1899 lines
1.2 MiB
1899 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### **1. Car Price Prediction Challenge**"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"##### **Проблемная область**"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Проблемная область этого набора данных связана с анализом рынка автомобилей. Данные могут быть использованы для анализа ценовых тенденций, определения характеристик автомобилей, влияющих на их стоимость, а также для изучения предпочтений потребителей в отношении моделей, производителей и других характеристик. Объектами наблюдения являются автомобили, представленные в наборе данных.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 82,
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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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"<bound method DataFrame.info of ID Price Levy Manufacturer Model Prod. year Category \\\n",
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"0 45654403 13328 1399 LEXUS RX 450 2010 Jeep \n",
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"1 44731507 16621 1018 CHEVROLET Equinox 2011 Jeep \n",
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"2 45774419 8467 - HONDA FIT 2006 Hatchback \n",
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"3 45769185 3607 862 FORD Escape 2011 Jeep \n",
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"4 45809263 11726 446 HONDA FIT 2014 Hatchback \n",
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"... ... ... ... ... ... ... ... \n",
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"19232 45798355 8467 - MERCEDES-BENZ CLK 200 1999 Coupe \n",
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"19233 45778856 15681 831 HYUNDAI Sonata 2011 Sedan \n",
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"19234 45804997 26108 836 HYUNDAI Tucson 2010 Jeep \n",
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"19235 45793526 5331 1288 CHEVROLET Captiva 2007 Jeep \n",
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"19236 45813273 470 753 HYUNDAI Sonata 2012 Sedan \n",
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"\n",
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" Leather interior Fuel type Engine volume Mileage Cylinders \\\n",
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"0 Yes Hybrid 3.5 186005 km 6.0 \n",
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"1 No Petrol 3 192000 km 6.0 \n",
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"2 No Petrol 1.3 200000 km 4.0 \n",
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"3 Yes Hybrid 2.5 168966 km 4.0 \n",
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"4 Yes Petrol 1.3 91901 km 4.0 \n",
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"... ... ... ... ... ... \n",
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"19232 Yes CNG 2.0 Turbo 300000 km 4.0 \n",
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"19233 Yes Petrol 2.4 161600 km 4.0 \n",
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"19234 Yes Diesel 2 116365 km 4.0 \n",
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"19235 Yes Diesel 2 51258 km 4.0 \n",
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"19236 Yes Hybrid 2.4 186923 km 4.0 \n",
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"\n",
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" Gear box type Drive wheels Doors Wheel Color Airbags \n",
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"0 Automatic 4x4 04-May Left wheel Silver 12 \n",
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"1 Tiptronic 4x4 04-May Left wheel Black 8 \n",
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"2 Variator Front 04-May Right-hand drive Black 2 \n",
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"3 Automatic 4x4 04-May Left wheel White 0 \n",
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"4 Automatic Front 04-May Left wheel Silver 4 \n",
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"... ... ... ... ... ... ... \n",
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"19232 Manual Rear 02-Mar Left wheel Silver 5 \n",
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"19233 Tiptronic Front 04-May Left wheel Red 8 \n",
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"19234 Automatic Front 04-May Left wheel Grey 4 \n",
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"19235 Automatic Front 04-May Left wheel Black 4 \n",
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"19236 Automatic Front 04-May Left wheel White 12 \n",
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"\n",
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"[19237 rows x 18 columns]> \n",
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"\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"df = pd.read_csv(\".//static//csv//car_price_prediction.csv\")\n",
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"print(df.info, \"\\n\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### **Объекты наблюдения**"
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]
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},
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{
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"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
|
||
"Объектами наблюдения являются автомобили, представленные в наборе данных."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### **Атрибуты объектов**"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 87,
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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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"ID\n",
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"Price\n",
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"Levy\n",
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"Manufacturer\n",
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"Model\n",
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"Prod. year\n",
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"Category\n",
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"Leather interior\n",
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"Fuel type\n",
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"Engine volume\n",
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"Mileage\n",
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"Cylinders\n",
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"Gear box type\n",
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"Drive wheels\n",
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"Doors\n",
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"Wheel\n",
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"Color\n",
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"Airbags\n",
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"price_log\n",
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"price_category\n"
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]
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}
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],
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"source": [
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"attributes = df.columns\n",
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"for attribute in attributes:\n",
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" print(attribute)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### **Связи между объектами**"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 16,
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||
"metadata": {},
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||
"outputs": [
|
||
{
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"data": {
|
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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df['Price'] = pd.to_numeric(df['Price'], errors='coerce')\n",
|
||
"df['Prod. year'] = pd.to_numeric(df['Prod. year'], errors='coerce')\n",
|
||
"\n",
|
||
"df.dropna(subset=['Price', 'Prod. year'], inplace=True)\n",
|
||
"\n",
|
||
"avg_price_per_year = df.groupby('Prod. year')['Price'].mean().reset_index()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"plt.plot(avg_price_per_year['Prod. year'], avg_price_per_year['Price'], marker='o')\n",
|
||
"plt.title('Средняя цена автомобиля в зависимости от года выпуска', fontsize=14)\n",
|
||
"plt.xlabel('Год выпуска')\n",
|
||
"plt.ylabel('Средняя цена ($)')\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"plt.xticks(avg_price_per_year['Prod. year'][::4])\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Вывод:** наличие корреляции между такими атрибутами, как цена, год производства, пробег, тип топливаnи и объем двигателя. Например, более новые автомобили с меньшим пробегом могут иметь более высокую цену.\n",
|
||
"Категория автомобиля и его производитель также могут иметь связь с ценой и популярностью модели среди потребителей. Например, на графике показана зависимоость цены от года выпуска. По графику можно заметить: чем новее автомобиль, тем дороже его цена, за ислючением некоторых автомобилей.\n",
|
||
"\n",
|
||
" "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"#### **Бизнес-цели:**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"**Ценообразование**\n",
|
||
"Построение моделей для прогнозирования цен на автомобили на основе их характеристик. Эффект для бизнеса: Оптимизация стратегии продаж и увеличение прибыли.\n",
|
||
"\n",
|
||
"**Анализ спроса**\n",
|
||
"Определение популярных моделей и типов автомобилей. Эффект для бизнеса: Более точное управление запасами и увеличение удовлетворенности клиентов.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Цели технического проекта**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Для ценообразования:**\n",
|
||
"\n",
|
||
"Цель: Разработка модели для прогнозирования цен.\n",
|
||
"Входные данные: Данные о характеристиках автомобилей (год выпуска, тип топлива, пробег и др.).\n",
|
||
"Целевой признак: Цена автомобиля.\n",
|
||
"\n",
|
||
"**Для анализа спроса:**\n",
