MIzEOkPcKcSxJHZ7YpP5OfFKHJzapvxOb1N+J78vUYXfeK07eLlRCCCGEEEIIIYQQQgghhOjzJJAhhBBCCCGEEEIIIYQQQog+SwIZvcBqtXLfffdhtVp7OytfWVLGPUvKt+dJGfc8KeOeJeXb86SMe5aUrzgRyHV64pM6PLFJ/Z34pA5PbFJ/JzapvxPf8a7Dk26xbyGEEEIIIYQQQgghhBBCnDhkRIYQQgghhBBCCCGEEEIIIfosCWQIIYQQQgghhBBCCCGEEKLPkkCGEEIIIYQQQgghhBBCCCH6LAlkCCGEEEIIIYQQQgghhBCiz5JARg958sknGThwIDabjalTp7Jq1apO07/yyisMHz4cm83GmDFjePfdd49TTk9c3SnjBQsWoGla3J/NZjuOuT2xLF26lIsuuoisrCw0TeONN9444nc++eQTJk6ciNVqZciQISxYsKDH83ki624Zf/LJJ22uYU3TKC8vPz4ZPsE8/PDDnHLKKSQkJJCWlsYll1xCQUHBEb8n9+KuOZrylftw9zz11FOMHTsWt9uN2+1m2rRpvPfee51+R67f7uluGcs1LPqi7r5ziOOjK7+TgUCAW265heTkZFwuF1//+tepqKiIS7N//34uuOACHA4HaWlp3HXXXUQikeN5KgJ45JFH0DSNO+64I/aZ1F/fVlJSwre//W2Sk5Ox2+2MGTOGNWvWxLYrpfjlL39JZmYmdrudOXPmsHPnzrh91NbWctVVV+F2u/F6vXznO9+hubn5eJ/KSSkajfKLX/yCQYMGYbfbGTx4MA8++CBKqVgaqcO+40htG8eqrjZu3MiMGTOw2WxkZ2fz6KOP9vSpnTQ6q8NwOMzdd9/NmDFjcDqdZGVlcc0111BaWhq3j+NVhxLI6AEvv/wyd955J/fddx/r1q1j3LhxzJ07l8rKynbTf/bZZ1x55ZV85zvfYf369VxyySVccsklbN68+Tjn/MTR3TIGcLvdlJWVxf4KCwuPY45PLD6fj3HjxvHkk092Kf3evXu54IILOOOMM8jPz+eOO+7gxhtv5IMPPujhnJ64ulvGBxQUFMRdx2lpaT2UwxPbkiVLuOWWW1i5ciULFy4kHA5zzjnn4PP5OvyO3Iu77mjKF+Q+3B39+/fnkUceYe3ataxZs4YzzzyTefPmsWXLlnbTy/Xbfd0tY5BrWPQtR/M8LI6PrvxO/s///A///e9/eeWVV1iyZAmlpaVceumlse3RaJQLLriAUCjEZ599xvPPP8+CBQv45S9/2RundNJavXo1Tz/9NGPHjo37XOqv76qrq2P69OmYzWbee+89tm7dyh/+8AcSExNjaR599FEef/xx/va3v/H555/jdDqZO3cugUAgluaqq65iy5YtLFy4kLfffpulS5dy00039cYpnXR++9vf8tRTT/HEE0+wbds2fvvb3/Loo4/yl7/8JZZG6rDvOFLbxrGoq8bGRs455xwGDBjA2rVr+d3vfsf999/PM8880+PndzLorA79fj/r1q3jF7/4BevWreO1116joKCAiy++OC7dcatDJY65KVOmqFtuuSX272g0qrKystTDDz/cbvrLL79cXXDBBXGfTZ06VX3ve9/r0XyeyLpbxvPnz1cej+c45e6rBVCvv/56p2l+8pOfqFGjRsV99s1vflPNnTu3B3P21dGVMv74448VoOrq6o5Lnr5qKisrFaCWLFnSYRq5Fx+9rpSv3Ie/vMTERPXss8+2u02u32OjszKWa1j0Nd19Hha95/Dfyfr6emU2m9Urr7wSS7Nt2zYFqBUrViillHr33XeVwWBQ5eXlsTRPPfWUcrvdKhgMHt8TOEk1NTWpvLw8tXDhQjVr1ix1++23K6Wk/vq6u+++W51++ukdbtd1XWVkZKjf/e53sc/q6+uV1WpV//d//6eUUmrr1q0KUKtXr46lee+995SmaaqkpKTnMi+UUkpdcMEF6oYbboj77NJLL1VXXXWVUkrqsC87vG3jWNXVX//6V5WYmBh3/7z77rvVsGHDeviMTj5daZ9atWqVAlRhYaFS6vjWoYzIOMZCoRBr165lzpw5sc8MBgNz5sxhxYoV7X5nxYoVcekB5s6d22H6k93RlDFAc3MzAwYMIDs7+4g9LkX3yDV8/IwfP57MzEzOPvtsli9f3tvZOWE0NDQAkJSU1GEauY6PXlfKF+Q+fLSi0SgvvfQSPp+PadOmtZtGrt8vpytlDHINi77jaJ+HRe84/Hdy7dq1hMPhuPobPnw4OTk5sfpbsWIFY8aMIT09PZZm7ty5NDY2yr3nOLnlllu44IIL2vy+Sv31bW+99RaTJ0/msssuIy0tjQkTJvD3v/89tn3v3r2Ul5fH1Z/H42Hq1Klx9ef1epk8eXIszZw5czAYDHz++efH72ROUqeddhqLFi1ix44dAGzYsIFly5Zx3nnnAVKHJ5JjVVcrVqxg5syZWCyWWJq5c+dSUFBAXV3dcTobcUBDQwOapuH1eoHjW4cSyDjGqquriUajcQ8sAOnp6R3OZV9eXt6t9Ce7oynjYcOG8dxzz/Hmm2/yr3/9C13XOe200yguLj4eWf7K6+gabmxspKWlpZdy9dWSmZnJ3/72N1599VVeffVVsrOzmT17NuvWrevtrPV5uq5zxx13MH36dEaPHt1hOrkXH52ulq/ch7tv06ZNuFwurFYrN998M6+//jojR45sN61cv0enO2Us17DoS47meVj0jvZ+J8vLy7FYLLEGgAMOrb+O7usHtome9dJLL7Fu3ToefvjhNtuk/vq2PXv28NRTT5GXl8cHH3zA97//fX74wx/y/PPPAwfLv7P7Z3l5eZspfE0mE0lJSVJ/x8E999zDFVdcwfDhwzGbzUyYMIE77riDq666CpA6PJEcq7qSe2rfEQgEuPvuu7nyyitxu93A8a1D05fJvBAnimnTpsX1sDzttNMYMWIETz/9NA8++GAv5kyIrhk2bBjDhg2L/fu0005j9+7d/PGPf+Sf//xnL+as77vlllvYvHkzy5Yt6+2sfCV1tXzlPtx9w4YNIz8/n4aGBv7zn/9w7bXXsmTJkg4b2kX3daeM5RoWQhwNeQ458RQVFXH77bezcOFCbDZbb2dHdJOu60yePJnf/OY3AEyYMIHNmzfzt7/9jWuvvbaXcye64t///jcvvPACL774IqNGjYqtw5mVlSV1KEQvCofDXH755SileOqpp3olDzIi4xhLSUnBaDRSUVER93lFRQUZGRntficjI6Nb6U92R1PGhzsQ1d+1a1dPZPGk09E17Ha7sdvtvZSrr74pU6bINXwEt956K2+//TYff/wx/fv37zSt3Iu7rzvlezi5Dx+ZxWJhyJAhTJo0iYcffphx48bx5z//ud20cv0ene6U8eHkGha96Vg8D4ue19HvZEZGBqFQiPr6+rj0h9ZfR/f1A9tEz1m7di2VlZVMnDgRk8mEyWRiyZIlPP7445hMJtLT06X++rDMzMw2HRJGjBjB/v37gYPl39n9MyMjg8rKyrjtkUiE2tpaqb/j4K677oqNyhgzZgxXX301//M//xMbISV1eOI4VnUl99TedyCIUVhYyMKFC2OjMeD41qEEMo4xi8XCpEmTWLRoUewzXddZtGhRh3MuT5s2LS49wMKFCzudo/lkdjRlfLhoNMqmTZvIzMzsqWyeVOQa7h35+flyDXdAKcWtt97K66+/zuLFixk0aNARvyPXcdcdTfkeTu7D3afrOsFgsN1tcv0eG52V8eHkGha96Vg8D4uec6TfyUmTJmE2m+Pqr6CggP3798fqb9q0aWzatCmuYeBAw4GMzOtZZ511Fps2bSI/Pz/2N3nyZK666qrY/y/113dNnz6dgoKCuM927NjBgAEDABg0aBAZGRlx9dfY2Mjnn38eV3/19fWsXbs2lmbx4sXous7UqVOPw1mc3Px+PwZDfHOl0WhE13VA6vBEcqzqatq0aSxdupRwOBxLs3DhQoYNG0ZiYuJxOpuT14Egxs6dO/noo49ITk6O235c67BbS4OLLnnppZeU1WpVCxYsUFu3blU33XST8nq9qry8XCml1NVXX63uueeeWPrly5crk8mkfv/736tt27ap++67T5nNZrVp06beOoU+r7tl/MADD6gPPvhA7d69W61du1ZdccUVymazqS1btvTWKfRpTU1Nav369Wr9+vUKUI899phav369KiwsVEopdc8996irr746ln7Pnj3K4XCou+66S23btk09+eSTymg0qvfff7+3TqHP624Z//GPf1RvvPGG2rlzp9q0aZO6/fbblcFgUB999FFvnUKf9v3vf195PB71ySefqLKystif3++PpZF78dE7mvKV+3D33HPPPWrJkiVq7969auPGjeqee+5RmqapDz/8UCkl1++x0N0ylmtY9DVHeh4Wvacrv5M333yzysnJUYsXL1Zr1qxR06ZNU9OmTYttj0QiavTo0eqcc85R+fn56v3331epqanqpz/9aW+c0klv1qxZ6vbbb4/9W+qv71q1apUymUzq17/+tdq5c6d64YUXlMPhUP/6179iaR555BHl9XrVm2++qTZu3KjmzZunBg0apFpaWmJpzj33XDVhwgT1+eefq2XLlqm8vDx15ZVX9sYpnXSuvfZa1a9fP/X222+rvXv3qtdee02lpKSon/zkJ7E0Uod9x5HaNo5FXdXX16v09HR19dVXq82bN6uXXnpJORwO9fTTTx/38/0q6qwOQ6GQuvjii1X//v1Vfn5+3HNNMBiM7eN41aEEMnrIX/7yF5WTk6MsFouaMmWKWrlyZWzbrFmz1LXXXhuX/t///rcaOnSoslgsatSoUeqdd945zjk+8XSnjO+4445Y2vT0dHX++eerdevW9UKuTwwff/yxAtr8HSjTa6+9Vs2aNavNd8aPH68sFovKzc1V8+fPP+75PpF0t4x/+9vfqsGDByubzaaSkpLU7Nmz1eLFi3sn8yeA9soWiLsu5V589I6mfOU+3D033HCDGjBggLJYLCo1NVWdddZZsQZ2peT6PRa6W8ZyDYu+qLPnYdF7uvI72dLSon7wgx+oxMRE5XA41Ne+9jVVVlYWt599+/ap8847T9ntdpWSkqJ+9KMfqXA4fJzPRijVNpAh9de3/fe//1WjR49WVqtVDR8+XD3zzDNx23VdV7/4xS9Uenq6slqt6qyzzlIFBQVxaWpqatSVV16pXC6Xcrvd6vrrr1dNTU3H8zROWo2Njer2229XOTk5ymazqdzcXHXvvffGNZpKHfYdR2rbOFZ1tWHDBnX66acrq9Wq+vXrpx555JHjdYpfeZ3V4d69ezt8rvn4449j+zhedagppVTXx28IIYQQQgghhBBCCCGEEEIcP7JGhhBCCCGEEEIIIYQQQggh+iwJZAghhBBCCCGEEEIIIYQQos+SQIYQQgghhBBCCCGEEEIIIfosCWQIIYQQQgghhBBCCCGEEKLPkkCGEEIIIYQQQgghhBBCCCH6LAlkCCGEEEIIIYQQQgghhBCiz5JAhhBCCCGEEEIIIYQQQggh+iwJZAghhBBCCCGEEEIIIYQQos+SQIYQQgjRh8ycOZMXX3yxzeeffPIJCxYsaPN5dXU1aWlpFBcXH4fcCSFOFEuXLuWiiy4iKysLTdN44403ur2PDz74gFNPPZWEhARSU1P5+te/zr59+455XoUQQgghhBDiSCSQIYQQPay8vJzbbruN3NxcrFYr2dnZXHTRRSxatKi3syb6mLfeeouKigquuOKKLn8nJSWFa665hvvuu68HcyaEONH4fD7GjRvHk08+eVTf37t3L/PmzePMM88kPz+fDz74gOrqai699NJjnFMhhBBCHCuNjY2MHz+e5uZmiouLGTJkSG9nSQghjhkJZAghRA/at28fkyZNYvHixfzud79j06ZNvP/++5xxxhnccsstvZ090