|
||
"\n",
|
||
"Цель: Анализ спроса на различные модели автомобилей.\n",
|
||
"Входные данные: Данные о продажах, характеристиках и моделях автомобилей.\n",
|
||
"Целевой признак: Частота продаж конкретных моделей и типов."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Проблемы данных**\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Пропущенные значения в данных:\n",
|
||
" ID 0\n",
|
||
"Price 0\n",
|
||
"Levy 5819\n",
|
||
"Manufacturer 0\n",
|
||
"Model 0\n",
|
||
"Prod. year 0\n",
|
||
"Category 0\n",
|
||
"Leather interior 0\n",
|
||
"Fuel type 0\n",
|
||
"Engine volume 0\n",
|
||
"Mileage 0\n",
|
||
"Cylinders 0\n",
|
||
"Gear box type 0\n",
|
||
"Drive wheels 0\n",
|
||
"Doors 0\n",
|
||
"Wheel 0\n",
|
||
"Color 0\n",
|
||
"Airbags 0\n",
|
||
"dtype: int64\n",
|
||
"\n",
|
||
"Выбросы в числовых столбцах:\n",
|
||
" ID 2531\n",
|
||
"Price 627\n",
|
||
"Prod. year 829\n",
|
||
"Cylinders 0\n",
|
||
"Airbags 0\n",
|
||
"dtype: int64\n",
|
||
"\n",
|
||
"Распределение автомобилей по производителям:\n",
|
||
" Manufacturer\n",
|
||
"HYUNDAI 3769\n",
|
||
"TOYOTA 3662\n",
|
||
"MERCEDES-BENZ 2076\n",
|
||
"FORD 1111\n",
|
||
"CHEVROLET 1069\n",
|
||
" ... \n",
|
||
"LAMBORGHINI 1\n",
|
||
"PONTIAC 1\n",
|
||
"SATURN 1\n",
|
||
"ASTON MARTIN 1\n",
|
||
"GREATWALL 1\n",
|
||
"Name: count, Length: 65, dtype: int64\n",
|
||
"\n",
|
||
"Последний год производства в данных: 2020.0\n",
|
||
"\n",
|
||
"начальный год: 2000.0\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"# Заменяем \"-\" на NaN только в числовых столбцах\n",
|
||
"numeric_columns = ['Price', 'Levy', 'Engine volume', 'Mileage', 'Cylinders', 'Airbags']\n",
|
||
"df[numeric_columns] = df[numeric_columns].replace(\"-\", np.nan)\n",
|
||
"\n",
|
||
"# Проверяем пропущенные значения снова\n",
|
||
"missing_values = df.isnull().sum()\n",
|
||
"print(\"Пропущенные значения в данных:\\n\", missing_values)\n",
|
||
"\n",
|
||
"# Фильтрация только числовых столбцов для анализа выбросов\n",
|
||
"numerical_data = df.select_dtypes(include=[np.number])\n",
|
||
"\n",
|
||
"# 2. Анализ выбросов\n",
|
||
"Q1 = numerical_data.quantile(0.25)\n",
|
||
"Q3 = numerical_data.quantile(0.75)\n",
|
||
"IQR = Q3 - Q1\n",
|
||
"outliers = ((numerical_data < (Q1 - 1.5 * IQR)) | (numerical_data > (Q3 + 1.5 * IQR))).sum()\n",
|
||
"print(\"\\nВыбросы в числовых столбцах:\\n\", outliers)\n",
|
||
"\n",
|
||
"# 3. Анализ смещения данных\n",
|
||
"category_counts = df['Manufacturer'].value_counts()\n",
|
||
"print(\"\\nРаспределение автомобилей по производителям:\\n\", category_counts)\n",
|
||
"\n",
|
||
"# 4. Анализ актуальности данных\n",
|
||
"max_production_year = df['Prod. year'].max()\n",
|
||
"min_year_from_car = df['Prod. year'].min()\n",
|
||
"\n",
|
||
"print(\"\\nПоследний год производства в данных:\", max_production_year)\n",
|
||
"print(\"\\nначальный год:\", min_year_from_car)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В наборе данных есть пропущенные значения в столбце Levy. Выбросы встречаются с столбцах Price, Prod. year, Cylinders. Набор данных сильно смещён в сторону нескольких производителей, таких как Hyundai, Toyota, и Mercedes-Benz, которые составляют большую часть данных.\n",
|
||
"В то же время, такие бренды, как Lamborghini, Pontiac, Saturn, и Aston Martin, представлены всего одной записью. Последний год выпуска в наборе данных — 2020: Данные устарели на несколько лет. Это может означать, что новые модели автомобилей, выпущенные после 2020 года, не учтены, что снижает актуальность данных для анализа современного рынка автомобилей."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Примеры решения обнаруженных проблем**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В столбце Levy имеется 5819 пропущенных значений. Заполним пропуски, подставив 0."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 53,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df['Levy'] = df['Levy'].fillna(0) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Заменим выбрасы на медиану"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 111,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"for col in ['Price', 'Prod. year', 'Cylinders']:\n",
|
||
" Q1 = df[col].quantile(0.25) # 1-й квартиль\n",
|
||
" Q3 = df[col].quantile(0.75) # 3-й квартиль\n",
|
||
" IQR = Q3 - Q1 # Интерквартильный размах\n",
|
||
" median = df[col].median() # Медиана\n",
|
||
"\n",
|
||
" # Определение выбросов\n",
|
||
" condition = (df[col] < (Q1 - 1.5 * IQR)) | (df[col] > (Q3 + 1.5 * IQR))\n",
|
||
"\n",
|
||
" # Замена выбросов на медиану\n",
|
||
" df[col] = np.where(condition, median, df[col])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Если нужно использовать для анализа машины определенных лет выпуска, можем отфильтровать данные следующим образом:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = df[df['Prod. year'] >= 2015]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Оценка качества данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Для каждой категориальной переменной, такой как Manufacturer, Model, Category, можно подсчитать количество уникальных значений. Это даст представление о разнообразии и информативности данных.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 109,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ID 18924\n",
|
||
"Price 2315\n",
|
||
"Levy 559\n",
|
||
"Manufacturer 65\n",
|
||
"Model 1590\n",
|
||
"Prod. year 54\n",
|
||
"Category 11\n",
|
||
"Leather interior 2\n",
|
||
"Fuel type 7\n",
|
||
"Engine volume 107\n",
|
||
"Mileage 7687\n",
|
||
"Cylinders 13\n",
|
||
"Gear box type 4\n",
|
||
"Drive wheels 3\n",
|
||
"Doors 3\n",
|
||
"Wheel 2\n",
|
||
"Color 16\n",
|
||
"Airbags 17\n",
|
||
"price_log 2315\n",
|
||
"price_category 5\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"unique_counts = df.nunique()\n",
|
||
"print(unique_counts)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Мы видим здесь 65 брендов машин и 1590 различных моделей, что говорит а разнообразии данных."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Проверим на соответствие реальным данным"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 110,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.boxplot(x='Category', y='Price', data=df)\n",
|
||
"plt.title('Цены по категориям автомобилей')\n",
|
||
"plt.xlabel('Категория')\n",
|
||
"plt.ylabel('Цена')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"данная диаграмма была получина до устранения выбрасов."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 112,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.boxplot(x='Category', y='Price', data=df)\n",
|
||
"plt.title('Цены по категориям автомобилей')\n",
|
||
"plt.xlabel('Категория')\n",
|
||
"plt.ylabel('Цена')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"После устранения выбрасов, диаграмма выглядит лучше, хотя здесь все равно присутствуют очень маленькие значения, что не соответсвуем реальным ценам на машины. Из этого можем сделать вывод, что цены в наборе данных не особо соответствуют реальности. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Данный датасет содержит все ключевые аспекты, которые могут повлиять на цены автомобилей, поэтому его можно считать информативными."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Разбиение данных на выборки и Приращение данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 126,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from imblearn.over_sampling import RandomOverSampler\n",
|
||
"from imblearn.under_sampling import RandomUnderSampler\n",
|
||
"\n",
|
||
"# Загрузка данных\n",
|
||
"new1 = pd.read_csv(\".//static//csv//car_price_prediction.csv\")\n",
|
||
"\n",
|
||
"# Разбиение на обучающую и временную выборки\n",
|
||
"train_data, temp_data = train_test_split(new1, test_size=0.3, random_state=42)\n",
|
||
"\n",
|
||
"# Разбиение временной выборки на контрольную и тестовую\n",
|
||
"val_data, test_data = train_test_split(temp_data, test_size=0.5, random_state=42)\n",
|
||
"\n",
|
||
"# Определяем целевую переменную и признаки\n",
|
||
"X = train_data.drop(columns=['Manufacturer']) # Признаки\n",
|
||
"y = train_data['Manufacturer'] # Целевая переменная\n",
|
||
"\n",
|
||
"# Функция для визуализации распределения\n",
|
||
"def plot_class_distribution(data, title):\n",
|
||
" data['Manufacturer'].value_counts().plot(kind='bar', title=title)\n",
|
||
" plt.xlabel('Manufacturer')\n",
|
||
" plt.ylabel('Count')\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"# Визуализация распределения классов до оверсэмплинга\n",
|
||
"plot_class_distribution(train_data, 'Распределение классов в обучающей выборке (до оверсэмплинга)')\n",
|
||
"\n",
|
||
"# Применение оверсэмплинга\n",
|
||
"ros = RandomOverSampler(random_state=42)\n",
|
||
"X_resampled, y_resampled = ros.fit_resample(X, y)\n",
|
||
"\n",
|
||
"# Создание нового DataFrame для оверсэмплинга\n",
|
||
"train_resampled_over = pd.DataFrame(X_resampled, columns=X.columns)\n",
|
||
"train_resampled_over['Manufacturer'] = y_resampled\n",
|
||
"\n",
|
||
"# Визуализация распределения классов после оверсэмплинга\n",
|
||
"plot_class_distribution(train_resampled_over, 'Распределение классов в обучающей выборке (после оверсэмплинга)')\n",
|
||
"\n",
|
||
"# Применение андерсэмплинга\n",
|
||
"rus = RandomUnderSampler(random_state=42)\n",
|
||
"X_resampled, y_resampled = rus.fit_resample(X, y)\n",
|
||
"\n",
|
||
"# Создание нового DataFrame для андерсэмплинга\n",
|
||
"train_resampled_under = pd.DataFrame(X_resampled, columns=X.columns)\n",
|
||
"train_resampled_under['Manufacturer'] = y_resampled\n",
|
||
"\n",
|
||
"# Визуализация распределения классов после андерсэмплинга\n",
|
||
"plot_class_distribution(train_resampled_under, 'Распределение классов в обучающей выборке (после андерсэмплинга)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"По графикам можно увидить, что изначалльно выборки были сбалансированы плохо, но после приращения ситуация кординально изменилась."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **2. Forbes 2022 Billionaires data**\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Проблемная область**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Проблемная область данного набора данных связана с анализом состояния, возраста и источников богатства самых богатых людей в мире. Это может быть полезно для понимания, какие факторы влияют на накопление богатства и как эти факторы могут варьироваться в зависимости от региона и индустрии."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 63,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<bound method DataFrame.info of Rank Name Networth Age Country \\\n",
|
||
"0 1 Elon Musk 219.0 50 United States \n",
|
||
"1 2 Jeff Bezos 171.0 58 United States \n",
|
||
"2 3 Bernard Arnault & family 158.0 73 France \n",
|
||
"3 4 Bill Gates 129.0 66 United States \n",
|
||
"4 5 Warren Buffett 118.0 91 United States \n",
|
||
"... ... ... ... ... ... \n",
|
||
"2595 2578 Jorge Gallardo Ballart 1.0 80 Spain \n",
|
||
"2596 2578 Nari Genomal 1.0 82 Philippines \n",
|
||
"2597 2578 Ramesh Genomal 1.0 71 Philippines \n",
|
||
"2598 2578 Sunder Genomal 1.0 68 Philippines \n",
|
||
"2599 2578 Horst-Otto Gerberding 1.0 69 Germany \n",
|
||
"\n",
|
||
" Source Industry \n",
|
||
"0 Tesla, SpaceX Automotive \n",
|
||
"1 Amazon Technology \n",
|
||
"2 LVMH Fashion & Retail \n",
|
||
"3 Microsoft Technology \n",
|
||
"4 Berkshire Hathaway Finance & Investments \n",
|
||
"... ... ... \n",
|
||
"2595 pharmaceuticals Healthcare \n",
|
||
"2596 apparel Fashion & Retail \n",
|
||
"2597 apparel Fashion & Retail \n",
|
||
"2598 garments Fashion & Retail \n",
|
||
"2599 flavors and fragrances Food & Beverage \n",
|
||
"\n",
|
||
"[2600 rows x 7 columns]> \n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"df2 = pd.read_csv(\".//static//csv//Forbes Billionaires.csv\")\n",
|
||
"print(df2.info, \"\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Объекты наблюдения**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Объектами наблюдения являются богатейшие люди мира, представленные в наборе данных."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Атрибуты объектов**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 89,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ID\n",
|
||
"Price\n",
|
||
"Levy\n",
|
||
"Manufacturer\n",
|
||
"Model\n",
|
||
"Prod. year\n",
|
||
"Category\n",
|
||
"Leather interior\n",
|
||
"Fuel type\n",
|
||
"Engine volume\n",
|
||
"Mileage\n",
|
||
"Cylinders\n",
|
||
"Gear box type\n",
|
||
"Drive wheels\n",
|
||
"Doors\n",
|
||
"Wheel\n",
|
||
"Color\n",
|
||
"Airbags\n",
|
||
"price_log\n",
|
||
"price_category\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"attributes = df.columns\n",
|
||
"for attribute in attributes:\n",
|
||
" print(attribute)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Связи между объектами**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Можно выявить связи между возрастом и состоянием, страной проживания и источником дохода, а также отраслью и уровнем благосостояния."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 128,
|
||
"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 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"\n",
|
||
"# Связь между возрастом и состоянием\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"sns.scatterplot(data=df2, x='Age', y='Networth')\n",
|
||
"plt.title('Связь между возрастом и состоянием')\n",
|
||
"plt.xlabel('Возраст')\n",
|
||
"plt.ylabel('Состояние (млрд)')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Связь между страной проживания и состоянием (топ-10 стран)\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"top_countries = df2['Country'].value_counts().index[:10]\n",
|
||
"sns.boxplot(data=df2[df2['Country'].isin(top_countries)], x='Country', y='Networth')\n",
|
||
"plt.title('Связь между страной проживания и состоянием')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlabel('Страна')\n",
|
||
"plt.ylabel('Состояние (млрд)')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Связь между источником дохода и состоянием (топ-10 источников дохода)\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"top_sources = df2['Source'].value_counts().index[:10]\n",
|
||
"sns.boxplot(data=df2[df2['Source'].isin(top_sources)], x='Source', y='Networth')\n",
|
||
"plt.title('Связь между источником дохода и состоянием')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlabel('Источник дохода')\n",
|
||
"plt.ylabel('Состояние (млрд)')\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Связь между отраслью и состоянием (топ-10 отраслей)\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"top_industries = df2['Industry'].value_counts().index[:10]\n",
|
||
"sns.boxplot(data=df2[df2['Industry'].isin(top_industries)], x='Industry', y='Networth')\n",
|
||
"plt.title('Связь между отраслью и состоянием')\n",
|
||
"plt.xticks(rotation=90)\n",
|
||
"plt.xlabel('Отрасль')\n",
|
||
"plt.ylabel('Состояние (млрд)')\n",
|
||
"plt.show()\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"#### **Бизнес-цели:**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Понять факторы успеха:\n",
|
||
"\n",
|
||
"Бизнес-цель: Исследовать, какие факторы (возраст, страна, источник дохода) коррелируют с высоким состоянием.\n",
|
||
"Эффект для бизнеса: Это может помочь новым предпринимателям и стартапам учиться на опыте успешных людей.\n",
|
||
"\n",
|
||
"Анализ тенденций богатства:\n",
|
||
"\n",
|
||
"Бизнес-цель: Изучить, как источники богатства меняются со временем и как это связано с экономическими условиями в разных странах.\n",
|
||
"Эффект для бизнеса: Поможет инвесторам и аналитикам определить, какие секторы могут быть наиболее перспективными для инвестиций в будущем."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Цели технического проекта**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Цель 1: Анализ тенденций богатства.\n",
|
||
"\n",
|
||
"Входные данные: Данные о богатейших людях (возраст, страна, источник богатства).\n",
|
||
"Целевой признак: Наличие зависимости между источником богатства и страной.\n",
|
||
"\n",
|
||
"Цель 2: Исследование факторов успеха.\n",
|
||
"\n",
|
||
"Входные данные: Данные о богатейших людях (возраст, чистая стоимость, индустрия).\n",
|
||
"Целевой признак: Выявление факторов, способствующих накоплению состояния."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Проблемы данных**\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 129,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Размер данных до удаления выбросов: (2600, 7)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axs = plt.subplots(1, 2, figsize=(15, 5))\n",
|
||
"\n",
|
||
"sns.boxplot(data=df2, x='Networth', ax=axs[0])\n",
|
||
"axs[0].set_title(\"Выбросы по состоянию\")\n",
|
||
"\n",
|
||
"sns.boxplot(data=df2, x='Age', ax=axs[1])\n",
|
||
"axs[1].set_title(\"Выбросы по возрасту\")\n",
|
||
"\n",
|
||
"plt.show()\n",
|
||
"print(\"Размер данных до удаления выбросов: \", df2.shape)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В данном случае выбросов нет, все данные находятся в пределах допустимых значений"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 69,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Гистограмма распределения чистой стоимости\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"sns.histplot(df2['Networth'], bins=10, kde=True)\n",
|
||
"plt.title('Гистограмма распределения чистой стоимости')\n",
|
||
"plt.xlabel('Чистая стоимость (в миллиардах долларов)')\n",
|
||
"plt.ylabel('Частота')\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Распределение чистой стоимости показало сильно смещённый характер. Основная масса значений сосредоточена в нижней части диапазона, с небольшим количеством высоких значений. Это указывает на наличие значительного количества людей с относительно низкой чистой стоимостью, в то время как несколько индивидуумов (например, миллиардеры) имеют очень высокую чистую стоимость. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Оценка качества данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Для оценки покрытия мы смотрим на то, насколько разнообразны данные по странам, отраслям и возрастам."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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p+P3339XLy8vUN8WaNWs0a9as+v7776vqk74t3nzzTX3jjTcS7PgmLECcLl26pP/884+WKFFCixUrZgQGthdxSEiIfvPNN3rixImXXufnn3+umTJl0p07d+qxY8f0l19+MU7abCeZMd/o7t69q1WqVNGvvvoqAffs9Yp5cnX8+HHt2bOn8QvEzp079c0339S8efMav3DdvHlTDxw4oPv27TMe2w8//FALFCiQpJsvbt68WTNlymR0iPfHH3+oxWLRsmXLGh0ZPnr0SGfMmKHZsmWzy9Bls2bN0lSpUqmzs3OsTn927dqlX3/9tXbu3FlnzZr1WjvBsrf+/furn5+fdurUSStXrqzZs2fXjh07GkMW/fbbb9qvXz/t16+fTps27bV+ebK9Po4ePaqLFi3Sfv36qaurq/7444+qqqYe623LJofRQXbt2qXp0qXTr776Sk+cOKF79uzRRo0aqZubG4HBSwoLC9Ovv/5afXx8tHHjxqZ50dHRunnzZnV0dNTmzZvr77//rm5ubkbQFBkZqevWrVMPDw8NCgoy7hfzGJ48eXKsy1uSk7hOAiIjIzUoKMi0z6pPLk/44osvdNWqVUmiSfKriHniMGPGDPXy8tLPPvtMhw4dqo6OjtqxY0eNjo7W6OhonTp1qjZp0kTLly+vb775pjFsWOPGjXXkyJFGx6ovsmnTpljT5s2bp9WrVzcNRfb0e9P58+c1MjIy2V/ukVTFfO6uXLmivr6+WqVKFT137pz++OOP6uzsrO3atdMFCxaot7e3rlixQv/3v//psmXL9NGjRxodHa0BAQFasmRJU8eTrysUj6+Y+7l//35t27atZsuWTefPn29abv/+/Vq6dGlt1apVrA5h7SFm3YMGDdLKlSvr8ePHtUmTJlqyZEn9/vvvY7V8mDp1qvbo0SNJhzZJyZYtW9THx0cvXLigjx8/Nt4fly1bpqlTp9Y9e/ao6pNWjk9/l3oVhAUwDqhDhw7p2rVrjZNbVdVjx45pyZIlTS0Mpk+frkOGDPnX13Z36dJF33nnHdO0U6dOab58+bRatWpGC4OYbzilSpXS4cOHx2e3EtWCBQtM/y9dulRz586tfn5+pnFk9+3bp2+++abmy5fPuE7b5siRI9quXTvNkiVLkmtyHfM5uX//vvbv31/HjBmjqk++IHl7e2vHjh21bNmyWqxYMVNgYM8hMBctWmT8mm5rovVfsn79es2WLZvxAaKqOm7cOC1fvry+8847RguDpz+gE/rLk+34iWuou+7du6urq6uuWbPGmL5y5UoNCQmJ8z5J0TfffKNly5bVe/fuGdPu3r2rDRs2VE9PT/3999/tWF3SFPN5tR1vDx8+1G+++UYzZcpk+qyw9fj8yy+/6IkTJ3Tr1q2aNWtW0zCJUVFR+sMPP6jFYtG2bduapquqjhgxQn18fJLVkLwrV67U69evG///8ccfsU4YDh8+rG5ubvrdd98lcnWv19Ov+7179+pnn31mXLak+uSLc7p06bR9+/amk3jb6/Dx48f64YcfatasWV/6ErOff/5Zy5Qpo1evXjXVMGnSJC1QoECcx8/27duTTPPvlMjWv5XNJ598oo0bN9Z27doZv1b/8MMPun79enV2dtbAwED18PDQcePG6Y0bN1T1yS+y77zzjqZJk0b79u1rrCspfb7YarHtk+1E8PDhw9q6dWutUqVKrNf5wYMHTZfz2kvMx9HWX4HtR7GoqCgNCgrSkiVLGsGNqurIkSNN60hqoY29xXVsbtu2TVOnTq1//PGHqv7f5RxhYWHq4+Oj//vf/0zLJ1QrDcICqOqTJuXp06fXQoUKqcVi0Q8++MD4Zfuvv/7SMmXKaJYsWbRVq1aaOnXqeDWxa9q0qVapUsX43/aGMWXKFLVYLFqzZk3jgzg6Olq3b9+umTJlSvKXISxcuFArV65sSvmWLl2qdevWVWdn51jXiu7bt0/btGmjGTJkMB5Hq9WqR48e