cc8/vjjXH/99RgMB3+e8/PzOfvss/n617/ObbfdxpgxY7j//vvjvnf99dfzwgsvUFtbe5xzLIToq8477zweeughvva1r7W7PRgM8uMf/5h+/frhdDqZOnUqn3zySWz72rVriUajPPTQQwwePJiJEyfy4x//mPz8fMLh8HE6CyGEEEfruuuu45JLLon7rKqqitGjRzN16lQaGhp6J2OiR7ndbk4//XS8Xi8DBw7k+9//fm9nSQghjhkJZAghRA/6wQ9+gKZprFq1iq9//esMHTqUUaNGceedd7Jy5UoABg4ciKZp7f4dmEpo//79zJs3D5fLhdvt5vLLL6eioiJ2nPvvv5/x48fH/h0KhRgyZAiaplFfXw/AggUL0DSNiy++OC6Pf/7zn9E0jeuuuy72WV1dHddccw2JiYk4HA7OO+88du7cGfe95cuXM3v2bBwOB4mJicydO5e6ujquu+66Ds/nwDFmz57NHXfc0a2y3LJlCxdeeCFut5uEhARmzJjB7t27Y9v37dvX7jEPnD9AfX09N954I6mpqbjdbs4880w2bNgQd5wj7efwsl63bh1er5dnn3029tnh07j84x//QNO0Ts+5qqqKxYsXc9FFF8U+U0oxb9487HY7Dz/8MD/5yU/4zW9+g91uj/vuqFGjyMrK4vXXX+9CSQohBNx6662sWLGCl156iY0bN3LZZZdx7rnnxu71kyZNwmAwMH/+fKLRKA0NDfzzn/9kzpw5mM3mXs69EEKI7qqqquLMM8/Ebrfz4Ycf4vF4ejtLooc88cQTVFZWUltby49+9KPezo4QQhwzEsgQQogeUltby/vvv88tt9yC0+lss93r9QKwevVqysrKKCsro3///vzpT3+K/fub3/wmuq4zb948amtrWbJkCQsXLmTPnj1885vf7PDYTzzxRFyg4wCHw8GKFSsoKSmJffbMM8/Qr1+/uHTXXXcda9as4a233mLFihUopTj//PNjvXDz8/M566yzGDlyJCtWrGDZsmVcdNFFRKNR/vznP8fyf/nll3P55ZfH/v3nP//5aIqSkpISZs6cidVqZfHixaxdu5YbbriBSCTSJu1HH31EWVkZr776apttl112GZWVlbz33nusXbuWiRMnctZZZ8WNZFBKHXE/B2zfvp25c+fy85//nBtvvLHdND6fj1/84he4XK5Oz3HZsmU4HA5GjBgR+6ympob9+/dz9913M3To0Ni0ZHfffXeb70+ZMoVPP/2002MIIQS0Bsfnz5/PK6+8wowZMxg8eDA//vGPOf3005k/fz4AgwYN4sMPP+RnP/sZVqsVr9dLcXEx//73v3s590IIIbqrurqas846C6vVysKFC+OCGEfqMAXd7+jTXqeq9kaIHN75p6ioiMsvvxyv10tSUhLz5s1rszbTc889x6hRo7BarWRmZnLrrbcCXescduhnbrebs88+O65jVFc6cx3uscceY8yYMTidTrKzs/nBD35Ac3NzbPuCBQti730AhYWFZGdn8/Of/zz22cCBA/nTn/4Ut9/Dy6urHdcOHCspKQm3283MmTPRNI38/PxOz0MIIU4EEsgQQogesmvXLpRSDB8+vNN0qampZGRkkJGRgdFoxOPxxP5tt9tZtGgRmzZt4sUXX2TSpElMnTqV//3f/2XJkiWsXr26zf5qa2t56KGH2m3sNpvNXHnllTz33HNAa+O50Whk8uTJsTQ7d+7krbfe4tlnn2XGjBmMGzeOF154gZKSktiLxqOPPsrkyZP561//yrhx4xg1ahS33norKSkpbfJvt9tj/z7anl9PPvkkHo+Hl156icmTJzN06FCuv/56hg0bFksTDAYBYsdKSkqK28eyZctYtWoVr7zyCpMnTyYvL4/f//73eL1e/vOf/8TSHQjWdLSfAwoLCzn77LO56aab+PGPf9xh3h999FFGjhzJpEmTOj3HwsJC0tPT46aVSklJYdiwYTz44INHfPnIysqisLCw0zRCCAGwadMmotEoQ4cOxeVyxf6WLFkSa9ApLy/nu9/9Ltdeey2rV69myZIlWCwWvvGNb8QCvkIIIfq+mpoa5syZg8lkYuHChXGN6l3tMNWdjj7QcaeqzoTDYebOnUtCQgKffvopy5cvx+Vyce655xIKhQB46qmnuOWWW7jpppvYtGkTb731VmwNiCN1Djtg/vz5lJWVsXTpUiorK/nZz34W23akzlztMRgMPP7442zZsoXnn3+exYsX85Of/KTdtOXl5cyZM4d58+bx0EMPdat8DteVMn7ttddYv379lzqOEEL0JRLIEEKIHnKsGnq2bdtGdnY22dnZsc9GjhyJ1+tl27ZtbdL/6le/4owzzuD0009vd3833XQT//jHP9B1nWeeeYbvfve7bY5nMpmYOnVq7LPk5GSGDRsWO96BERlfxl//+ldcLhfJyclMnTqV//73vx2mzc/PZ8aMGZ1OZ1JTUwO0zgvbng0bNtDc3ExycnJcw93evXvjemI1NjYCtDuK5oD6+nrmzJlDcXExc+fO7TBdaWkpjz32GH/4wx86THNAS0sLNputzecffPAB6enp/OY3v+Hmm2/mrLPOYvHixW3S2e12/H7/EY8jhBDNzc0YjUbWrl1Lfn5+7G/btm2xkXMHAsiPPvooEyZMYObMmfzrX/9i0aJFfP755718BkIIIbqirq6OOXPmsHXrVqxWa5vn5K52mOpqRx/ouFOV3W6npaWlw++9/PLL6LrOs88+y5gxYxgxYgTz589n//79sTWcHnroIX70ox9x++23M3ToUE455ZTY1K1H6hx2gNfrJSMjg0GDBpGQkBDraNWVzlztueOOOzjjjDMYOHAgZ555Jg899FC7oxfr6uo455xzmDp1Kn/5y1863F9XdNZx7YBwOMzdd9/daRohhDjRSCBDCCF6SF5eHpqmsX379uN2zJ07d/Lss8/y29/+tsM0o0ePJisri5deeom3336bq6++utvHOXyNhqNx1VVXkZ+fz9KlS5kxYwbf+MY34qa86u7x9uzZg8ViISsrq93tzc3NZGZmxjXa5efnU1BQwF133RVLV1paisFgICMjo8NjFRYWMnXqVO6//35uuOGGDgMI9957L5dddhnjxo07Yv5TUlKoq6tr8/mAAQN4/vnn+fe//83dd9/N+PHjOffcc9myZUtcutraWlJTU494HCGEmDBhAtFolMrKSoYMGRL3d+De5/f740aIARiNRqC1B68QQoi+b+nSpei6Tn5+Prt27eLRRx+N297VDlNd6ehzQEedqkaPHs3KlSvZu3dvu9/bsGEDu3btIiEhIdbhKCkpiUAgwO7du6msrKS0tPRLd6a68sorcblcJCYm0tTUxMMPPwx0rTNXez766CPOOuss+vXrR0JCAldffTU1NTVx7weRSITzzz+fTZs2cc4556Bp2pc6hyN1XIODHRKuuuqqL3UsIYToSySQIYQQPSQpKYm5c+fy5JNP4vP52mw/dBHqzowYMYKioiKKiopin23dupX6+npGjhwZl/buu+/mxhtvjA2x7sj3vvc9br75Zi688MK44eUHjheJROJ63NbU1FBQUBA73tixY1m0aFGX8t8Rj8fDkCFDGDVqFA888AChUKjDl4SxY8fy6aefdjqse8mSJZx22mmxhrbDTZw4kfLyckwmU5uGu5SUlFi61atXM3z48HZHRxyQm5vLggULuPfee3G73fz0pz9tkyY/P5///Oc/XR42PmHCBMrLy9sNZhwwaNAg/vCHP5CQkBBbLP6AzZs3M2HChC4dSwjx1dfc3BwL2ALs3buX/Px89u/fz9ChQ7nqqqu45ppreO2119i7dy+rVq3i4Ycf5p133gHgggsuYPXq1fzqV79i586drFu3juuvv54BAwbIvUYIIU4Qubm5LFq0iJEjR/LXv/6V+++/n40bN3Z7P13p6AOdd6q64YYbOOWUU8jNzY0FKg7V3NzMpEmT2nQ62rFjB9/61reOSUcqgD/+8Y/k5+ezatUqMjIyuO666456X/v27ePCCy9k7NixvPrqq6xdu5Ynn3wSIDYdFrSumWe323n66ae54447KC8vP+pjdqXjWl1dHQ8++CCPPfbYlw6aCCFEXyKBDCGE6EFPPvkk0WiUKVOm8Oqrr7Jz5062bdvG448/zrRp07q0jzlz5jBmzBiuuuoq1q1bx6pVq7jmmmuYNWtW3NoWu3bt4pNPPuGXv/zlEfd5+eWXc++997bbAJ+Xl8e8efP47ne/y7Jly9iwYQPf/va36devH/PmzQPgpz/9KatXr+YHP/gBGzduZPv27Tz11FNUV1d3sWQgGo0SCARoaGjg6aefxmw2x615cahbb72VxsZGrrjiCtasWcPOnTv55z//SUFBAdFolKVLl/Liiy9y6aWXUl5eTnl5eWwB78rKylg5Tps2jUsuuYQPP/yQffv28dlnn3HvvfeyZs0aQqEQ//znP3nssce4/vrrO817QkICJpMJk8nEggULePrpp9sstP373/+eO++8s8MRIoebMGECKSkpLF++PPZZaWkpd955Jxs3biQYDOL3+3n66aepr6+Pa0j0+/2sXbuWc845p0vHEkJ89a1Zs4YJEybE7hV33nknEyZMiP1GzJ8/n2uuuYYf/ehHDBs2jEsuuYTVq1eTk5MDwJlnnsmLL77IG2+8wYQJEzj33HOxWq28//77x6wxSQghRM8aM2ZMrMPOZZddxqWXXso111wTa2TvaoeprnT0gc47Vdntdj766CPKy8vjAu0HTJw4kZ07d5KWltam05HH4yEhIYGBAwd+6c5UGRkZDBkyhMmTJ3PbbbfxzjvvEA6Hu9SZ63Br165F13X+8Ic/cOqppzJ06FBKS0vbpHM4HLz11lvcdNNNTJ8+ne9973tHnf+udFx78MEHmTFjBjNnzjzq4wghRF9k6u0MCCHEV1lubi7r1q3j17/+NT/60Y8oKysjNTWVSZMm8dRTT3VpH5qm8eabb3Lbbbcxc+ZMDAYD5557bpu5VX0+Hw888ECnc9YeYLfbO50vdf78+dx+++1ceOGFhEIhZs6cybvvvhtbo2Lo0KF8+OGH/OxnP2PKlCnY7XamTp3KlVde2aVzgtYF6p544gksFgt5eXm88MILccPaD5WcnMzixYu56667mDVrFkajkfHjxzN9+nSKioqYNWsWAD/84Q/54Q9/GPfdYcOGoZRC0zTeffdd7r33Xq6//nqqqqrIyMhg5syZpKens2nTJu6//35+8YtfcOedd3b5PMaOHcu9997LDTfcwIYNG3A4HEBrsKOjhf7aYzQauf7663nhhRe48MILgdb1PiKRCN/4xjfYv38/Silyc3OZP38+EydOjH33zTffJCcnhxkzZnT5eEKIr7bZs2d3ulaT2WzmgQce4IEHHugwzRVXXMEVV1zRE9kTQgjRC5588klGjx7NAw88wK9//eu4DlN/+tOfiEQi/OAHP4h1mAqFQrz88ss89thjnf5eQGunqv3797Nr165O06Wnp5Oent7m86uuuorf/e53zJs3j1/96lf079+fwsJCXnvtNX7yk5/Qv39/7r//fm6++WbS0tI477zzaGpqYvny5dx2221dLoP6+nrKy8tpaGjgH//4B7m5uZjN5rjOXE8//TQJCQncc889cZ25DjdkyBDC4TB/+ctfuOiii1i+fDl/+9vf2qQzm82xESjPPPMMo0aN4l//+hff/va3Y2kikQiBQCD272g0iq7rhMPh2DtYV8rY7/fzzDPPsG7dui6XiRBCnDCUEEIIcQLbu3evGjBgQIfbPR7PccvLl1VWVqaSkpLUvn372mz7+OOP1fz589v93tSpU9ULL7zQw7kTQgghhBAnimuvvVbNmzevzedvv/22MhqNauXKlUoppQoLC9XFF1+snE6nSkhIUJdddpkqLy9XSim1Zs0alZubqx5++GEVjUZj+/j4448VoOrq6pRSSt13330KUL///e87TNMeQL3++uuxf5eVlalrrrlGpaSkKKvVqnJzc9V3v/td1dDQEEvzt7/9TQ0bNkyZzWaVmZmpbrvttjb7HTBgQLvPzUDsLyEhQc2aNUutX78+tr22tlZdffXVyuPxKLvdrubOnat27NjRYf6VUuqxxx5TmZmZsfT/+7//G3fe8+fPb/M+8r//+78qKSlJlZWVxfJ7aN4O/bv22muVUl0r4/nz5ytA3XrrrbE0e/fuVUDceQohxIlKU6qTrlpCCCFEH1dUVMSll17K6tWr290+bNgwCgoKjnOujt4bb7xBcnJym9EVn3zyCfv27Wszj291dTXPPfccd911l8yBK4QQQgghxFfEG2+8wRtvvMGCBQt6OytCCNEnSCBDCCGEEEIIIYQQQog+5L///S9vvfUWf//733s7K0II0SdIIEMIIYQQQgghhBBCCCGEEH2WobczIIQQQgghhBBCCCGEEEII0REJZAghhBBCCCGEEEIIIYQQos+SQIYQQgghhBBCCCGEEEIIIfosCWQIIYQQQgghhBBCCCGEEKLPkkCGEEIIIYQQQgghhBBCCCH6LAlkCCGEEEIIIYQQQgghhBCiz5JAhhBCCCGEEEIIIYQQQggh+iwJZAghhBBCCCGEEEIIIYQQos/6f2/8CQ6/yHWmAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1600x1200 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import KMeans\n",
|
||
"\n",
|
||
"\n",
|
||
"# Обучение модели KMeans\n",
|
||
"kmeans = KMeans(n_clusters=5, random_state=42)\n",
|
||
"labels = kmeans.fit_predict(df_standardized)\n",
|
||
"\n",
|
||
"# Визуализация кластеров на графике рассеяния (PCA)\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Principal Component 1',\n",
|
||
" y='Principal Component 2',\n",
|
||
" hue=labels, # Классификация по кластерам\n",
|
||
" palette='tab10',\n",
|
||
" data=df_pca,\n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Распределение кластеров после неиерархической кластеризации')\n",
|
||
"plt.xlabel('Главная компонента 1')\n",
|
||
"plt.ylabel('Главная компонента 2')\n",
|
||
"plt.legend(title=\"Кластеры\")\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Объединение всех графиков в одну фигуру\n",
|
||
"plt.figure(figsize=(16, 12))\n",
|
||
"\n",
|
||
"# Визуализация для 'Shares' и 'Shares Total'\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Shares', \n",
|
||
" y='Shares Total', \n",
|
||
" hue=labels, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Количество акций vs Общее количество акций')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Общее количество акций')\n",
|
||
"\n",
|
||
"# Визуализация для 'Shares' и 'Value ($)'\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Shares', \n",
|
||
" y='Value ($)', \n",
|
||
" hue=labels, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Количество акций vs Стоимость сделки')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Стоимость сделки ($)')\n",
|
||
"\n",
|
||
"# Визуализация для 'Value ($)' и 'Shares Total'\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Value ($)', \n",
|
||
" y='Shares Total', \n",
|
||
" hue=labels, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Стоимость сделки vs Общее количество акций')\n",
|
||
"plt.xlabel('Стоимость сделки ($)')\n",
|
||
"plt.ylabel('Общее количество акций')\n",
|
||
"\n",
|
||
"# Визуализация для 'Cost' и 'Value ($)'\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Cost', \n",
|
||
" y='Value ($)', \n",
|
||
" hue=labels, \n",
|
||
" palette='tab10',\n",
|
||