1ZEjRyaZJtdxvcnYOqhZu3atHjp0SG/fvq1ly5Y1huhav369WiwWzZcv379qdfKqYn7IPv1lbs6cOerl5aWDBg3SM2fOxLpPSrZs2TL19PQ09RVhtVp16NChmj59en333XeNIaNe9le3f8u2zl9//VXfe+897datm6mZ+cmTJ7V79+7q7Oys06dP1w8++ECdnZ2TxBeglzVjxgx1dnY2/redoG7dulUtFos6OTkRGMRgOyY2btyoAwYM0Bo1auhXX32lhw8fVtUn4Yunp6d26tTJdL/g4GCdMGGCXrhwQbNnz260bLI5d+6c+vj4aKpUqUytEy5cuKAdO3ZMNs3xHz9+rH/++ac6OTkZn8NRUVHapEkTLVCggBYrVkxXr15tBKBvv/22du3aVaOiolLEF+7WrVubPvf//PNPtVgsmjp1av3mm29U9f+Ooa1bt2r69Om1c+fOevXqVeM+p06d0hYtWqiPj8+/et4vXrxohKgxO1v73//+p5kzZ9Z169aZ3ietVqt27tw5zssT8Oq6du1qei1brVadOXOmZsyYUUuVKqVWq1WPHz+uGTJk0KCgIN2wYYNmzpxZCxUqpM7Ozjp48GBdvXq1TpkyRbNkyaKFCxdOkr9e246ptWvXasOGDbVmzZrauHFjPXLkiKo+aY3XunVrrVy5stHpeFK0bNkybdu2rdHfmC1Ee/TokTZs2FBLlSqlAwcO1Hr16qmzs3OKeL96HWJ+/475I4SqasuWLdXX19d0rnDjxg0tWLCgrly58rXUQ1jwHxZz7NZKlSrpV199pdeuXdNFixapk5OT9uzZ0zjJuHPnjg4YMEB79+79wpPZZyVZ69ev15w5c+q0adNM05csWaJdu3bVQoUKmT4U/vnnnyTdFN/m9u3bxj7HbC2wYcMGrVq1qvr5+Rlv+Da7du3S4cOHx3qjTGpvnKdOndL+/fur6pMPAX9/f9Nzsn79ei1Xrpzxq83WrVu1adOmWrdu3URr2m87jm3jsOfPn1+7deumGzZsMJaZNWuWenl56QcffPCfaGFgOx43bdqk+fLlM05UY3bE5+3trX5+ftqrVy8NCwt7rfWsWLFCM2XKpG3bttX33ntPs2XLZhoD/uzZs/rBBx9ozpw51c/Pz9S6KTm4fv26Fi5cWHv06GFqcXXo0CF98803tUOHDvr333/bscKkZ+XKlZoxY0bt16+fDhw4UMuUKaOVK1fWy5cva0REhH7zzTeaI0cObdWqlao+6Wskb968umPHDr1z54526NBBAwMDddWqVcY6r1+/ru3atdNly5Zpjhw5TL/Cx+wpP7mwBZ9Hjx7Vx48f6/379/XMmTPatm1bLVWqlJYuXVpXrlyps2fPVldX12QThrzIG2+8Eavl4pIlSzRDhgz63nvvGScgMYNIi8Win3zyiek+27Zt+1cjqMQMAY4fP6758uXTYcOGGdMaN26s7u7u+tNPP+mVK1f01q1b+sEHH6inp+d/4nPFHsLCwozw1dZK4MKFC/rNN9+og4ODtm7dWlWffD8pUKCANmzYUH/88UetU6eOTpw4UatUqaKOjo5aunRprVmz5mvvj+dV/PTTT+rg4KCDBw/WwYMHa+3atdXJycno7PrAgQP69ttva9GiRfX777+3c7WxXb58WevXr6+ZM2c2nhfV/wsMoqOjtVu3btqkSRNt2rQpfRQ8w9MtmoKCgrRdu3a6du1atVqtevDgQW3QoIHmzJlT586dq998843Wr19fS5cu/dqOa8KC/7gNGzbo0KFDtUOHDqah+pYtW6YuLi7as2dP0y98L7p+OOaLfseOHbpy5Uo9dOiQXr9+XR8+fKi9e/fW8uXL64QJE9Rqterly5e1YcOG+vHHH+uKFSs0e/bsSa4J/vPE3N/du3erxWLRESNGGNPWrFmj9evX14oVKz4zZEmKH1qqT/Zt4cKF6ujoqPXr11eLxWIM0WIze/ZszZQpk/GldujQodq1a9dET+5Xr16tTk5OGhwcrMuXL9fy5ctr1apVTfV+8cUXmi5dOh02bFiS/GXhVTzrw/bx48daqlQp9ff3N72OT506pa1atdLBgwdroUKFjCb/r0NISIj6+Pjo7NmzVfXJr3XZsmVTi8WiLVu2NC0bGhpqfCFMimwf4n/88YfOmjVLp06dquvXr1fVJ5dnVaxYUbt27aoPHjzQGzdu6NChQ7V+/fo0UX7KhQsXtHTp0sYxcf/+fXVxcdHBgwcby0RGRuqXX36phQoV0sWLF2u3bt2MDu1UnxxXQUFB6u/vr4MGDdKlS5dqzZo1NSAgQK9fv65FihSJ1cw1ObBarRodHW209Ll27ZpaLBbt0qWL6bKLbdu26ciRI9XJyUlbtGihFotFO3bsmKy/eD/9WThr1izdvn27sU/ffvutpk6dWocNG2Ysa3tN7t+/33hfj28LKdv9wsPDNSIiQt9//30tVqyYjho1ylimVatW6unpqZ6enlq+fHn18vJKMSFNUhPzeFi0aJFmypRJZ8+erc2aNdPjx49r7dq1VUR04MCBev/+fV2+fLn6+Phow4YNjftduXJFT5w4oWfPnjWe36T4+X/v3j2tVauWfvDBB6bp3bt3VycnJyNs3rt3r3bp0iVJDCMc1+WFe/fu1VatWmm2bNlMl0zEDP/u3r2bpJ8Le4r5WH722Wfq4uKiwcHBWqxYMa1YsaJOnjxZrVarnjp1St977z11d3fXsmXLauPGjV9rEEZY8B9n6w3dw8MjVjK+bNkyzZIli3bs2PFfNwkePHiwenp6qre3t2bOnFnr1q2rO3bs0LCwMB0yZIhmz55ds2bNqnny5NFixYqp6pPrnHx8fExNxZOLFStW6LZt23T8+PGaJUsWHT16tDHP9ot35cqVk2UPye+9955aLBatXbu2Mc32Bn/nzh0tUKCAenp6atWqVe0yXNTJkye1RIkSOmPGDFV9kmJ7eHho7ty5tUKFCqYme/PmzUvUyyMSQ8yTg9WrV+ukSZN00aJFRuh29epV9fHxUT8/P505c6auXr1a69SpYww1lzlz5li/yMVXXB3qrFixwmidcv78efXx8dEuXbro8uXLNU2aNKYWBsnBsmXL1M3NTRs3bqwBAQHq4+OjI0eO1KioKJ08ebIWL15c06VLp0WLFtXMmTNzIhGH8+fPa7FixfTmzZt68uRJzZkzp3bp0sWYv23bNg0PD9f79+/rwYMHtUiRInGOrHLo0CEdOXKk5smTR0uVKqUBAQFGMFOjRg39/PPPVTV5XHJkex3HDJZsLbZ++OEHdXBw0H79+hmXDdn8+eefOnbsWK1atWqsFmzJXZ48eTRfvny6e/du4/FZsGCBpk6dOs6WeaqvfvKxb98+bdmypd6/f1/Pnz+vQ4cO1UKFChl99Kg++ZHl22+/1aVLl8a6nh4JI+ZrdvPmzXrp0iX19/dXb29vdXd31yJFiqibm5uOHDlS06ZNq8OHD9cHDx4YgcHTnaTaJNUwLSwsTH19ffWLL75QVfMPc9WqVdO2bdsaj8m/7S/sdYj5ON66dUsjIiKM+g4cOKAtW7bUKlWqmFpAPP3aTA7vy4kp5uMREhKi3bt3NzpbvXfvnnbv3l3Lly+vEydONN77Ll26lCjhC2EBdP78+WqxWHTYsGGmHmJVn6S5uXPnNnXSF5eYH9pz587VbNmy6bZt2zQiIkLXrl2rb7zxhpYvX97olOPixYs6d+5cXb16tXFwDxgwQCtVqpSkf1m0iflGOXr0aM2aNaueOXNGr169quPHj1dXV1dTYPDzzz9r+fLlk9WJke2XrY8//lg7deqkHh4epvptX2ovXbqkwcHBOmzYMLuM5X3+/Hn95JNP9ObNm3rp0iXNmzev9urVSy9cuKDe3t5avnz5FHs9acwPl8GDB2vOnDm1UqVKWqVKFa1SpYrxq/edO3e0YcOGWqJECc2TJ4/WqlXLuA6uXLlyxtBrr1pHzP4idu/ercePH9dHjx7p3r17NTo6Whs0aKDt27dX1SdNSgsXLqwWi0XffvvtV9r+6xTzve3o0aOaI0cOnTVrlqo++TXTycnJOImNiorSu3fv6rfffqurVq1KlsHn6xLzV6gjR46or6+v7ty5U/Pmzavvvvuu8Z76559/aseOHY3PCtUnJwvly5dXX19f3bhxY6x1P3z40HQpzaBBg9TLy8t0zXlycOHCBa1Xr57evn1bf/rpJ82WLZvRj4NtuNH+/fubrs1XfXKMJvfWK3GdOFitVvXz89NChQrprl27jGPE1gS9b9++CX7yt2TJEnVycjKC/XPnzhmBQcwWBnh9Yh4Lw4cPV19fXz116pTeuHFD/f391dXVVVOnTq1169bVQ4cO6dy5c9VisehXX32lDx8+1OXLl2v+/Pm1atWqdtyL57PtY8z3rcDAQNPwsLbA4N1339XmzZsnboHPEfP5GTt2rPr7+2upUqW0Vq1aRmB54MABbdWqlVarVk2XLl1qr1KTheHDhxv9gak+CYdLliyphQoVMgXAt2/f1h49emjFihV13LhxsYKB1xmEERb8h9he4GfOnNGQkBDds2ePMW3q1KlqsVh0zJgxsTqIi3l5wtNi9rxpO3B79Ohh6o1a9cmwgXXq1NHu3bvH+lJw6NAh7d27t7q6uib6r9Kv6syZM0YHOjbXr1+PMzDYsWNHkk21Y3rWl7a5c+dq1qxZYwUeiX2tpq2+a9euGSe8tn4UevTooW3atDGO2bZt22qWLFm0RYsWyaoX9H/r888/19y5c+vOnTtVVXXixInq4OCghQsXNq7pfvz4sV69etX0ofTRRx9pjhw5EuSkNjQ0VCtUqKCLFy/WNWvWqMViMQ0bGBoaqqVLlzZO9iIiIrRTp066cuXKJDl05fz582P9grN27VqtUKGCqj7pZyF37tzavXt3Yz6tCGKzvV6ffu9r0qSJWiyWWKMefPDBB1q2bFk9dOiQhoaGmvqDqVChgrZo0cJ0XMX8wrR7927t2LGj5siRI1k+Fxs3btTatWsb48bbfpWzBVYrVqxQi8Wi/fr1s8twtK9LzGPjzJkzevPmTdOY7LYvzjEDg1mzZmnVqlUT5NfJpzt3bd68udaqVcsYYcHWwqBYsWI6dOjQV94eXs7hw4e1cePGunXrVmPa7du3tVChQuru7q65c+fWN954Q3ft2qU//fST8V7w4MEDXbx4sTZt2jRJfueyHWvr1q3TTp06GaH+kiVL1M/PTwcNGmRavn379vr2229rVFRUkvo1fvjw4ZolSxadPXu2TpkyRWvXrq2ZMmUyRjbas2ePvvXWW1qkSBFjmFuYrV69Wt955x3T59jZs2e1WbNm6uzsrBMmTDAtf+fOHe3Vq5fmz58/UUfAISz4j7C9wSxfvlyLFi2q+fLl0woVKmiFChWME6uZM2canQTZhkmMed+nff/99+rm5ma6Rl/1ybjuderUMQ1lpPqkow43N7c4Wy+0a9cuyY968DTbCVHWrFlNnempPgkMJkyYoG5ubrHe+JPih5dNzF7K33//fa1du7bOmzfP6G9h3rx56u7uru+++65arVYdNmyYVq1aNdZz+rrr+/HHH7VWrVq6cuVKU0+xDRo00N69exv/9+zZU+fNm2c6QU4JYh5DDx480DZt2ujMmTNV9UknSS4uLjpkyBBt0KCBFixYMNbxeezYMW3VqpW6u7sn2EnViRMntG/fvporVy5Nly6d/vDDD6Zab9y4oW5ubtqnTx+9fv26DhkyRIsVK5YkT3q2bdumderUiXVd6ObNm7V+/fp66NAhzZUrl3bt2tU4kduzZ4/2798/WY3i8LrZXq+bN2/W7t2768cff2wMp3XmzBmtXr26ent764YNG3Tx4sXar18/dXZ21l69ehktCUqWLGmEA1u2bFF/f39t2bJlrKFnbdv75ptvkl2LgpjGjx+vFotFCxQoYLxvRUVFGa+jFStWqIODg3bu3Nk0rGJK8OGHH2qxYsXU3d1dP/zwQ2PIV1tgUKRIEd29e3esyw8S6gTK9hgvX75cK1SooLt27TLmXbx4Ufv376/ly5dPFq0fk7tZs2ZppUqVtGLFisalN1OnTtXRo0frhQsXtHLlypo7d27NmTOnvvHGG0a/O48ePTJ1eqqaNL9zrVixQtOlS6effvqpUXtERISOGTNGS5curdWrV9exY8dq+/bt1cnJKcldYhQaGqolSpSIdcLavn17zZw5szGiyM6dO019jCC2mO87tmHHL1++rM2bN9fKlSvHGpr91q1bOmnSpER9TAkL/kN++eUXzZgxo86ZM0cjIiKMXymmT59uLGMLDCZNmvTCD+CLFy/qqFGj1NfXV4cPH25MnzNnjrq6usYaYmjNmjVarly5OL/g3L17NwH28PWK6wPn/fffV4vFotOmTYv1eN24cUOHDRumgYGBr21YutdhxYoV6uTkpH379tV+/fpp6dKltWrVqhoaGqrh4eG6cOFCzZQpk+bPn1+zZs2qe/fuTdT6Vq9erenTp9dx48aZWjXcv39fW7VqpUFBQTp9+nR9//33NUuWLMliRI1/I+Zx9L///U8vXLigp0+f1tOnT+uRI0c0T548xogjX375paZOnVozZ85sOrkKDw/Xb7755qXHHn9Zy5YtU4vFou7u7qa+Imyp+fz58zV9+vTq7e2tHh4eSfLX388//1wXLFhghBgHDhwwWhiEhIRo9uzZ1dHRUbt162a6X58+fbRBgwaJFpwlF5s2bVJHR0dt3ry55siRQ2vWrGlcl3v8+HFt0qSJ5sqVS4sWLap169bV7t27a/bs2fWHH37Qf/75R0uUKKEFChQwrg3ftGmTVqlSRWvWrGnqDDcpnhD8G7ZfDZcsWaIjRozQRo0aacWKFY1Lu2IGBj/88INmzpz5hZcHJmVWq9X0nC1ZskQ9PT112bJlOnToUC1fvry2bNnSCJesVquWKVNGM2fObDpxetXODENCQrRSpUq6b98+47vJvXv3tFSpUka/LjaXLl1KkuFmSrRjxw718fHR9OnT66pVq3TgwIHq5eWlM2fO1NOnT+vt27e1QIECWqtWLc2fP782a9ZM58+frw0bNlQ3N7ck/X5w9uxZLVKkiOm7t01ERISuWrVKmzRpolWqVNHmzZsnyR/Szp07p1myZDFaDNg+I61Wq5YoUcLUWa0NgYFZzMdj//79Wrx4cW3ZsqXR0vL8+fPapEkTrVatWqzAIK51vE6EBf8hY8eO1b59+6rqk2sjc+fOrT179jTm2z48v/rqqxcOj2hz5coVHTVqlBYuXFg/+ugjY/pbb72lmTNn1u+//17//vtvvX79ugYEBGi9evVijVGc3CxbtszUe3yPHj00ffr0+tNPP8Va9s6dO3H2GJtUnT9/XkuVKmVc43///n1jrOKYTp8+rd99912i/opqtVr1xo0bWrFixVgd8tm+GBw6dEirV6+uJUqU0GLFiiXJk9FXEfML0CeffKI5cuQwfZGYPXu21qxZ02htsXz5cm3atKlOmzbttX2o2I7rhw8f6t69e3XJkiX6/vvva6FChfTrr7+OtfyZM2d069atSbK1h+1XXVuLgosXL2qpUqW0YcOGxjXh8+bNU4vFoh9//LEePnxYT5w4oQMHDtTMmTMb15fj/4wfP16nTp2qqk9an3Tq1EkrVKhgjIRgmx4eHq5nzpzRSpUqGWNF//zzz+rq6mosG7NlUbdu3ZL0CcHLetbnwrp16zQwMFArVqxoGnZzx44dqpo8AvaXtX37du3Tp49pqMsVK1Zo9erVtUWLFqbAoEOHDgn2XrZ8+XKdMWOGBgUFqY+PjzZr1kyXL1+uqqq//fabFilSRH/++ecE2Rae7enXse3za9++fVqgQAEtUaKEZsmSxejH5PHjx2q1WvXSpUsaHR2te/bs0apVq2rZsmW1Vq1axrX+SfU71759+zR37tymsDOuWiMjI184AllieNbj6OfnZxoi8dGjR/ro0SMNDAzUAQMGJFZ5yVJcn11ffPGF1qxZU998802jI+7z589rs2bNtGbNmkZfSfZAWPAf0qFDB+3Zs6devnxZc+bMqV27djXeBL7//nudOnVqvN5cL126pCNHjtTChQvrhx9+aEy3XTuaJUsWLV68uJYuXTpZj6tqtVr16tWrmjZtWm3UqJHpJK1Lly6aMWNG41qtuO6blDyrnnPnzmmxYsX01q1bcfZSvn37drs2fb1x44bmy5fP+AIXs8VGzGGvbt26ZbqUJqU5ffq0duvWLVZANWvWLPXy8tLdu3fro0ePtHHjxjp06NA4RylICLb1rl27Vnv16mU0//7rr7+0V69eWrBgQZ03b56x/I8//phkR6O4e/euvvHGG0YnZjt37tTQ0FCdPXu2VqxYUVu2bGkEBhMmTNCsWbNq9uzZU2wwFV+2Y+Kvv/7S48ePa58+fUwdaJ4+fVo7d+6sFSpUiPXL2qlTp9TT01Pv3bunGzduVCcnJyMoiIiI0PHjx8fqyC85fpbY2B6rTZs26bvvvqstW7bU4cOHG0Mkbtq0SevWrasVKlTQHTt26MiRI9XLyytWB4fJSZcuXYxLlKxWq/7xxx+aN29edXV1NUa0sVm5cqXWqFFDW7VqZfQKbvOq72V79uxRi8WiX375pao+aa3Rs2dPTZMmjb711lv6wQcfaFBQkH766aevtB08X8zX74oVK7R06dLarl07PX36tHF8uLq6qre3t+7Zs0ePHj2qc+bM0TJlymi+fPl06dKlGh0drVevXtULFy4Y60uKQ/LZXu+//PKLenl5GX10xTyWt2/fruvWrbNLfXGJ+fzcvHnTdAnOvHnztEyZMhocHGxMs1qtWqlSpWQ5bG1iifmYzpgxQ7/66ivj/6+//lqrVasWKzCoWrWqvvfee3Y7lyAs+A/54osvtEGDBpojRw599913VfXJCzsyMlK7d++uAwcOjNXPwNOe9cXMFhgUKlTI1AHQb7/9pmvWrNHVq1cbb4hJ8U38WeJ6YR44cEBz5sypzZo1Mw2F2LVrV3VxcdFly5YlZon/mu05jIiI0Fu3bpmaTR88eFCLFi1qfIGL2Uv5wYMH9Z133jG1qkhsV69eVRcXF9MvjTFbFSxdutToGCulWrp0qVosFs2ZM6epozfVJ2McN2jQQLNkyaIFCxZUX1/fVx57/Fli9oPi6uqqAwcONLVIsgUGBQoU0FGjRunw4cM1derUSe6a/piPS4cOHTRHjhz6xRdfqMVi0T/++EMfPnyoX331lZYtW1ZbtWplnKweOXJEf//9d92/fz9Nk5/yww8/qJubm7q5uWnGjBljDXl45swZ7dq1qxYuXNg4WbMJDAzUNm3aqJOTk6llyunTp7VSpUpGZ7JJLYCNr5UrV6qjo6O2adNGO3TooG5ublqtWjXdvXu3qj7p76Fhw4aaNWtWzZ8/v2mUiOTm4sWLOnz48Fi/ln711VeaL18+rVevXqwRdVatWqVFixY1fohIiOf9yJEj+uWXX8YZBPzxxx/67rvvaqVKldRisWiuXLlS/GdKUjBw4ED18fHRPHnyaIMGDdRisRiv9b59+2rq1Km1YMGCWqBAAW3evLkOHz5cu3Xrpi4uLrH6kEhKAWJcx2t4eLjmypVLW7ZsGWve+++/r3369Hnhd/HE9tFHH2mFChU0S5Ys2rVrV+OHio8//lgLFy6s5cuX1969e6u/v7/peweebdCgQZojRw795JNPTEPifvnll1qlShV96623jMDg6tWrxnFtj88+woIUyHYgnTt3Ti9evGh8kT1x4oT6+vqqp6encZ35vXv39MMPP1QvLy9TU8e4xHwD/vbbb3XkyJHau3dv48vLzZs34wwMYkqu1yzZmnzGHEfW09NTmzRpYmp63KpVK61du7ZdanwZtufw6NGjWq9ePS1YsKDWrl1b586dayzTqFEjtVgs2rlzZ9N9P/jgAy1Xrlyscb5fh+joaOOxfvqLZa9evbREiRKxmof26dNHGzVqlKKa5z5L+/bt1WKx6OTJk2N9qdi3b58uXrxYZ8yYYXxgJ8TrLubr3/bc/Pnnn5otW7ZYlxvYWp9cvXpVP/roI82fP7+WLl3arkHTszw9Tnq+fPnU0dFRJ06caEx78OCBERjEbGGA/xNzKLAKFSro119/rVu2bNHevXtr7ty59eOPPzaWffz4sZ48eVL79OmjBw8eNEYqiY6O1pEjR2q2bNm0TZs2xvL379/XBg0aaGBgYLL9DInL1atXtUSJEjpp0iRj2pUrV7RkyZJavXp1o/PhGzdu6P79+1NE/yu296R58+aZevr+4osvtFSpUtqjR49Y30W2b9+eYM/7P//8o2XLllUXFxcdN26cqmqsFo8RERF64cIFHThwYJK8XjylWbx4sbq7u+u+fftU9UlAJCLaqVMnffDggZ45c0bfeecdTZUqlQYGBhqdwG3btk2rVauWZMNa23vi9u3bdcSIEdqzZ0+jL59ffvlF3dzctGnTprp9+3b97bff9P3331cXF5eXvgz4dYr5eT9t2jTNnj27fvnllzpx4kStX7++lipVyujccOvWrdq6dWtt3bq19unTJ0G/d6RUM2bM0KxZs5pGgIv5Xfe7777TatWqaWBgoF64cMGYbq8gjLAghVqxYoV6eHhooUKFjPGsVZ8k6p6enlquXDktWrSoBgUF/euOxt5//33Nnj27BgYGavny5dXR0VE//fRTvXfvnl6/fl1HjRqlRYsW1X79+r2u3XvtYiZ348aN01atWhlf1GzzDh48qK6urtqsWTPTCz4ppdoxxWwh4Orqqj169NBp06ZpuXLl1Nvb27gu9MiRI1q9enXNly+fbt68Wb///nvt37+/Ojs7m1pSvA6HDx/WiIgI4//169drly5dtE2bNrpjxw6NiorSP//8U5s3b66+vr46adIkXbBggb733nvq6ur62utLbE8fSzGPy5YtW6qrq6uuXr36udc1JmRQ8Pfff5t6ml+3bp1WqlRJo6Oj9fbt2zpv3jwNDAzUfPnyab9+/fTWrVtqtVo1LCwsSfYgvmDBAvXx8TGukT127Jg6Oztrnjx5tHDhwqbREGyBQcWKFbVevXqxhlXEk9EK2rdvr507dzZOdC9duqTDhg3TQoUKmQID1Se/VlWuXFnz5Mmj06dP1wcPHuidO3e0bdu2Wrx4cQ0KCtLevXtrlSpVtHjx4sn6Mra4XL9+XQsUKGD8gmo7pi5fvqyurq46fvx4e5aXoPbs2WO0Yrt27Zq2bNlSy5UrZ4ziovqkg+XSpUvHGRioJsx7WVhYmE6cOPH/tXffcTX+7x/Ar7uBSlOUMpKGUIqKEElUZEb2JntmVvZKPjYJHyt7Zu89PrbsPYsUiZRK6rx+f/Q79/cc8Zl0zqnr+Xh8H9+P+9yd3ud0j/d9va/39YalpSUaNGjwU9+b/TthYWHiKkZbt25F8eLFYW9vD0tLSyxdulTse12+fFkuQ9XHxwd+fn5KnWW0Y8cOGBoawt/fH4MHDxaXPv3w4QOuXLkCW1tblC9fHhYWFnBycpKrY6AMYmJiEBQUhI0bN4rbHjx4gGHDhqFGjRriiiXf4syCH8vOzkb//v3FQdWHDx9i7dq1cHZ2RvPmzcWlNBcsWIABAwYoxf2OgwUFUGxsLKytrREZGYlNmzahc+fOKFKkCA4cOAAgN51zzZo1GDFiBNasWfOPlpk6cOAATExMEBMTIx7AM2fOhJGRkXjTj4uLQ1BQEDp27KjUF/G/Iz09HadOnYIgCAgMDBSXg5F+9qVLl0JDQwM+Pj5ya8Urw8n9Pffv34e2trY4LxvInUcuCIJYbfXr16+4ffs2mjZtCnNzc1SuXBmNGzf+5Q/i0dHRMDU1FYtcnT17FhoaGujSpQsqV64MCwsLzJkzB1lZWXj48CGCg4NhamoKBwcHeHp6FuhAwapVq9C/f38xwCPVunVrGBkZYe/evb+sEJJskEkQBMyfP198TXpujBs3DtWqVUPz5s0xbNgwTJs2DSYmJjh79uwvadPP8uDBAzEgIH24vX79Oj5+/Ag3NzfY2NjITZvIyMjAokWL0KBBA6Us0KhIX79+xYIFC6Cnpwdra2u51169eoXx48ejSpUq4vzWJUuWwNTUFHPnzsWwYcOgqamJwYMH49OnT2LgqXnz5ujatStCQ0PFzmdB6YRKJBJ8/PgRJiYmmD59urhdeh43a9YM/fv3V1Tzfqo9e/ZAEAQEBASI9Rju37+P3r17w83NTa5WQUREBJydndG+ffs8WT//hmwfRHrsfP78GUuXLkWFChXQo0cP8XUOGCjGyJEj0bFjR+zevRs6OjpiIbfOnTvDxMQEjRs3Fut0pKamYtu2bWjQoAGqVaum1AHEJ0+eiAEPIDdDVUtLS2457fT0dNy5cwf3799XioC6bNbcxYsXIQgC1NTU8kwXe/DgAWxtbb+7ogP7a927d4eJiQlWrVoFNzc3+Pr6YsSIEahZsybc3d3F/aTXL0Uf3xwsKCBkb4hv3rzByJEjxX8nJSUhMDAQRYoU+c+FUzZv3oyqVaviw4cPcp22CRMmQF9fX0xRf//+vUqtAiAVHR0tLjE3cuRIMdp9/PhxaGhooHfv3nKpoL///jsCAgLQvHlzhZ/MfyUzMxO+vr4oXbq0mEUAABMnToQgCJgwYQIOHDggpvgBuWmy79+/Fx+kfjV/f39UrVoV69evR1BQkNyo0/Dhw1G5cmWEh4eL2QcpKSn4/PlzgZ56MGrUKJiZmWHw4MEYO3asODIh1aZNG5QqVUos9PQzyQYKtLW15VY8kVqyZAm8vLwwYsQIuSk51atXFwOUyu769esoUaKEuK66RCJBbGysGDCQfWjJzMzk5RF/4M2bN1iyZAmKFCki1yEG5NepP3nyJEJDQ+XWQ9+8eTP09PQwaNCgH6YVq/LDnPQ+KM1ikZo9ezZMTEywfv16ue0+Pj7fXX5M1WRlZSEkJARFixZFgwYN0KZNG/Hve//+ffTs2TNPwCA8PBw9evT4z/dU2QKSw4YNg5eXFyIjI/H06VPk5ORg8eLFqFatmtyUO1U+xpTd9/6eOTk5OHjwIBwdHaGpqYmqVavi3LlzAHIDuGZmZjA0NMSqVavw+fNnvHjxApMmTUJgYKBSBRA3b96c57p148YN1K5dG0DuIJ25uTkCAwPF15Vt9ZzDhw8jPDxcLlvg999/hyAI6Ny5c57Cqs2aNUOXLl3yu5kq5UfXsLdv38LPzw9WVlaYMWOGmN29d+9e1K1bV66QuDI8Q3GwoACQrUjet29fNGvWDO7u7nLV4N+/f4/AwEAUL178by8F9L0DdO3atdDR0RE7y9L50q9fv4apqSmOHDnyl++hrFJSUtC+fXtoaWmJ/y+bEnbs2DFoaGigT58+OH/+PD59+oQWLVrIrSev7AGDM2fOwMPDA82bN8e1a9cwZ84c6Orqon379ggLC4OFhQWqVKmCunXrIjg4+B9lnfwXsind7dq1g729PRwdHcVlrKSGDx8OOzs7zJ49O19qJyjayZMnUaFCBXG5tJ07d6Jo0aLi0pZS9evXh6+v70/93bKBAh0dHYwdO1bu9a1bt4oPPt8Ga8aNG4cKFSrIzbVTZvfv30fTpk1hZmYmBgyA3CwpacGmZ8+eKbCFykd6bX/16hWePXsmjvB9/PgRCxYsgL6+vnjMSGvkxMfH49ChQxAEAcWKFZNLbQVyO9z6+voYNmyYXKZWQbFv3z60atUKfn5+2Lt3L1JSUvD+/XsMHjwYxsbGCA0NxerVqzF06FDo6urKBW5V2eXLl6Gnp4cePXqgadOmCAgIEDvD0oBB7dq15YLDP2tEbefOndDV1UW/fv0wfvx4mJubw8fHB4mJifj06RMWLlyI6tWrIyAg4D/9HvbnZP+O0dHRWLJkCRYtWoRHjx5BIpGgRYsW0NHRgba2Nvz8/LB27Vr4+PjAyckJ7du3h52dHdasWYOsrCykpaX9shV+/o13796haNGi8PLykssOuHjxIiwsLHDixAlUqFABgYGBYnsvXLgAb29vPHnyRFHNlrNq1SqYm5ujf//+eYqoLlmyBIIgYOLEieJgWWpqKhwdHeVWQmDyZI/5HTt2ICwsDCtWrJALEskGBXJycuDt7Y127dop3bMTBwsKiGPHjkFbWxu+vr7w9PSEurq6WHxE6v379+jQoQNMTEzyjG58S/Ygl70YZ2RkwNnZGV5eXnIPCE+ePEHFihXFiLCqio+PR4UKFaCuri4u+ZaVlSVGrk+cOIHy5cujbNmyKFeunFwanLKd3D9y7tw51K1bF1WqVIGOjo5cqnhCQgIePnyIdu3aoV69er90mbvvdQKlGQy9evWCIAgICQnJU4l65MiRMDMzw/z585U+OPNPfZuNExUVJaak7dy5E8WLF8eyZcsA5Aa3ZINzv+K7eP36NdTU1DB06FC5doWFhaF48eJ5ap1s3rwZ3bt3R8mSJZV6KUHp53j48KE4tejBgwdo164dSpYsKRcwePXqFezs7ODs7KwUI1jKZOfOnShbtiwqVqyISpUqiSNSKSkpWLBgAQwNDeHj44PSpUvLPfhKR6uGDBmSZ4nTrVu35pnuUhD88ccfKF68OIYOHYratWvDzs4OoaGh+PjxIz58+IAFCxaI85bd3d3l6uCoKtlCtePGjUNgYCDmz5+PWrVqoV27dnIBg969e8PKykpuNaH/ek+NjY2Fg4OD3Oo5urq6GD16tFymR3h4OOrWrSteC9ivM2rUKJQuXRr+/v6oVq0aHB0d0bRpU1haWsLW1haGhoYgIhgZGcktt925c2fo6+vLDXYpU5/r9u3bKFeuHHx8fMTj+tOnT2jVqhV0dHTyBKPGjRuHevXqKcUyqJs2bYK2tja2bNmClJSU7+4zZ84cCIKAmjVrom/fvmjRogWqVavGtXt+QPbYHD16NExNTeHt7Y2qVauiUaNG2LRpk/h6SkoKNm3aBG9vbzg4OCjlMwUHCwqAhIQETJkyRYzKf/78GUFBQShatCi2bNkit29ycvJf3hBlD9CIiAh07doVkyZNEqONBw4cgIuLC1xdXXH69GkcOnQIfn5+qFmzplJEef8p2Yes169fo2XLlvD29oaxsTFOnjwJIDfNTXoCP3z4ELt27UJUVJRKLgcJ5Ea1a9eujdq1a4ufEZD/LvIjtf/x48diqu327dvh5uYmPjx07twZNjY2iIqKyhPcCgkJybesB0WQpjMeOnQILVq0wMqVK1G8eHG5jILDhw+jZ8+eckX4fnbA4MGDB3B0dES1atXEucYzZsyAkZFRniyirKwsbNu2DQEBAUpRzflHpNe36OhoVKhQAZGRkWKm1N27dxEQEJAnYPD69Wu577mwkkgk4vd3//59mJubY86cOdi1axdatmwJAwMDceqJNFOLiNC+ffs877VgwQIIgoCZM2eKqyFIHT9+XOWuqd8jey/dsmULxo8fL/574sSJ4sic9HxPTU3F58+f5Yq8qqLr16/nqemxZs0auLu74927d1i/fj1q1qwpFzC4ffs2ZsyY8a/6ENLr3rfXv7i4OFSvXh1paWl49OgRzM3N0adPH/H1CxcuICcnR1xGmP1aGzduRJkyZcS+5MqVK6GhoQF9fX2cP38eX79+xevXrxEcHAxbW1v4+/vj0qVL4rVg0qRJSt3HvHPnDszMzODj4yNmGKxfvx5VqlRBu3btcOHCBZw/fx4jR46Evr6+Uqy08fbtW3h4eMhNAwJyr0WXLl2SGwCUZhjUr19fLqP2V9VLKggWLlyIcuXKiUvhLlq0CEWKFIGrq6s4oPvs2TMEBQWhffv2SjW1RhYHC1SQbAfkyZMn4prr3y5fNmLECBQtWhTbtm37V+89depU6OnpoUuXLihdujS8vLzE9zp37hy8vLygp6eHypUrw8vLS7xgKPPF/FuynYv9+/fj9OnT+Pz5M+Li4tC5c2cYGRnJPUwDyJP+rkqfV9b58+dRt25dNG/eXO7BL78uUllZWVizZg00NTXF5RqjoqLk9mnXrh3s7Oywdu3av8yGKSjWr1+P7t27IysrC1euXIGVlRXU1NTklldLT0+Hr68vevTo8cujzw8fPoSzszMcHBwwfvx4lCxZ8ru1T549e4acnByVWJN879690NHRwcKFC/MET588eQJ/f3+YmZkpfYHG/PLtuXf+/Hls374dY8aMkdvesWNH6Ovr48CBA4iMjISGhgb69u0rV9leOqUGkA8YfG9ES9k6TP+E9Ly8evUqdu/ejdDQUMybN09un0mTJsHR0REhISGIjY1VQCt/vl27dkEQBJiYmGDlypVy95YGDRpgxIgRAHKXSqxTpw46dOiQZ3T1n9xTpffw58+fY9myZeKUFyD34a1s2bI4efIkKlasiD59+oj737x5E+3atROX62O/3uTJk9GpUycAuRlEenp64qjr6dOn5TIZN23aBDU1NQQEBOTJWFW2PpfsPVi64lijRo3Ea1pkZCS8vb2hoaEBBwcHuLq6Kk3m0Nu3b1G5cmVER0eL2yIiItCmTRsIggBzc3PUrl1b/IwRERFQU1PDzJkz8yzbzHLJLsE6aNAgMUsuOjoaBgYGCA4OhpeXFypXrixmUqWkpCjV1JpvcbBARXwvci6dDzxlyhQIgoDhw4fnKUQ3atQoCIIgdyH4O65fv44ePXqIhfAePnyI1q1bo169eti8ebO43927d/H69WuxXarUuZO9wI8aNQrlypXDypUrxRHUhw8fomvXrjA2NsbRo0cB5Bbgkx0dUnXSKQmtW7fGvn378uV3LliwQOwUfP36FX379oUgCGjcuLG4j+xNqF27dnBwcMCyZctU4kH0v5o5cyZMTEzEka5169aJRQ23bduGw4cPw8vLCw4ODuL59qsDBg8ePED9+vUhCIJ4c5M914OCgmBnZ5dvhTD/i7S0NHh6eorLFmVkZODNmzdYtmwZDh48iK9fvyIuLg4+Pj6wtrZGRkaGUqUD5rehQ4di4sSJcvcg6bHQtGnTPKNKHTt2hK6uLgRBwJ49e+S+u+bNm6Nbt25yI+cLFy6EhoYGgoODC1yh0u3bt0NHRwfly5cXU3gTEhLk9pkyZQosLCwwefJkpewk/hNfvnzBpEmTYG1tjZIlS6Jnz55wdnZGp06dcPXqVaxduxY9e/ZEWloasrOzsWzZMtjY2GDChAkA/vl1THpM3rp1CzY2NmjVqlWemkxdu3YVV2KQNW7cOLi4uPDUg3wgPa5HjRqFCRMmiFNyli5diosXL8LY2BiDBw/GvHnzxAdsiUSCypUro0qVKggMDFS61WckEol4/KWnpyM7O1tcSeD27dswNTWFl5eXeE9MT0/HjRs38ObNG6XKYnn79i3KlCmD3r174/jx4/D394e9vT369++PI0eOYNu2bbC0tJRbQWvBggXQ1NREaGjoD6ctFEanTp3CrFmzMHbsWPH57MmTJ3j16hXu37+PihUrigHj7du3o3jx4qhYsSL27t0rvoey9jU4WKBCXrx4ge7duwPIjVBVrlxZHI2YNGkS1NTUsHTp0jwpjCEhIbh3797f/j3r1q1DnTp14OLiIjeKfu/ePfj7+8PDwwNr167N83OqOn984cKFMDExwR9//CG3bAyQGzDo2bMnBEGAk5MTKlasqLQpV99+/7Ipw3/m/PnzqFq1Kjp27PjLR+9TUlLg4uKCkiVLioV9JkyYgG7dusHExAQDBw4U95UNDPj5+cHFxSVPurKqk/37yD4o1KxZUzzXAWDFihVwd3eHrq4u6tSpgxYtWvyyTJ4fHTN3795F7dq1UblyZbmiPBMmTICOjo6YZqeMpJ/p+fPnSEhIQL169TBv3jw8fvwYo0aNgqenJ/T09ODo6IgpU6YAyL3eKVsHVRE2bdok1p+QHnMpKSlo27YtSpQoIY7kSr/jzMxMlC9fHhoaGggPDxffx9/fH3Z2duJ0DtnjdsqUKXKjVwXBu3fv0LNnT6xcuRLJycmYM2cOXFxc0KNHD7kVdYDcGiAFpYBmQkICZs6cibp166JXr154+vQpWrRogZYtW8LU1BSCIIjzdXNycrBr167/dA27f/8+DA0NMXbs2DzfK5BbXNHLyws2NjY4evQotm/fjuHDh0NXV1dpRncLmh+terBz504IggAiwtatW8XXunbtCg0NDXTu3Fnc9u7dO3Tt2hWzZ8+Gvr4+du/enS9t/zPSzyXbBzxw4AA6dOgAFxcXDBgwQBx0uX37NszMzNCoUSNxAEpZHTt2DPr6+rC0tES1atVw/PhxcRpFcnIyHB0dMXHiRLmfCQsLg6GhoVIs96gMVq1aBUtLSwwePFiuXpz0nvb777+jVq1aYh92x44daNq0KcLDw1Xi2YmDBSpCIpFg/fr1sLe3R926daGuri43ZwjIDQqoq6sjIiLiP43QnDp1CrVq1YK+vr7cBR3IvTG3bdsWVatWxaFDh/7171AG0ofpVq1a5anoKtt5SU9PR3R0NBYvXqy084lkUzHXrFmTJ2D0V5Hsixcv5tuc7BcvXsDHxwdmZmZiB/nz589YtmwZjI2N5QIGAMQO4Pc6ggWRRCLB/PnzUb9+fbkHiOTkZLx48QJJSUniDehnHYdRUVFyU0B+9ND24MEDODs7o1KlSsjMzMTMmTNRrFgxlUjl3bp1K8zMzPD8+XP06NEDpqam0NHRgb+/P1auXImUlBQEBASga9euim6qUtq/fz9Gjx4tzq9PS0tDgwYNYGFhgZs3bwL433ETHx+PXr16oVatWpg/fz7atGkDBwcHsc7I9yrdq+JSuz9y5coV1KlTBw0bNpQ7hxctWoQ6deqgW7duBXpEOyEhAdOmTUOlSpUwe/ZsALnFBseOHQsHBwfxeJH1bwIGGRkZaNu2bZ57RlZWFmJjY8Xj7datW2jbti309fVhb28PLy+v77aB/Xey5++uXbuwYsUKHD9+XOyTNG7cGGpqanB1dUWvXr1w+/ZtNGrUCAYGBtDW1sbUqVOxYMECNGzYEPXq1QOQuwxvv379FPJ5pKTXqjt37oij7Lt27UKxYsUwbdo0LF26FO3atYOampo4OHfnzh2UK1cObm5uSh8wePv27XcDlsnJyXB3dxcLK8uep8qUIaFIW7ZsgY6Ozp8uX71y5UrY2tri8OHDyMjIQLNmzTBx4kSlnnogi4MFKmb48OEQBAGurq7iNtnR8JCQEGhpaWHu3Ll/GTCQTaP61uXLl1G3bl34+vrmCQrcvn0bISEhSn9w/xWJRIKMjAxUqVIFs2bNAiB/wmZmZuLatWt5HsiU7XPLzsE0NzfH4MGD5dbJjY6ORq9evZTqZvXy5Us0bNgQZmZmYoZBcnIyli9fjpIlS2LAgAEAcket3d3dVSK9/d+KiIhA/fr1cf36dTFKHxcXB1NTUzFV/nt+1kPVmzdv4OPjAzc3N7n6Jn8WMKhZs6a4/J0yBwqknyEjIwO9e/eWq/uwf/9+7Nu3DxKJRDyne/XqhV69eiErK6tAPLT+TGvXrhVXKJFmlkgDBuXLl89TrOvNmzcYNGgQKlSoACMjIzFLQ3ZUrkmTJmKB05ycnALznW/cuBGurq4wMDDIk52yaNEi1K9fH61bty7Qy78mJiZi+vTpsLW1RXBwsLhd+oDxM0bTvn79Cnd3dyxatEjcdujQIQwbNgx6enpidXqpJ0+eIC0trUDfTxRJ9vwNCgqCiYkJypQpI04lGD58OEqUKAFnZ2eoqalBXV0dWlpaqFOnDrKysjBu3DjUrFkTDg4OaNasmTgd0c3NLU+9j/wku4ywIAiYMWMGPn/+DC8vL7Fdb9++hZmZWZ7A1Y0bN2BnZ4eXL1/md7P/s7dv36Jp06Z5ipcXpMDuf5WUlARPT888mRfffjfXr1+Hp6cnzM3NYWFhAXt7e6Vc9eBHOFigAmRPzHnz5mHgwIFwc3ODv7+/mDYuO8d75MiRMDIyEit8f8+3D7ybNm3C/PnzsWnTJjECfObMGbi7u6NZs2Y4fPjw33ofZfajEzIgIAD29vZi0EV6Y7h//z6GDRuGhw8f5lsb/603b96gfPnyGDNmTJ6/yYIFC1CxYkVx6TJFXphkf/fz58/h5eWF0qVLywUM1qxZA11dXdjY2MDIyEiuYFVBIHs+Z2RkYMeOHXBzc0PVqlXRpEkTsSDYxo0b4ejoiGvXrv3yNl25cgUdOnSAu7u73AoqPzpWbt++jQ4dOqjE6NzZs2fFIqw/Cmy8efMGwcHB0NfXV+qVHBRt/fr1EAQBY8eOlQsYNGrUCLq6urhz547c/gkJCRgyZAhq1KghjjADufeNJk2awMbGRmmndf0XEokEO3bsQJUqVeDu7p4nKBAeHg4fH58Cny319u1bTJ8+HXZ2dhg1apS4/Wf1G1JSUlCpUiX06dMHDx48wIwZM8Qq+gsWLMDKlStRsWJFDB8+/Kf+XpaXbPDn5s2b8PHxwfXr15GcnIx58+ahWrVqKF68OHbs2AEg9+Fpw4YNsLGxQa1atQDkBn8+fPgg158NDQ2FmZkZHj9+nL8f6P9JP9fdu3ehpaUlPhQmJSWhYsWKuHbtGl6/fp1npY3t27eLtZlUbXnBd+/eYebMmWjatClcXFxUsnh5fnn06BFKliwprgL0Ldnz4vnz59i5cyd+//13lVtJjYMFSk7aWT9z5gwOHz4sZgusXLkSLi4u8Pf3l7uwSqtOy84p/tbIkSPh7e0tHqzDhw9HyZIlYWtrCzs7OzRp0kQMNJw5cwb16tVDixYtlGLO2L8le8JmZWXJpemfO3cO9vb28PPzQ3p6OnJycpCSkoImTZqgQYMGKjGf6NSpU7C2tv7hcoJt27aVmw+Y37730CmRSL4bMMjMzMSjR4+wdu3aArdcneyx9O1NYuvWrejZsyc0NTXRrVs39O/fHw0aNMD69evzpW1Xr15FQEDA3w4YqEoHKCYmBtWqVYOampq4HKJsp+fYsWOoX78+bG1tERMTo6BWKhfZjIxvM9TWrFmTJ2CQmpqKZs2afbdDL80wcHV1FQMGzZs3h62trdgJVZUO0/dIv6sXL17g2bNncgGTnTt3om7dumjUqFGewoaFJYX37du3mDFjhlg07Wc7fvw4NDQ0UL58eejq6iIyMlI8DrOystC4cWN069btp/9eluvba+amTZvg4+ODDh06iOd1dnY2Ro4cCQ0NDTRv3lxuKt2NGzdgZmYmzvOWXpsfPnyIwMBAmJiYiDVT8pv0fn379m0YGxvDzs5OfC0pKQl+fn5YsWIFLCws0KdPH7HtcXFx6NGjB3bt2qUSo8bfiomJgZ+fH4YOHaq0U2+VxaVLl2BgYIA//vgDwPcDKm/evMHo0aPzDOCqUvCFgwVKTHqR2bFjBwwNDREUFIQXL14AyH2gWrVqFVxcXNCqVSu8e/cOEyZMQLVq1f40oyArKwvz5s0TKxQ/efIErVq1wq1bt/Dp0yds3boVtWrVgru7u/g+Z8+ehZ2dnZguqmpkT8jw8HD4+fnBxsYGM2bMQFxcHCQSCbZu3QonJyeYmJjAzc1NXFte2plV9oBBTEwMBEHAqFGjsHnzZuzYsQPbt2/HokWLxGwULy8vREREYNOmTfm6vq/0OD579ixCQ0MxfPhwucCTdEpC6dKlfxjsKAhkj6F58+ahRYsWqF27NgYOHCh3zh49ehQDBgyAvb09BEFAq1at8q1dV65c+UcBA1UgkUhw8+ZNVK1aFY6OjuLDr+zn3rp1a4ELTP1b0r/1/v370aRJE1SrVg3dunXDtWvXxGupNGAQEhIi1jD4s2PkzZs3GDx4MGrXro1SpUrJZRSocidU9h5tZWWFChUqQFdXFz179hSvZTt27BCn9BWUOgWyhXC/7fB+7zh4+/Ytxo4di06dOv2Sa0lsbCyuXr2aZ5AkJycHbdu2RWho6N8u+Mv+vtDQULRp0wZA7nGQlZWF4cOHw8LCAlWrVpXbNykpCQYGBrC0tIS3t7c4FUQ6Qr906VK5/T98+ICjR48qrE8gO/VAW1sbHh4eMDMzw5AhQ8R9+vXrJ96jZY+tsWPHyhUgV0UfPnxQmfn0ihQXF4ciRYrITRn99jqzYcMGdO/eXWUGWL6HgwVK7sSJEyhevDjWrFmTJ10zOzsbW7Zsgb29PUxNTVGmTBm5ueo/kpGRgRUrVsDV1RX169dH06ZNxQ50dnY29uzZg1q1aqFevXriQ8yNGzdU7oLxbYpncHAwTE1NMXPmTPz+++8oXrw4evbsKRajSUhIQHh4OKZNm4YlS5aoXJrQvn37UK9ePZQrVw69evWCj48P6tatiwYNGsDJyQmCIMDa2homJib5ntK3c+dOlChRAk2aNEGnTp0gCAIWLFggfrcvX76Et7c3ihYtWuAf2saNG4fSpUsjLCxMXJM8ICAAycnJ4k0mNTUVL1++xIQJE37Z8fejeYcXL178bsBA2QNmwP8+y+3bt7F3717s2bNHPNZv374NW1tbuLi4iCttqMq5nd92794NXV1djBgxAtHR0bCysoKXlxf27NkjXhejoqIgCAImT578t46NN2/eoGvXrvD19S0QgQKp06dPQ1tbG8uWLcPZs2dx4MABmJqaws/PT5ynvHXrVjg4OKB169Yqdx/91tatW9GpU6c8c7D/qu8h+/CRHw/tX758EVPYpeng7OeKiYkRz2HpQFZaWhqmTZsGCwsLDBkyBOnp6ZBIJPj8+TP69u0LKysrNGzYUG7ZwRo1auD3338HoFyB6StXrkBTUxOTJk0Sl/r8tgizv78/jI2NMWPGDISHhyMwMLBArbShTH8PZSP9boYNGwYNDQ2sWbMGgHxfKTMzE61btxanQqkqDhYouQkTJojp42lpaThz5gx69OiBIUOGiHObX758iX379v1lARXZAzgjIwPLly+Hk5MTypUrJ7efNGBQp04d2NnZyaXsq0pHx9XVFbNmzRJP5ujoaFhbW4vLu129ehVqamooUaIEWrdu/cORdlX5vFJbt25F/fr1Acj/vVevXo0mTZogKyvrTzNPfoVLly7BzMxMrKYbHx8PLS0tCIKA8ePHi+189uwZWrZsWaA7djdv3kSlSpVw4sQJALkPGlpaWlixYoXcft8+RP3sed3S8+L06dMIDg7G4MGDsWHDBvH3ygYMZIseqoIdO3bAxMQE7u7uqFSpEmrVqoWVK1cC+F+xKTc3t1++TKiqevjwIezt7cWicV++fIG5uTlKlCiB6tWrY//+/eJxsnHjxn9U4yE5OVk83wtCoAAAxo8fD29vb7lt9+7dQ8mSJcUK7hKJBNHR0eIDlapavXo1DAwMEBYWhtu3b4vbN27cCHNz879V7DQ/Hj7WrVuHIUOGKDSFvTDZvn07ypYti/DwcEydOhWfP3/G+PHjUbNmTYwYMUKcKnvv3j20bNkSNWrUQO/evbFkyRI0aNAA9vb2StnXOn36tFwmwcePH78bMBg4cKA4KNOlSxe5c4MVfFevXkWjRo1QtGhRLFy4EB8+fMCnT59w4cIFNG7cGNWqVRPvd6oafOFggZKSHlC9e/eGlZUVzp49izZt2qBx48aoV68eateujYYNG/7tCveyD44xMTFIS0tDVlYWVq5cCQsLC7Rt21bugSQ7Oxtbt25FYGCgUl7E/8zkyZNhZWUll/Jz9OhRsfO7f/9+GBgYYOPGjTh79izU1NTQo0cPnDt3TlFN/mm2bNkCAwODPAW1hgwZgo4dOyIjIyNfL1bZ2dlYu3YtQkNDAeSmi5YrVw4DBw7E0qVLIQgCZs+eXeDnxUnPvzNnzsDBwQFAbgCrePHiiIyMBJDbEdmzZ0++tWnHjh3Q1dVFly5d4O3tjdq1a6Nv377ideDixYvo0KED7O3tER0dnW/t+i+uXLmCEiVKICIiAgBw5MgRaGpqYsqUKeI+t27dQqlSpeDp6amoZioF2VFe2WvC06dPMXPmTKSmpuL169fi2tHv37+HmZkZPDw8sHXr1v90rqpCloqs79UakQabAgMDxWNJIpGIhXK3bdsGY2NjsRaLqnv69CnKly+PVatW5Xnt+vXraNasGVavXg1AsX/fBw8ewMPDA61atRKzBtnPJf37Sq8bR44cQYsWLWBsbAxLS0uEh4cjLS1NDBiMHDlSPF8eP36M2bNno1q1aqhXrx7atWunEgX0pJ81JSVFDBgMGjRIfF1amFGVU83Zv/fHH3+gY8eOEAQBZcuWhZGREWrUqIGGDRuqxPH9VzhYoERkO2zSi/H79+/h6OgIU1NTdOjQQay4efDgQVSpUgWJiYn/6H2Dg4NRo0YN7NixQ6zGvmLFCjg7O6N9+/ZyAQPZG74qHeR9+vSBr68vAGDAgAHYs2cPUlNTER8fj+TkZNSpUwdhYWEAclOErKysIAiC3AOFqsrOzoaHhwcqVqyIw4cPY9OmTRgxYgT09PTyNdote8y9fPkSly9fRmZmJry8vNCrVy9kZ2cjPj4epqamEAQB06ZNy7e25ZePHz/mWaLr6dOncHBwwJQpU6CnpycGCgDg/PnzcHd3z5e/08WLF2FhYSFmNDx69AiGhoYwMzNDhw4dxOvAuXPn0KNHD6UfEZUeb8uXLxdHeZ8/fw4LCwv07dtX3E+afXXnzp0C8xD3XyQmJoqjfvv27RMfBKXzhHv16oUOHTqIx3Hr1q2hrq4OPz8/uYyzwuDFixfiyPn27dsxffp0ALlBtyJFimD//v0A/ncs7t27F7a2tmJNB1V3584dlClTBjt37vzu6yEhIWjQoIFSrG6RmJiIjx8/KroZBZLsvV16zAO5RZb9/PzEQoBhYWFIS0vDxIkTUaFCBSxcuFDc9+vXr3mClKo0UCAbMJDNPGCFj+wx/OnTJ1y6dAkLFizAggULcObMmQKTScfBAiUhPeCOHTuG/v37o2nTppg6dSqSkpKQnZ2dZ4756NGj5YoQ/h1TpkxBqVKlcOjQIbmMBOmUBGnRQ1WPjJ4+fRoaGhpwd3eHhoaG3BSD2NhYVKlSRRwpTUpKwsCBA3Hw4EGVCoj8mStXrsDPzw9FixaFtbU1GjdunG9L3EmPY+kognSUDcgtBOPk5IRjx44ByA2E9e7dG7///nuBGwHasmULPD09UaNGDbRs2VLcnpSUhI4dO0JbWxtBQUHi9szMTDRr1gz+/v75Miq3fv16cXrT8+fPYWlpie7du2P27NkwNjZGnz59xOuA7GorykZ6vEkfUCIjI9GzZ0/Ex8ejTJky6Nu3r/h9Hj16FGFhYbzG+v/79OkTSpcujeHDh2P9+vVQU1PD1q1b5fbx9fVFcHCw+O8hQ4Zg3759Sh88+tk+f/6Mzp07w9bWFmFhYRAEAVFRUQByz+k+ffrAxsYG+/btA5B7XAYHB8PJyanArHrw8eNHWFlZoVGjRvD19UXbtm3RqVMn1K1bF87Ozmjbti0EQYCHhwd8fX2xfft2RTeZ/WSy96Z79+5BEASMHDlS3Hby5Ek0a9YMJUqUEAMGqampWLFihXiNTkhIQMeOHbFx40bx51QxNTslJQUrVqwQV4ZhBdPr16/FPsNfPfD/6DhWtUy67+FggRKJjo6Grq4u+vTpgzlz5kBHRwc+Pj6Ii4sT9zl+/DhGjRoFfX39v73Ml0QiQXx8PJycnPIswyZ9QM7IyMDKlStRtmxZcR1ZVebh4QFBENCzZ09xW3Z2Nh49eiRWtN20aROaNGkCd3d3laj6+qPlB3/k1q1beP/+PVJSUn5ls/K05eDBg2jVqhU8PT3h6+uLhw8fAshNDxUEAStWrMDbt28RGhoKR0fHAvfwFhkZCW1tbUydOhXTp09HhQoV5EYfjh07hpo1a8Ld3R1hYWFYvHgxvLy8ULVq1XxdfePGjRv4+vWr3NJiqampsLKyQtGiRcVtyt6RO3XqlHhd27lzJ4oUKQIDA4M8Iz59+/ZFx44dC92I+J85efIktLS0oKGhIVc3QyKRID09HQ0aNECjRo2wdu1ajBgxAiVKlCgwFf3/qStXrsDZ2RlqamriPVJ2+be+fftCQ0MDzs7OcHNzg6GhYYGZLy+9Hn348AELFy6Ek5MTNmzYgK1bt2LhwoVYuHAhQkNDoampiXbt2qFLly4qP5LG5MneB+bNm4c+ffqgZMmSEAQBgwcPFl87deoUmjdvDmNjY9ja2mLmzJnia3FxcahTpw6sra0LxPHx8eNHrFmzRuzjsIIlKioKfn5+2LVrl9zAV3R0NNLS0pS+b/QzcbBASbx+/RoODg7ivPqcnByUKFECI0aMEPeJj4/HgAED4Orq+o+Xvnv69CmMjY3Fdca/LXb44cMHfPnyRa7atSqR/TzPnj2Dj48Pxo8fD01NTYwaNUpu3y1btqBs2bKoUqUK6tWrJz6gKfOJL23b+fPnsXz5cnFO9p/tq4jPs3v3bmhpaWHy5MnYvHkzGjRoAD09PTEzZurUqRAEATY2NjAyMiownWmplStXQkNDA3v37hW39e/fHxMnTsTz58/FKvznz5/HkCFDYG5uDm9vb/Ts2fOX1W2QHgcZGRl5bnAPHz6EnZ0dTp06BSB31CcgIAALFixQmWWfunXrJlekddy4cVBTU8PevXuRnJyMt2/fYsyYMTA2Nv5HxfgKMtkCl4IgQENDA2PGjBE7RNLXnz17hipVqqBKlSqoVKnS3w5QFyTSe8u7d+9Qo0YN2Nvbw9nZWbyXSqWkpODQoUMIDQ3FvHnz8n3FmV9N2i84ffo0KlSokGcK5IEDB8Rl9L79GVZwTJw4EUZGRoiOjsauXbswfPhwGBkZicU8gdxjxN3dHba2tqhZsyZmzZqFpKQkNGjQAJUrVy4Qc7illLnfyP699evXQ1tbGytXrpSrAXbmzBkIgiAWqS4sOFigJF69egVnZ2dkZGTg2bNnMDMzQ58+fcTXL126BIlEgoSEhL+cA/m9i1dKSgpKliyJqVOnitukF+qzZ88iMjJSZWsUyJLWYgByH7qWLVsGTU1NjB49Wm6/V69e4dWrVyo1n2jXrl0oWrQonJ2doaWlhTp16uDBgweKbpYoNTUVDRs2FOtBxMXFoUKFCggMDJTb7/Tp039r9Q5VI72JDBs2TG57nTp1ULZsWRgbG8PExATz5s0Tj7tvsyp+VaBg3759aNOmDaytrTF48GCsXbsWQG6Q0tbWFqNGjUJSUhJCQkLg7u6uEvOspZ/txYsXqFatmhhoffv2LXr37o0iRYrA0tISLi4uqFChQoELTP1X0dHRaNeuHXbv3o2jR4+iSJEiGDZsmBgwkN4DMjMzkZSU9LeL6RZE0mlS79+/x9mzZ9GyZUs4OTmJAYPC9MBw69YtlChRQm4555SUFPj6+qJdu3aF6rsobJKTk1GvXj0sXrxY3Pb+/XssXrxYXGpV6vr163j9+jUGDx6MmjVrQl9fH3Z2dgVq2VRWMCUmJsLNzQ3h4eHitpycHPGeOGzYMNSqVUvMUiwI0wz+CgcLFEz6sPDkyROUKVMGmzdvhpWVFQIDA8WL6d27d9GkSRNx2b8/I/uQn5SUhI8fP4p1DcaOHQt7e3txPVvp/o0bN0anTp1U/iZ/7949mJmZoUmTJuLJ+/HjRyxfvhyampoYM2aMuK/sya3MJ7r0b5KWlgZ/f3+sWbMGqampePnyJezt7eHo6Jjvo6XSNn37oPvu3TtUqFABjx49wrt372Bubi4XKIiKisq3KRGK8OjRI9SvXx9NmzbF7t27AQBt27aFjY0NDh48iNu3b6Njx44oXry4mBkke879qvNvz5490NLSwvTp07Fx40YEBATA0NAQly9fRnp6uliAytzcHKamprh27dovacfP8O13lJOTg7S0NHTu3BktWrSQe+3YsWNYv3499u/fj1evXuVjK5WX9Pt7/vw5atSogZUrV4rXP+kUjhEjRogBg/nz54sV7gur+Ph4aGhooEePHuK2o0ePikvASe/LM2bMwMyZM5WiwN+vFhoaCkEQ0KZNG7Rr1w7169dHtWrVVCJLj/17nz9/RsWKFeXq7QC5QYQmTZp8N1j++vVrdO3aFb6+vhwoYCohPT0ddnZ2cgO2GRkZ+PTpE7KysrBp0yYEBATg5cuXyMnJyfflyBWBgwUKdOPGDZiZmYnFogYOHIiiRYvCz89Pbr/g4GA4Ozvj9evXf/p+snNxp02bhkaNGqFixYro0KEDjh49KhaUs7S0RIcOHTB06FDUrVtXbq60Kt3kv21rRkYGNm7ciOrVq6NZs2ZyAYMVK1agWLFicqlyquLEiRPw8PBAs2bN5AoBfvz4Efb29qhWrVq+FwhMSkqCsbExli9fLre9WbNmmDx5MsqVK4d+/fqJx9Xbt2/RqlUrbNq0KV/bmV+kx9qDBw/g7e0NHx8fuLi4wN7eXu68fffuHYoWLYply5blS7s+fPgAb29vzJkzB0DuCKCJiYlchy4jIwPXr1/Hrl27lDLbY+fOnWJ1fgC4fPky5s+fL7fPrVu3ULRo0Tw1WVhe586dw/jx4xEQEICPHz/KVSWPjo5G0aJF0axZM3Tu3BlaWlr/eMpbQZORkYHVq1dDT09PLvh59OhRtGnTBiVKlECrVq0gCILKT9OQDZx/L+ghe89dtmwZWrRogfbt22P69OkFfvnbwuZ7gyjZ2dkYOXIkfHx8xJVBpEJDQ9G8eXNYWVlh7ty5cq8lJyerVBYnK7yk9XrCwsJgZWUFKysreHp6on79+qhcuTIsLCxgb28PQRBQqVIllChRApMmTVJ0s385DhYo0P379+Hi4oI1a9YAyC025e3tjerVq2PLli3Yvn07hgwZAj09Pdy4ceNP3ysqKko8YENCQlCiRAns3LkT+/btg4eHBwwMDJCamornz58jKioK7u7uaN26NQYPHlygbvKZmZnYtGkTHBwc5AIGKSkpmD9/PurVq6dSAREgN2OibNmyUFNTw6VLlwBALhDi5OSEcuXK5euUhM+fP2PEiBEoUqSIWBX869evGD58OPT09ODj4yO3/9ixY1GlShWVmQf/b0iPq/v378PHxwdGRkZYsmSJ3D4PHjxApUqV5Jac+pm/+1ufP3+Gk5MTLl68iJcvX8Lc3FwuWr5r1y6lXYkiJycHly9fho2NjZgZ8OXLF/Tq1QtmZmZwdHTEmjVrxCUQBw8ejA4dOuDdu3cqd47np7Fjx0IQBJQuXVpu+Ujpd3bu3Dk0atQIbdu2/cv7TkH0vWMnIyMD69evh5aWllzA4Nq1a/jtt9/Qs2dPpT2P/i7Zh8PVq1dj1apVfzliJlv0C1Dd6YtMnuyxEBMTg0uXLomr4pw6dQpVqlRB7969xWk4qampaNWqFRYtWoTAwED4+vp+t5CsMmdxMiYrMzMTr1+/Rr169bBixQrcuXMHly9fxvHjx3HkyBEUL14coaGhiIiIKBDPTn+FgwUK1qlTJ7i6uor/PnToEAIDA6GrqwtHR0c0atToL5e9i4yMhCAIOHDgABITE1GrVi0cP35cfD89Pb2/HMlU1YN9xYoV4hJwUtKAgbW1Ndq2bSuXyq/I4n//xYMHD1CuXDl4enqK88mln+HDhw+oU6eO3OhrfkhJScH48eMhCAI2bNggtsXHxwdOTk4YMmQIFi9ejB49evyj1TtUmfRv8vjxY3h7e6Nx48bYsmWL+HqzZs3g7u7+UzvV0g5YUlIS7t69KzcSnJiYCHd3dyxcuBAVK1ZE7969xf1jY2PRtWtXREdHK/X58O7dOwC507HevXuHr1+/IikpCV26dEHdunVhYWGBrVu3YsaMGbC2tlbqaRTKYubMmdDX10dwcLBc8SbZ1XG+fRAsTI4dO4YpU6bIbZMGDIoUKYJBgwbJvabqD0Gy5/+oUaNgamqKNWvW/OX0HWW+brD/TloY1tTUFBYWFjh37hyA3GKW0mKfbm5ucHR0RJUqVQAAc+bMQdWqVcXlkxlTRTk5OXj+/Dn09fVx/vx5udeePXuGli1b4v79++I2VX2G+rs4WJBPpDdV6drlUgkJCTAzM8O8efPktsfHxyM9Pf0vl/mKioqCpqamOFL56NEjlC5dGgkJCdizZw+KFy+OpUuXAsidhxMZGSk3mqTKMjMzMX36dNjZ2WHgwIFyr0kkEgQGBkIQBNSvXz9f5ob/DLJF265fv45Xr16JtQHu3r0LMzMzNG7cOE/A4Fd+pm87wl+/fpX7fXXq1IEgCGLRvPfv32PUqFGoV68enJ2d0bFjR9y+ffuXtU/ZSL8b6ZSExo0bY9u2bfDz84O1tfVPrQQt/dvcvn0bLi4usLCwQPny5eWyB2bOnAlBENCkSRO5nx03bhzs7OyUcupBVFQUFi5cKP47NjYWJiYm6N27Nx49eiRuv3nzJiZOnIjy5cuLqeBt27YFoNzneX6RXdXg7t27+OOPP8TXQkNDUbZsWcyaNUuusn1h/96+fv2KWbNmQRAEzJgxQ+61jIwMBAUFQRCEPIVbC4JFixahdOnSuHLlitz2wlTIqzCT/fseOXIE1tbWOHLkCC5cuIC2bdtCX19f7GveuXMHGzduRN++fREWFib2bXv27Ik2bdqImQiMqbI2bdrAx8dHHIxLTEyEr68vPD09C9X1kIMF+ejkyZOoU6cOlixZgo8fPwLI7ZgMHDgQ7dq1Q3p6OiQSyd8+AFevXg1BENCoUSNx28uXL+Hp6YlJkyZBX19fDBQAuTUS/P39cebMmZ/7wfLJ976XpKQkzJ8/H1WrVs1Tj2DBggXw8/PDwIEDVeKklnbSd+zYgXLlyqF8+fIwMDBAQEAATp48CeB/AYMmTZrkWbrqV3r58iUWLFgg/lv6fc6aNQslS5ZEQEAABEHAypUrAeQ+COfk5CAzM7NARlz/6oFKNmDg6+sLTU1NVKlS5acWeJL+DW7cuAEdHR0EBQXh5MmTGDhwIIoUKSJWrM7KysKQIUOgoaGBSZMmYcKECWL2kjJme6SlpcHLywtubm5yxfWWL1+O8uXLY8iQIXIRfSA3HXz58uVwc3P7y0yswkJ6DO7cuRP29vawsbGBjY0NfHx8xIe/kJAQlCtXDr/99hsSEhIU2dx89+09Qfbf7969w5w5c6Cvry+3ghAALF26VJz6FR8fr7LBFdk0cqmuXbti8ODBAHKzozZu3IgGDRrA09Mzz76s4Fq+fDnmzZuXJ1jWsWNH6Onp4cCBA3l+5uHDhxgzZgwMDAwKfZ0Tphr+ziDili1bULduXRgaGsLBwQFOTk6oVauW2JdThWeLn4GDBfno9evXaNmyJdzd3VGmTBmsXr0acXFxePDgATQ0NP7RPObly5dDTU0NvXv3hpmZmXiDB4BevXpBEASMGjVK3JaWloYmTZrAx8dHJQ9u2TafOHEC+/fvFx8YUlJSMG/ePDg4OCAwMBDZ2dlISUlB+/btv/uAq2xk23Xu3Dno6Ohg4cKFePToEdatW4fmzZujVq1aOHXqFIDcGgZaWlpo3bp1vnym7OxsjBkzBjY2Npg1a5a4ffr06TAyMsLRo0fx9etXsUK2tIZBQfTgwQMxq+OvMgOkN5979+4hKCjol9QGefz4MYoVK4bQ0FBx27Nnz1CkSJE8FatnzJgBd3d31KpVC927d8edO3d+Wjt+tvj4eLRt2xYeHh6IjIwUt69Zswbm5uYYMmSIXIaBVEEMTP0Xx48fh7a2NpYvX473799j7969cllAQG6GgY6ODhYsWKC018hf5f79+wgODsaLFy/ydBbfvn2L8PBwGBgYYNq0aeL2kJAQhIWFqXSa9ZcvX+Di4oKyZcvKTdvp378/PD09MXnyZNSvXx/NmjVDt27d0KpVK1StWlUc5GAFy759+3DkyBEAucFlV1dXCIKA3r1759m3U6dOKFGiBKKjo+WKFo4bNw7Vq1cvlHVOmGqTXvtl+3Sy94NLly5h/vz5mDBhAqKiosT9ClN/g4MFv5Ds1IO0tDQAuQ+GL168wMiRI+Hg4ICqVatiyZIlaNmyJTw9PZGUlPSX7ztv3jyxRgGQW7PA2NhYLhW/RYsWMDY2xqBBgzB8+HB4eHjIrXqgqp3CMWPGQE9PDxYWFihatKhYjf/Tp0+IiIhAxYoVYWhoiKpVq6Jy5criyayMoz9Hjx7Ns23KlCl50sXPnDmDJk2aoFu3buI84ocPH373YelXefXqFYYOHYqaNWti6dKlCA8PR4kSJeRGGNLS0jBx4kQIgoDNmzfnW9vyy+rVq1GzZk0sXrwY6enp4vaIiIgfzpP/3hSOnyUnJwfjxo1DyZIl5aYxzZgxA4IgoHnz5pg7dy7WrVsnlxKak5OTZzqUspBIJOI16u7du/D19UXdunXlMgxkAwaPHz9WUEtVw+TJk8WVL54/f44KFSp8d0WYKVOm5Ov1RBlkZWXBxcUFgiDA2toaI0eOxNatW+X2efPmDebOnYuiRYuiRo0aaNSoEfT19VW+mCGQOy2xSZMmMDc3FyvbHzt2DB06dIClpSVmzZolZh4tX74cTZo0KRTLQhY2ERER0NTUlJuXnZKSglatWsHExOS79zZfX194e3vLbfvy5YsYSGdMmcn2yzZu3IjmzZuL22QDBn/2nFTYirlysOAXkT6c7t27F82aNYOHh4eYFix17do1LFmyBGZmZhAEAZaWln9rvc5Tp07JLUH38eNHLFu2LE/AIDg4GG3atEHLli0RHByskqseyD7kX7t2DQ4ODrhw4QKePn0qPhT99ttvAHI7f0+fPkV4eDgiIyPFz6mMJ/X+/ftRvXp1JCYmyn3GqVOnwsnJSaxTILVs2TIYGhoq9Gb85s0bDBo0CLa2ttDQ0BCLaMoeT6mpqZg+fXqB6EzL2rJlC7S0tLBlyxa56R8xMTGoWLGieG7ndxDu9evXYhAnIiICs2bNgqGhIUJDQ7F9+3a0atUKzs7OMDc3h6enJ3bv3p2v7funpOfCli1bEBAQADc3N2hra8PKykqc4gLkBgwsLCzQq1evfC/sqWx+FAjNyclB06ZNERQUhI8fP6JMmTIIDAwU91+xYkWepU8Lm/DwcMydOxdHjhzBxIkTYWhoiM6dO2PJkiV5Mr66deuG4cOHK3VGzj+Vnp4OHx8fmJmZiQGDz58/4/379+I+EokETZo0Qfv27ZUy6M7+vcjISGhqamLHjh15XktLS4OnpycsLCzEqV2yf3/Z80NVB59Y4fNtlnLv3r2hoaGB/v37fzdgwHJxsOAnk72YnjhxAsWLF0fv3r3RrVs3aGhoYNCgQWJ1b6nExERERET845Ed2d+VkpLy3YBBQVnaaPbs2Rg7dixGjBght/23336DIAiYO3fud0dLlfXzvnr1CvHx8QAg97ATFRUFY2NjHDlyRO7ve+XKFdja2ir8wSghIQFDhgyBg4ODGKQB5AMGBa1DmZ6ejrZt28pN9cnJyRFvLHPmzIGJiYmYopvfx9yPgjjA//4uixYtQo8ePXD37t18bdu/cfHiRWhra2PlypV48OABHj9+DA8PD7i5uckFDCIjI1G5cuVCN9f+exITE8XCtZs2bcL27dsB5AZV/Pz8UKpUKbEgn0QiwdevX9GvXz+MGDGiUBciO3nyJPT09MSCfvHx8Zg0aRK0tbVRs2ZNLF++XFyS9p/UE1JW33vY+/z5M3x8fFC6dGkxYADk9in2798Pb29v2Nvbi1kFBe36XlitWLECmpqa2LVrl9z2devWiUscp6amwtPTExUqVPhuHQJVPx9Y4TVixAg4OzsjMDAQzs7OMDU1RZcuXcT+m7I+OygKBwt+MumN9NWrV1i1ahXmzp0rvnbgwAEUKVIEAwYMQHJystz+P+MGLA0YlCxZEkOGDPnP76dM+vbtC0EQ4O3tnScoMGfOHGhqamLq1Kkqt9zXo0ePYG1tjfHjx4vbpOl/Bw8eFNeMHzFiBCpXriweN4okfTitWbMmwsLCxO0F9eL65csXuLm5wcPDA2/fvsXXr1/x+vVrvHz5Eh8/fsS5c+fg4+ODnTt3IiMjQyGrjfwoiCN7rqhKRtGyZctQuXJluaker169Qt26dWFlZSU3376wz6GWSCRISUlB1apVMXz4cCxevFiu0Ojly5fh6OgIOzs7cSWEtLQ0hISEwMzMDA8fPlRk85XCyJEj0alTJzFo0q5dO1SqVAndunVDvXr1oKmpKXdOqapvH+xkpxSkp6fD29sb5ubmYtr57du30bVrV3Tu3FklsxLZjx05cgSCIOQp3unn5wdHR0e5DNfU1FQ0atQIxYoVKzArabHC7dChQzA2NhbviV+/fsXs2bPh4OCAbt26cYbBd3Cw4D+SHlSyD6kvX76EIAgwNDSUCxYAuQEDTU1NDB48+Jc8+KWkpGD58uUQBAHz58//6e+fH75XoVQikWDChAnQ0NDAxo0b8/zM5MmTUbduXZUb9YiNjUVQUBCqVq2KyZMni9v9/f1hYmICKysruLu7w8jICNevX1dgS+VJAwZ16tTBhAkTFN2cX+706dOoWLEiLCws4OvrCwcHB1SoUAHlypVDxYoVIQgCtLS0oKWlhY4dOyqkjT8K4qhaBz8qKgq2trbilBvpQ82tW7dQvHhxODg4iDUMVO18/1W2bduGUqVKQRAEzJ49W+61w4cPw87ODtWrV4erqyt8fHxgYmKiVNcTRdq2bRvc3NyQk5ODXr16wcTERJxq8ODBAyxYsEDlpx7IBgoWLVqErl27wtPTExs3bhT7LhkZGfD29kaZMmXEgMHr16/Fc0zVriPsx44cOYKqVauiS5cuYlaNv78/HBwc8Pz5cwDy19a0tDQMHDiQH55YgRAVFYUyZcrIPYOlpKQgJCQE2tra6Nevn3jN5OyZXBws+AmeP3+OevXq4eLFi+IFdvny5ShWrBj69u2bJ33v0KFDEAQBI0eO/CWd3Q8fPmDXrl0qeWGXPTGzsrLEJb6khg0bhqJFi+YpRAX83CyNX0EikXy3bc+fP0dISAhsbW3lIv07duzA4sWLsWjRIoVPP/ieN2/eoHv37vDy8vpbhTlVXWpqKurUqYNFixbhzZs3iIuLw8OHD3Hjxg1UqlQJc+fOxcGDBxXaqS4IQRzpCg+y2TYAcPXqVdSvXx8dOnTAy5cvFdQ65SK9nsTGxsLY2BiGhoYYPXp0nilt165dQ1RUFPr27YsVK1bwCOE36tWrBzU1NZiZmRXoau5jx45F6dKlMXToUHH1munTp+PNmzcAcgMGvr6+UFNTE6dfAMp7T2X/3sGDB1GzZk106tQJ9erVQ7Vq1cTr6rfTaWWpYr+SFV7fm3p16tQp2Nra4tixY3L7Pn/+HKVLl4a1tbVcfR/GwYKfIjMzE6ampqhRowauXLkiFzBQU1PDjBkzxINU+trRo0fzpQicKo0GyAYKfvvtNzRp0gSOjo4IDQ2VS4sbOnQoihUrJs7LlaWMJ7d0iS3p3+LUqVMICwvD9OnTxUJSL1++FAMGshkGyi4hIaFAzRn/0fGTnZ2N9+/fw97eHlu2bJF77d27d2jcuLHcjUfRAQNVD+KsW7cOmpqaCA4OxvPnz/HhwweMHz8e3bp1Q0pKiqKbp5RevHiBTZs2wdzcHEOHDi10qxv8G9Lzff/+/bCxsUF0dLTc9oJk48aNsLCwEEeSL1y4AEEQoKamhqCgIPE6np6ejuHDh/NDYQEle2zv378fNWrUgJGREbZt25Zn3yZNmsDb27tAng+s4PvRalTx8fFwcnJC8+bN5eo4PXnyBG3atMGUKVPg5OQkt0JIYcfBgv9IekPNzMyEnZ0dHBwccPXqVfHiunTp0h8GDNj3jRs3DqVLl8aUKVOwfv16aGpqIjAwUK7zO3z4cAiCkCfqrWzWrFkDIyMjsSO2Y8cOsXhWuXLlYGpqKo5kxcbGIiQkBFWrVkVwcLAim10oSef3/1na2bBhw6Cvr4/r16/j/fv3ePbsGXx8fFC7dm2l6lyrehBHIpFg48aNKF68OCpUqICKFSvCyMjoh0tUFjbSe8j9+/dx5swZvHjxQnxt5cqVMDc3x4gRI8SaBOPHj8fOnTsV0lZVkJCQACsrK4SGhiq6KT/Nt9ejqKgoREREAMhdpUlfXx+bN2/G2rVroa6ujsmTJ+PVq1d/+h6sYJDtgx49ehSurq5o3749zpw5I25v0qQJrKyseLlMpvJmz56N9u3bo23btrh48SKA3KWZzczM4OPjg3nz5uH48ePw8vJCx44dkZSUBB0dHZWdyv0rcLDgJ5BGq2QDBrIZBkuXLkXRokURGhrKgYIfkH4vu3fvhrW1tVh45Ny5c9DU1ISmpiZatGght676/PnzlT5z4v79+3B2doatrS3i4+MxYsQIrF69GtnZ2Xj58iVatGgBY2NjsQp1bGwshg0bBhcXF5UdFVZFgwcPRvny5cWiej8KGDx9+hQtW7aEhoYGzMzM4OTkBHd3d7FDxfPbfq7nz59j9+7d2Lx5sziXluXatm0bzMzMYGRkBBcXF7lpJ6tWrYKFhQWaNWuGgIAACIKAy5cvK7C1ym/dunXQ0dHBpUuXFN2U/0x2xaWoqCg8f/4c8fHxiI2NRXx8PKpXry4WbXz+/DmMjIwgCAIWLVqkqCazfCbbFz1w4ABq1qyJDh064Ny5c2jRogVsbGzE+5qy97MYkyXbD5s0aRJKliyJnj17on79+lBXV8fmzZsB5PbP/f39YW1tjYoVK6JevXpiH9DNze27050LKw4W/CTfCxjIZhjMmzcPRkZG/AD4jZs3b4rfydevX7Fv3z4sWbIEQO4NzMDAABs2bMDVq1dRtGhR9OrVK8/0DWW/kT1+/Bg1a9aEhYUFGjVqJEY2ASA5ORktW7aEsbGxOGr66tUrsbgbyx+XL19G5cqVUbNmzb8MGKSlpWH79u1YtmwZDh48KI6+KftxyFSf9H4SFxeHmjVr4vfff8eVK1cQFBQEFxcXueU9t27dit69e6NNmza4ffu2opqsMl69egUPDw/ExcUpuin/yfnz56GpqYlnz55h5MiRMDMzk6vxcePGDVSuXFm8Dz179gzjxo3D/v37+RpWAP3ZANW3AYPatWtDS0sLdnZ2HChgKu/169eYOHEizp07ByB3SnBQUBA0NTWxadMmcdv79+/lBiPGjRsHc3NzuYy9wo6DBT/R9wIG165dEx86ZOfdMyA6OhpaWloYOHCg+HD8/v17xMbGIjk5GbVr18bMmTMBAG/fvhWrzo8ZM0aRzf7bZG/Ejx8/hq+vLwRBEOdByR4Xbdq0gSAIiImJUURTGXKr7Ts6OqJWrVpinYm/mynA6brsV5A9/qTXk2vXrmHAgAHo0aOHGNj69OkTpk2bhho1asgFDDIyMjiN+B+QLp+oyt6+fYuOHTtCT08P+vr6eTJyLl26BHV1dSxYsADnzp1D06ZN4ePjI77OD4cFw4sXL8Rz/9v70/dWnAJyp6d0796dl8pkKmfWrFlyS0Xv3LkTgiCgYsWKcll1WVlZGDlyJIoUKZIncyAmJgbNmjWDmZkZrxb0DTViP42GhgZlZ2dT0aJFKSYmhoiIWrZsSbdu3SIiIgMDAwW2Trl8+fKF9u3bR5mZmfTs2TOaNm0aJSYmkpGREZUtW5Y+fvxIHz58ICcnJyIiUlNToxYtWtC1a9do2rRpCm79XwNAgiDQs2fPKD4+nqysrGj+/PlUt25d6tKlCyUmJpKamhoBIAMDA1q2bBl17NiRtLW1Fd30QkUikYj//ezZM+rYsSNdunSJWrRoQRkZGaSmpia3z4+oq6v/ymayQkgikZCamhrduXOHzp49S4IgUFZWFv3++++0c+dOunnzJmlpaRERka6uLg0aNIhatWpFV65coV69ehERUbFixUhTU1ORH0OlFCtWTNFN+M9KlixJlStXptTUVMrJyaHMzEwi+t+1ztXVlWbMmEHDhg2jrl270rt372jPnj3iz2toaCik3eznWbduHfXp04e2bNlCAMT707p16+j169ckCIK4ryAIBICIiPz8/Gj16tViX5aPBaYKLl26RNu3b5frh9WqVYv69OlDL168oMTERCLKvQZqamqK17927drRyZMnxZ9xdHSkxo0b04kTJ8RnD/b/FBurUH7SkZ2UlBQxXf6v6g5Io7EZGRmoWbOmUi57pwwuXrwIY2Nj+Pn5oWHDhhg2bJg41/LFixfQ09PDgAEDEB0dLRaRU4U1n6VtjI6ORpUqVbBy5UpxPddHjx6hVq1aqFixoliAjgtfKt6oUaNQoUIFTJw4Ef7+/jA2Noarq+tfTklg7FeQHm83b96EIAiYMmWK+Fp8fDyGDx8OExMTuaVWgdz7VHBwMBo0aKDSBS7ZP/PtvePly5e4dOkSOnXqBF1dXXFkTXbk7cWLF7h9+7Z4rCnzPZX9fevXr4eWlhbWr18vN/3k2LFjqFChAnbv3g2A72msYJBmzUiP53379okZYgkJCejUqROKFy8uTruSXiu/fPmCxYsX83Xvb+JgwZ+QHny3b9+Gt7c3Vq5cKVdz4NixY3mqB0vxAfhjOTk5yM7OhkQiwYgRIzB9+nRMnToV1atXx7Bhw8RO7p49e6Cvr4/KlSujbt26YkqdKjxU79mzBzo6OpgzZ464hrXU8+fP4eLigkqVKiE+Pl5BLWRSMTExKFWqFA4fPgwg9/g6c+YMrK2tUatWLQ4YsHwlPc5u3LgBLS2t71bof/36NQYNGoRatWohLCxM7rVPnz5xbZxCRPa69PLlS9y+fRufPn0CAKSmpsLf3x+6urpyabXh4eFygxh8bSsYPnz4AE9PT4wfP17clpOTI/aZevXqBRcXF/E1nj7HVFnPnj2xZ88e8XnryZMnEAQBPXv2RGZmJoDcaVnt27f/bsBAip/X/hoHC/7C/fv3YWBggKCgILmba0JCAgRBwIwZM/7051XhwTa/3Lt3L09wZe7cuahRowa+fPmCuXPnwsXFRS5gIK3grEqjH+/fv0etWrXEYyMjIwNv377Fpk2bcOTIEQC5qx7Y2tqievXqfMNWsNOnT8PAwECusJm02Ka6ujqaNm2KtLQ0BbaQFRbS+8WNGzego6ODsWPHyr2+atUq8T4UHx+PQYMGoWbNmpg9e3a+t5Upnmz/IiQkBC4uLihevDj8/PwwcuRIALn3o/bt20NLSwsLFy6Eh4cHqlWrxvedAig5ORkVKlTAoEGDxIelL1++4P379wByszm9vLzEukkcVGSqzNnZGWZmZjhy5Ij4bHDgwAHo6uqiT58+cgGDDh06wMDAQG55UPb3cbDgT2RlZaFHjx4ICAgAAHE0XPrgumbNGpQrVw6PHj2S+zkOEOS1fft2aGpqwsLCAhs3bsSVK1fE1xo0aCCOjk2ZMgU1a9bEiBEj8oy6q8roR2pqKjw8PLBw4UK8fPkS48aNg4eHB4yMjGBlZSUuWfX06VNeDi6ffe/c/PjxI8qVK4fw8HC57W/evEGlSpUgCAJ69OiRX01khVxiYiKKFSuGzp07A/jfMRsWFobixYvjwoUL4r7x8fEYOnQobGxseE3oQmz69OkwNjbG0aNH8ebNG7Rt2xb6+vriCjspKSkYMmQIqlevjlatWvFSrwXYkiVLYGhoiMqVK6NVq1aoVq0aLC0tUaFCBVhZWUEQBJQqVQolS5bEkCFDFN1cxv4x2euWr68vTE1NceTIEfG6dvDgQWhpaeUJGHh7e8PLy0shbVZ1XL3kT2hqalJ6ejo9e/aMiHKLmH358oXU1dVJIpGQra0tubq60ocPHygnJ4cyMjKoePHicsVjGFFWVhYdP36cSpUqRerq6hQZGUl6enpkaGhI06ZNIy8vL3r+/DkREY0fP57U1NRo1apVVL58eRoyZIj4PmpqqlGPs1ixYqSnp0dr166lUaNGkZ+fH3Xs2JHWrFlDo0aNEo8nS0tLBbe0cJEWjJP6+vUraWpqko6ODjVv3pz2799PZmZm1KlTJyLKPf+rVatGq1evJhcXF0U1mxUyX79+JR8fHzpy5AjduHGDHB0daebMmfTbb7/Rzp07qVatWmJBstKlS9Po0aOpaNGi1Lx5cwW3nOUniURCgiDQhw8f6OTJkxQREUFeXl509OhROnDgAC1YsICqV69OWVlZpKenRwsWLKDExEQqVaoUCYLABewKqAEDBpCHhwd16NCBmjZtSjVq1CAAlJGRQe/fv6fevXvTmDFjSEtLi/r06aPo5jL2j6mpqYnXrwMHDpCPjw917dqVoqKiyMPDg3x8fGjnzp3UunVrEgSBFi5cSCVLlqTNmzeTnp6eopuvkgRIex1MjvRr2bhxI/3222/0/v17srW1JXV1dXr16hV9+fKF9PT0KCYmhoyNjUlPT48cHR0pKiqKK9p/R0JCAs2cOZNiY2OpdOnS1LNnTwoKCiJjY2N69uwZ3bx5k7Zv306tW7cmIqI1a9ZQly5dlL7KPP5/1YPExEQxuFSmTBnKyMigAwcOkEQioZYtW5KGhgYJgkAdO3YkY2NjWrBgARERB5byiWygYN68eXTt2jV68OABdenShZo1a0a6uro0YMAAev78OVWrVo3q1KlDa9eupezsbDp79iypqalRTk6O0h+PrGBITEykgQMH0smTJ6lDhw60fft2WrNmDfn4+MjtFxMTQ05OTnxsFiK3bt0ic3NzKlGiBBERpaenk4eHB61atYqeP39OHTt2pNmzZ1O/fv3oy5cvtH79erKzs6PatWuL7/Ft4JQVHBKJhGJjY8nX15c2b95M1apVE1+LjY2lvn370qxZs8jBwYGIiINGTKVI+9zfaty4Md2+fVsMGGhqatLhw4epTZs25OvrSxs2bBBXBuLr37+gwKwGlfDlyxd8+fIFTZo0wfjx43H79m0cOXIER48exZUrV1ChQgW0bNkSy5cvx+3btxXdXKX2+vVrDBw4ELVq1UJkZCQA4Pz58