" data=df, \n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Стоимость акций vs Стоимость сделки')\n",
|
||
"plt.xlabel('Количество акций')\n",
|
||
"plt.ylabel('Стоимость сделки ($)')\n",
|
||
"\n",
|
||
"# Отображение графиков\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Метод локтя:\n",
|
||
"\n",
|
||
"**Метод локтя** – это способ определения оптимального числа кластеров k в алгоритме K-Means. Он основывается на анализе инерции (суммы квадратов расстояний внутри кластеров).\n",
|
||
"\n",
|
||
"**Принцип работы алгоритма:**\n",
|
||
"1. Вычисление инерции: Для различных значений k вычисляется инерция W(k).\n",
|
||
"2. Построение графика: Строится график зависимости инерции от числа кластеров k.\n",
|
||
"3. Поиск \"локтя\": На графике ищется точка, где снижение инерции начинает замедляться. Эта точка указывает на оптимальное количество кластеров.\n",
|
||
"\n",
|
||
"Метод помогает избежать переобучения и обеспечивает баланс между сложностью модели и качеством кластеризации.\n",
|
||
"\n",
|
||
"**Анализ полученных значений:**\n",
|
||
"- Первоначальное снижение: Инерция значительно снижается, особенно между k = 1 и k = 5.\n",
|
||
"- Замедление снижения: После k = 5 снижение становится менее выраженным.\n",
|
||
"- Аномалия на k = 6: Увеличение значения инерции при k = 6 может быть связано с особенностями данных или нестабильностью кластера.\n",
|
||
"- Локоть: Явно видимый \"локоть\" на графике наблюдается при k = 4 или k = 5. Эти значения можно рассматривать как оптимальное количество кластеров."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 356,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"inertias = []\n",
|
||
"clusters_range = range(1, 11)\n",
|
||
"for k in clusters_range:\n",
|
||
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
||
" kmeans.fit(df_standardized)\n",
|
||
" inertias.append(kmeans.inertia_)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(clusters_range, inertias, marker='o')\n",
|
||
"plt.title('Метод локтя для оптимального k')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Инерция')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Коэффициент силуэта:\n",
|
||
"\n",
|
||
"**Коэффициент силуэта** – это метрика для оценки качества кластеризации, варьирующаяся от -1 до 1:\n",
|
||
"- 1: Объект хорошо кластеризован, далеко от других кластеров.\n",
|
||
"- 0: Объект на границе между кластерами.\n",
|
||
"- -1: Объект, вероятно, неправильно классифицирован.\n",
|
||
"\n",
|
||
"Он рассчитывается по формуле: `s(i) = b(i) - a(i) / max(a(i), b(i))`, где `a(i)` – среднее расстояние до объектов в том же кластере, а `b(i)` – минимальное среднее расстояние до объектов в ближайшем кластере. Высокие значения указывают на хорошую кластеризацию, низкие – на проблемы с классификацией.\n",
|
||
"\n",
|
||
"**Анализ полученных значений:**\n",
|
||
"- Рост до k = 6: Значения коэффициента силуэта увеличиваются до k = 6, достигая 0.5076. Это указывает, что кластеризация при k = 6 лучше других.\n",
|
||
"- Максимум на k = 8: Максимальное значение 0.5083 достигается при k = 8. Однако разница между k = 6 и k = 8 минимальна.\n",
|
||
"- Снижение после k = 8: Коэффициент силуэта остаётся на высоком уровне, но немного снижается."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 357,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
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"text/plain": [
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||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.metrics import silhouette_score\n",
|
||
"\n",
|
||
"\n",
|
||
"silhouette_scores = []\n",
|
||
"for k in clusters_range[1:]: \n",
|
||
" kmeans = KMeans(n_clusters=k, random_state=42)\n",
|
||
" labels = kmeans.fit_predict(df_standardized)\n",
|
||
" score = silhouette_score(df_standardized, labels, random_state=42)\n",
|
||
" silhouette_scores.append(score)\n",
|
||
"\n",
|
||
"# Построение диаграммы значений силуэта\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(clusters_range[1:], silhouette_scores, marker='o')\n",
|
||
"plt.title('Коэффициенты силуэта для разных k')\n",
|
||
"plt.xlabel('Количество кластеров')\n",
|
||
"plt.ylabel('Коэффициент силуэта')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Иерархическая кластеризация на основе полученных оценок:\n",
|
||
"\n",
|
||
"**Количество кластеров:**\n",
|
||
"На основании анализа инерции и коэффициента силуэта, оптимальным количеством кластеров можно считать 5. Это значение обеспечивает хорошее качество кластеризации с минимальным уровнем инерции и приемлемым значением коэффициента силуэта.\n",
|
||
"\n",
|
||
"**Анализ полученного значения:**\n",
|
||
"Значение среднего коэффициент силуэта = 0.472 говорит о том, что качество кластеризации находится на среднем уровне. Объекты в кластерах не слишком плохо разделены, но и не идеально. Возможно, некоторые объекты находятся на границе между кластерами, что может вызывать сомнения в разбивке на кластеры."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 358,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средний коэффициент силуэта: 0.472\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.cluster import AgglomerativeClustering\n",
|
||
"\n",
|
||
"\n",
|
||
"# Агломеративная кластеризация\n",
|
||
"agg_cluster = AgglomerativeClustering(n_clusters=5) # Выбираем 5 кластеров\n",
|
||
"labels_agg = agg_cluster.fit_predict(df_standardized)\n",
|
||
"\n",
|
||
"# Оценка качества кластеризации\n",
|
||
"silhouette_avg_agg = silhouette_score(df_standardized, labels_agg, random_state=42) # Коэффициент силуэта\n",
|
||
"print(f'Средний коэффициент силуэта: {silhouette_avg_agg:.3f}')\n",
|
||
"\n",
|
||
"# Визуализация кластеров на графике\n",
|
||
"plt.figure(figsize=(10, 7))\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Principal Component 1',\n",
|
||
" y='Principal Component 2',\n",
|
||
" hue=labels_agg, # Классификация по кластерам\n",
|
||
" palette='tab10',\n",
|
||
" data=df_pca,\n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Визуализация кластеров с помощью агломеративной кластеризации')\n",
|
||
"plt.xlabel('Главная компонента 1')\n",
|
||
"plt.ylabel('Главная компонента 2')\n",
|
||
"plt.legend(title='Кластер', loc='upper right')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Неиерархическая кластеризация на основе полученных оценок:\n",
|
||
"\n",
|
||
"**Количество кластеров:**\n",
|
||
"На основании анализа инерции и коэффициента силуэта, оптимальным количеством кластеров можно считать 5. Это значение обеспечивает хорошее качество кластеризации с минимальным уровнем инерции и приемлемым значением коэффициента силуэта.\n",
|
||
"\n",
|
||
"**Анализ полученного значения:**\n",
|
||
"В случае с KMeans, коэффициент силуэта составил 0.477, что немного выше, чем у агломеративной кластеризации. Это также подтверждает, что KMeans может лучше справляться с разделением объектов, чем агломеративная кластеризация, хотя различия не слишком значительные."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 359,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Средний коэффициент силуэта: 0.477\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x700 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Кластеризация KMeans\n",
|
||
"kmeans = KMeans(n_clusters=5, random_state=42) # Выбираем 5 кластеров\n",
|
||
"labels_kmeans = kmeans.fit_predict(df_standardized)\n",
|
||
"\n",
|
||
"# Оценка качества кластеризации\n",
|
||
"silhouette_avg_agg = silhouette_score(df_standardized, labels_kmeans, random_state=42) # Коэффициент силуэта\n",
|
||
"print(f'Средний коэффициент силуэта: {silhouette_avg_agg:.3f}')\n",
|
||
"\n",
|
||
"# Визуализация кластеров на графике\n",
|
||
"plt.figure(figsize=(10, 7))\n",
|
||
"sns.scatterplot(\n",
|
||
" x='Principal Component 1',\n",
|
||
" y='Principal Component 2',\n",
|
||
" hue=labels_kmeans, # Классификация по кластерам\n",
|
||
" palette='tab10',\n",
|
||
" data=df_pca,\n",
|
||
" alpha=0.7,\n",
|
||
" s=100\n",
|
||
")\n",
|
||
"plt.title('Визуализация кластеров с помощью KMeans')\n",
|
||
"plt.xlabel('Главная компонента 1')\n",
|
||
"plt.ylabel('Главная компонента 2')\n",
|
||
"plt.legend(title='Кластер', loc='upper right')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Вывод:\n",
|
||
"\n",
|
||
"Оба метода показывают схожие результаты в контексте качества кластеризации, с небольшим преимуществом у KMeans, что может быть связано с его более явной и фиксированной структурой кластеров. Однако, учитывая, что коэффициент силуэта в обоих случаях находится на уровне около 0.47, можно сделать вывод, что кластеризация имеет среднее качество и существует некоторое наложение между кластерами, что требует дополнительного анализа."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "aimenv",
|
||
"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": "3.12.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|