xg3bhzKlSuHu3fv5vkZZZ5XKU2F2rNnD2rVqoVKlSqhRo0aWLt2bZ59k5OTMXbsWBgaGuLevXv53VT2/8aMGYMSJUpgzJgx6NmzJypWrAg/Pz9cv34dSUlJmD9/PpycnFCrVi00bdqU03WZwiQkJKBLly4QBAFLliwBIH89HD16NEqUKCHOR2YFX3R0NLS0tDBw4EC8ffsWQG5RO1dXV7Rq1QpGRkaIiIgQ93/06BG8vb2xY8cORTWZKUjjxo1hb2+P1NRUfP78GQkJCfDx8YGnpyffz5hKkj1uX716hYSEBLl6Ul5eXnmmJOzatQsNGjTgY/4/4mDBX5BIJMjKyoK1tTXmzZuXZ3unTp2wd+9exTVQxUiLctWoUQNz584Vt0s7vMp8Qn+vbXv37hVXPThx4gRGjBgBQRCwYsUKcZ+tW7eiadOmsLKykqtIzfJXTEwMrKys5ArcHD16FE2bNkXr1q3lHro+ffqkEst0soItLi5OLMwknX8OABMmTICOjg4uXbqkwNax/JSZmYlevXpBEAT4+vpiyJAhYiHg/fv3Q1tbG82bNweQ2z9JSUlBkyZN0KBBA6UOurOfS3rfunz5MhwcHGBkZITKlSvD1dUVrq6uHABnKicqKkquNtzYsWPh6OgIQ0NDtG3bVi5A6uXlhdKlS+Po0aPisS7Fx/y/x8GCvyC98E6YMAHVq1fH8ePHAeQWRQsJCUHZsmXl1rJlf+3NmzcYNGgQXF1d5VaTUOYOjfQic+3aNXHN89jYWDRs2BALFiwAkJs5YWFhAUdHRwiCgKVLlwLI7eQtW7YMz549U0zjGYDcNetNTEzEStBShw4dgoGBAU6fPp3nZ7hYKVO0N2/ewN/fHwYGBnj06BHCw8NRrFgxXL16VdFNY/ns4sWLMDY2hp+fHxo2bIihQ4eKAYOFCxdCEAR4e3ujcePGqF+/PhwcHMQOszLfX9nf970Hnh9te/36NWbMmIFp06Zhw4YN4jHAAXCmKg4dOgQ1NTWMGTMGb968wdq1a2FiYoJNmzYhIiICvXr1QpkyZTB9+nTxZ3x9fSEIAi5fvqzAlhcsPFHpL0jnxvj4+FBMTAwFBASQmZkZFS9enOLj42n37t1Urlw5BbdStZiamlJISAjNmDGD9u3bR+np6TR16lSlnXMrnd9069YtcnFxoeHDhxMRUdGiRalOnToUEBBAb968IS8vL2rcuDGFhYVR//79acCAAZSZmUnDhg2jwMBABX+KwgX/P68NMvPbcnJyiCi3fgbR/wocent7k5mZGV24cIHq1asn9z5cU4IpmqmpKS1ZsoSGDh0q1s25ePEi1ahRQ9FNY/lEIpEQAHJ1daWuXbtSiRIlSCKRUHR0NAmCQKGhoTR48GBydHSknTt3EgCytLSkAQMGkIaGBs9LLyBk51q/fv2acnJyqFy5ct+df62mpkZmZmY0btw4ue05OTl8LDCV4e3tTRERETRt2jTS1tampKQkmjp1KrVv356Ics8DS0tLWrlyJVWuXJlatmxJBw4coKCgIKpevbqCW19wcIHD7/hR8Ytbt27RjRs36PLly+To6EgNGzakChUqKKCFBUNCQgKNHj2aihUrRsuWLVPKBzPpsXDz5k1yc3Oj4cOH0/Tp08XXMzIySEtLiyZMmEDXrl2jDRs2kIGBAQUHB9O6desoPT2dHj9+TIaGhkr5+Qoi2fNXGhCQ6tOnD+3YsYOOHTsm3kiSk5Opfv36NHr0aOrSpYtC2swKB+mx+fHjR1JTU/tuZeYf3X9evXpFCxYsoG7dulHVqlXzo7lMwe7fv096enpkbm4ubps3bx5t2LCB/vjjD1qyZAlt3LiR6tatS2PHjiUTE5M8gQEuflnwhISE0LZt2ygtLY0aNmxIc+fOpZIlS+bZDz8oBseYKpC9F0ZERND06dPp48ePNGXKFAoKChL3i4uLo86dO1PDhg1pwoQJcu/B17+fo9AHCyBTzV4QBFJXVxerDH+7D/v5kpOTycDAgNTU1JT2e37y5AnZ29vTyJEjaerUqWI7o6KiyMLCgurVq0etWrUiXV1dioqKIiKi4cOHU7Vq1ah169a8VEs+kr25LFy4kE6fPk0AyMLCgubOnUtfv36ljh070v79+ykoKIh0dHTo1KlT9ObNG7p27RqPuLBfRnps3rlzhwIDA6lXr17UunVrMjQ0JCKi7du3U4sWLUhTU/OHAQMeIS48duzYQR06dCBzc3OaMWMGWVtbk7OzMxEReXp6kre3N40ZM4amTp1KBw4coNq1a9OoUaPI1NRUwS1nP5vs9SAqKopCQ0Np2rRp9PXrV5o0aRJVrFiRVq1axcsxswJD2s+Wfdhfu3YtDRo0iOrWrUvz588nW1tbcf9OnTpReno6RUdHK6rJBVqhXjtCejDu2bOHfHx8yMvLi6pUqUKzZ8+m58+fi/sp4wNsQWFkZERqamrimtHKRiKR0KpVq0hXV1cMIgmCQNOmTaORI0dSsWLFiIjI3d2dtmzZQpMmTaIePXrQ+vXrqU6dOhwoyGfSDtW4ceNo6tSpZGNjQ0ZGRrR9+3ZycXGhDx8+0LZt2ygoKIjOnTtHe/fuJWNjY7p69SppaGiIUxUY+9nU1NTo4cOHVL9+fapbty7VqVNHDBR8+vSJBg8eTF27dhX3/R4OFBQOWVlZdPz4cSpVqhSpq6tTZGQkTZ48mbp27UqxsbHk5eUl9lHGjx9Pfn5+tGvXLtq6dauCW85+Ben14NChQ5SWlkZTpkyhrl27Uq9eveiPP/6gFy9eUI8ePeT6rYypKtnngS9fvojbu3XrRnPmzKGbN29SZGQk3b9/n4hy759PnjzhKeG/UKHPLDh69Ci1atWKZsyYQR07dqTFixfTlClT6MCBA3nWtGaFU3x8PIWHh9PFixepe/fu9OnTJ/rtt99o7dq15OvrS0S5UyoWL15Me/bsoVKlStFvv/1Gjo6Oim14ISKblXLv3j3y8/OjpUuXkre3NxERPXv2jFq3bk1aWlp04cIFIiJKS0ujokWLkoaGBgmCwKO27JeSSCTUr18/io+Pp3379uV5ff/+/bRgwQJatGiR3IgJK5wSEhJo5syZFBsbS6VLl6aePXtSUFAQGRsb07Nnz+jmzZu0fft2at26NRERrVmzhrp06cIptwVUfHw8lSlThoiIZs2aRaNGjRLve69evSJ3d3eqUKECLVu2jKytrRXcWsb+u/DwcDp69CiVK1eOmjZtKl7rlixZQpMnT6YSJUpQ9erVKSMjg168eEGXLl0iTU1Npc1SVmWFOrOAiGjr1q3Uu3dvGjJkCH3+/Jk2bdpEvXv35kABE5mZmdHYsWPJxcWF5s+fTyEhIbR582by9fWl7OxsIsotQjZt2jQ6e/Ys7d69mwMF+Wjx4sU0efJk8d8pKSmUkpJCdnZ2RERisa+1a9dSbGwsbdy4kYiItLW1SVNTUyyEyIEC9iupqamRmpoavXv3ThwRyczMpA8fPtCXL1/IyMiIEhIS6PHjx0RE9OHDB0U2lymYqakpjRkzhszNzSkmJoauXbtGp0+fpqCgIPL19aWyZctSpUqVxP27d+9O6urqnB1VQHw7jmdmZkaXLl2ismXL0vHjxyk5OVm8d5UpU4bOnTtHFy5coPnz5yumwYz9RIsWLaLZs2dTzZo16caNGzRv3jyaMWMGERENHDiQwsLCKD4+nu7fv0+tWrWiK1eukKamJmVnZ3Og4Bco1MGC7OxsevbsGdWtW5cyMzOpdu3a5OHhQcuWLSOi3Pkx169fV3ArmTIwNTWl0NBQ8vb2psqVK1NMTAwRkVhpWkpfX590dHQU1cxCZ8WKFTRkyBC5gm+VKlWiYsWK0c6dO4nof9OIypQpQ1paWvTp0ycikk/15psLyw/Ozs5UokQJqlevHjVo0IA8PDyoatWqVLlyZRozZgzduXOHmjdvTtWrV6fWrVtTZmamopvMFMjMzIxCQkLI2dmZVqxYQfPmzaPatWvTjBkzKCYmhipXrkwSiUTuZzizQPXJpmFLV8IgInJxcaHNmzfTpUuXqH///vTp0ycxYGBubk6xsbG0cOFCRTadsX/l2+tYUlISLV++nKZNm0YHDx4kR0dH2rNnD02bNo2IiHr27EkTJkwgS0tL6ty5sxgo5UGfX6NQfavS1JTk5GQyMjIiDQ0Nsre3p7lz59KwYcOoVatWNG/ePBIEgbKysmjfvn308uVLqlatGt+AGZmYmNC4ceNIIpHQtm3bKDs7m8aMGUMaGho/LEjGfp1ly5bRoEGDaMeOHdSqVStxu6GhITVv3pz27t1LpUuXpnbt2hFRbiaBgYGB3OoIjOUH6b2nd+/e1KxZMwoMDKTWrVuTp6cnxcbGkoGBAWVnZ9PQoUNJT0+PWrZsSW5ubmJNFFZ4lS5dmkJCQmj69Om0efNmyszMpHHjxpGRkRFX+i6AZPsS8+fPp5iYGHr+/Dm1b9+e6tevT25ubrR//35q2rQpBQYG0vLly0lPT48AiCsi8HHBVAkA8Zjfu3cvqaur06NHj8jT05OIiEqVKiUut75//35SU1Oj4OBgCgoKEu+tEomEj/lfqNDULJAeUPv376eoqChq06YNtW3blk6ePEmjR4+mtLQ0unTpEunp6ZFEIqHQ0FDauHEjHTt2jKysrBTdfKZEEhISaPr06RQTE0MNGzaUS4Fn+WPXrl3UunVr2r17NzVr1kzcPm7cOOrevbv437GxseTk5EQ1atSgrVu3UlJSEsXExPBNheU72XmU7u7uVKtWLZo9e7b4+ufPn6lPnz7UsWNH8vPzU1QzmZJKSEigGTNm0LVr18jT05OmTp2q6Caxn+jbedZjx46lFStWUN++fenBgwcUGxtLenp6FBYWRq6urnThwgVq3rw5OTk50a5du0hbW1uBrWfs35E97keMGEGrVq0iTU1N+vjxI3Xt2pVWrlwp7puYmEhhYWG0Z88emjBhAnXr1k3MuuHs0F+r0AyFCoJAu3btIn9/f3J1dRULSNWvX586d+5MOjo65ObmRt27d6eWLVvS8uXLKTo6mgMFLA9TU1MKCQkha2tr+uOPP+j9+/eKblKh8uXLFzp8+DBZWlrKVX9u2bIlHThwgHR1dcnW1pbCw8Opffv2dPnyZdqyZQuVKlWKrl27xvN6mULIdmbq169P165dEwsdJicnU1hYGJ09e5aqVKmiqCYyJWZqakrBwcFUsWJFSkxMzDOnnak22etDTEwM7dy5k6Kjo2nGjBm0c+dOmjJlChkYGNCUKVPo1atX5ObmRjt27CB1dXXOQGIqS3rcJyQk0O3bt+nUqVN05swZCg0NpXPnztHo0aPFfU1MTGjUqFE0ePBg6ty5s/jzHCj49QpNZsHr16+pWbNm1LVrVxo2bJjcazk5OWJhujdv3pCtrS116tSJbGxsFNNYphISExOJKPcCxvLXmzdvaNasWXTp0iVq3749nTt3jp48eULbt2+nihUr5hmlyczMFDtUvOoBU7S4uDhq27YtJScnU2pqKllZWVFsbCzt2rWLnJycFN08psSSk5PJwMCA1NTUuOp3AdChQwdq1aoVBQQEiNsuXbpEPj4+dPToUXJ2dha379ixg0aNGkVbt26V205EPBWSqayFCxfShg0byNLSklatWkVaWlqUlJREv//+O61bt46aNm1K4eHheX6Op9vkn0LTY05LS6O3b9/KdcSkN1p1dXXy8PAgDw8PxTWQqRwOEihO6dKlaezYsTR9+nRasGABpaSk0K1bt8jc3FzuBiI9x6WBAl71gCmaRCKhsmXL0q5du+jkyZN09+5dcnBwIFdXV7KwsFB085iSMzIyIiJ+OCwIXr9+TTVq1JCruUNEVLRoUSpZsiTFxsaSs7OzeB/z9/en4cOH0+nTp/MEC/hYYKro69evVKRIEXr79i2lpaWRlpYWEREZGxtT7969SRAE2rBhA338+JGWL18u97McKMg/Bb7XLL3IpqWlEdH/Ul5kHyguXLhAcXFxcpFdxphyk65QoaamRufPn6dNmzbRyJEjSV1dXexIfzvqxqNw7FeSLbaUk5MjV0xT+pqamhpJJBIyNTWlDh06KLC1TJXxw6HqMzc3p5EjRxIRUUREBGVkZFBQUBA5OjqSnZ0dBQUFkaWlpbgUc1JSEhkZGVGZMmUU2GrG/j3pfVD6/5qamtSuXTvS1tamQYMGUa9evcQ6BdKAQWpqKr148YIzqRSoQE5D+NEBVb16ddLS0qLjx4/LzfEaNWoUJScn06JFi7hIDGMqRlpw8sqVK9SqVSsaM2YMEf34OsDYryA93g4fPkzbt2+ne/fuUdeuXalevXpkZ2cntw9jrHCTzQzJzs6mfv360cmTJ2n48OE0aNAgIsothPr8+XPq1q0bmZqa0r59+yghIYGuXbvGGXJM5cge84mJiVSsWDEqUqQIaWlp0cePH2nXrl00ZswYatGihVwWQUpKCunp6ckFGVj+KnDBAumBdPLkSYqOjiZTU1NycXGhRo0a0Z07d6hp06ZkampK48ePJwB08uRJ+v333+mPP/6QW6udMaY6ZCuFN2jQQFyLl7Ff6duOy65du6hLly7UpUsX0tPTo+joaHJ2dqaBAwdS7dq1v/szjLHC5eHDh1SuXDnS0tKiSZMmUevWrUlPT48WL15M+/bto4EDB9LgwYOJiGjQoEF0//59sbbJ2rVrSVNTk+drM5UiGygICwuj3bt305cvX8jY2JjWrl1LpUuXppSUFIqOjqZx48ZRy5YtaenSpXLvwfdOxSlwwQIiov3795O/vz/Vr1+f4uPjSSKRUFBQEPXs2ZPi4uKoQ4cO9PbtW8rOziZTU1OKiIgQ07wYY6opISGBRo8eTcWKFaNly5bxTYXlq1u3bpG/vz+NHj2a+vTpQ9nZ2WRsbEy6urrk6upKY8aMIVdXVyLiTg9jhREAunfvHtnb21NkZCTdunWLVq1aRdeuXSM7Ozt6+vQpLVmyhPbv308DBw6kIUOGEFHusqoASEdHhwRB4CK9TGWFhITQypUrKTw8nEqUKEHBwcH0+fNnOnDgANnY2FBKSgrt2rWLevToQWFhYXKrITDFKXBXm/j4eLp//z4tXLiQAgMD6d69e7R69WoaP348ZWdnU2BgIJ07d46ePn1KRYoUIV1dXTIwMFB0sxlj/5GpqSnNnz+fDAwMOF2N/VLTpk2jGzdu0Pbt28XjLCsri/z9/al79+4UGxtL9evXpy5dulDjxo2pffv2pKamRgMHDiQPDw8+LhkrhARBoCpVqtDcuXNpyJAhpK6uTsePHyc7OzsCQBUrVqQBAwYQEdHSpUtJXV2dBg4cSDo6OuJ7cJFepqqOHz9Ohw4dou3bt1PdunVp79699PLlSypRogTVq1ePzpw5QzY2NtS8eXPat28feXt7K7rJ7P8VqCvO3bt3KSAggABQREQEERFVrlyZ+vfvT0REkydPJgDUt29fqlixoiKbyhj7BbhSOPuVAFBOTg45OjpS69atieh/RTMrVqxI/fr1I3V1dRo9ejR5eHjQrFmzSFtbm6pXr04nTpwgAwMDqlmzpljxmTFWOEgkEnFN+AoVKlBWVhYJgkA3b96kypUrk76+PhERWVlZ0YABA0hNTY1CQkLIzMxMbrUEDjQyVfHtgI2Wlha1bNmS6tatS4cOHaJevXrRjBkzyMvLixo0aEDNmzenHTt2UJUqVahJkyZExMsjKosCFSxIT0+natWq0Z49eyguLk7cbmlpSQMGDCB1dXUaNmwYaWlpUdeuXRXYUsbYr8SBAvYrvHz5kiwsLMjX15fU1dXp9OnTFBYWRgcPHiRDQ0MyNDSk9PR0evbsGXXu3Jm0tbUpKyuLrK2tqXXr1uTv78+BAsYKGdng9aNHj6hFixYkkUhozpw5NGDAAMrMzKSePXuSnp4eEeUGDEaNGkVly5al5s2bK7LpjP0rZ86coStXrpAgCNSpUycyMTGh2rVrk6WlJWVnZ9P8+fOpd+/eNGDAAEpPTycbGxu6dOkSjRo1ig4cOCC+DwcKlEOB6lG7uLjQqFGjqFmzZjRx4kTavXu3+FqFChWod+/eNGrUKHJzc1NgKxljjKmaAwcOkKWlJR0/fpzU1dUpOzubkpOT6fr169SiRQtxv/fv35OGhgY9evSIjhw5QlOnTqUzZ85Q165dqVy5cgr8BIyx/AZADBRMnDiROnfuTBs2bCAioqCgIJo2bRqNGDGCoqKi6NOnT0RE1L17d3r37h0NHTqU1NXVKScnR2HtZ+yfioqKoj59+tCrV6+oePHiZGJiIr5mampKCQkJ9PDhQ6pVqxYREX39+pVKlSpFp06don379imq2exPqGyBQ2l6S1xcHKWnp5OamhpZW1sTEdGVK1coIiKCLl++TDNnzpSLzHJhGMYYY/9UUlISjRo1irZv3067du2ihg0bUnp6Oh07doxGjBhBlSpVEjs6K1asoDlz5lBWVhZJJBLauXMnVa9eXcGfgDGmKBMmTKCIiAjasmULVapUiczNzcXXZs6cSRMnTqSOHTvSo0ePKCEhgR49esR9VaZy1q1bR3379qV169aRn58fFS1alIiI5s+fT+XLlxen1Hh4eFBiYiKNGzeOVq5cSdnZ2XT27FlSU1PjaaRKSCWDBdJAwe7du2ny5MmUmJhIlpaWVKNGDZo/fz4REV26dImWLl1KMTExFBoaSm3btlVsoxljjKm0z58/0+jRo2nlypV09OhRcnd3p4yMDDp8+DCNHDmSrK2t6eDBg0REdPv2bdLU1CQDAwMyNTVVcMsZY4ry7Nkzatu2LY0fP55atmwpbv/69StpamoSEVFkZCRduHCBNDU1aenSpbw8IlM59+/fp3bt2tHAgQOpb9++4vaAgADavn07eXt7U79+/ahFixZ08+ZNCgoKoqSkJCpTpgxFR0eTpqYmBwqUlEr+RQRBoIMHD1Lnzp2pZ8+edOLECWrWrBktXLiQevToQURENWvWpAEDBpCVlRXNnTuX0tLSSAXjIowxxhRMIpEQEVFMTAw5OTmRRCKhZs2a0alTp0hLS4u8vb3pt99+o8ePH1OzZs2IiMje3p4qVarEgQLGCrnU1FR6/PgxlShRQm67pqYmpaenExFRv379aOnSpfT777+TpqYmZWdnc6CAqZS4uDhKTU2l+vXri/fMgQMHUkxMDO3bt4+ys7Np+fLltH//fqpWrRodO3aMDh06RHv37hWPeQ4UKCeV/KskJCTQokWLaOrUqTRo0CAyMjKixYsXU8OGDenAgQNi8UJXV1cKDg6mHTt2UPHixbmKLGOMsX9MTU2NoqOjyc/Pj16+fEm9evWiSpUqka+vLx0/flwMGMydO5fOnz9P7dq1U3STGWMK8L1BKUEQqGTJkpSYmJhnv2PHjtGiRYuIiEhbW1t8jacgMFVz5coVSk1NpUqVKokP/aGhoXTy5Elq0qQJLVy4kFJSUmj69OkUGxtLRLk1DARBIIlEwse8ElPJYIGpqSk1atSIGjduTImJieTh4UFNmzalXbt2UceOHWn9+vXislY1atQgMzMzBbeYMcaYqkpNTaVZs2bRwIEDaerUqbR06VLavHkzBQQEkJ+fn5hh4OXlRevXr6fp06crusmMMQWQDkotWrSIZs2aRUREDg4OVLFiRQoODqY7d+6I+2VmZtLvv/9Od+7ckQsy8MAWU0VWVlaUkZFBR48eFbeVLl2aypQpQxKJhOzs7Kh58+ZkaGiYJ8uGMwqUm8qGcYYPH05ERAsXLqTy5cvTlClTSEdHh6ytralGjRoUGxtLr169ojJlyii4pYwxxlTZ169fKSEhgcqXLy9uK1++PE2cOJFu3bpFbdu2pU2bNpGXl5e4PjRjrHBKTU2lp0+f0qZNm6ho0aI0bNgw2rVrF9WvX5+aNm1Kbdu2JT09PTpx4gQlJSXRzp07SRCEPOvSM6ZKXFxcSENDg5YtW0Y2NjZy90s1NTVKTU2ls2fPkq2tLeno6CiwpeyfUvpQjjTaeufOHdq9ezfdv3+fvnz5Ir5+9+5dSkhIoJIlSxIR0fPnz8nPz49Onz7NgQLGGGP/mZGREbm6utKuXbsoJSWFiHJH/ywtLcnBwYE+ffpEnTt3ps+fP3NtHMYKGen8bCldXV0aMWIEBQYG0m+//Ubz588nbW1tunLlCjVv3pzu3btHJ0+epEqVKtGNGzdIQ0ODcnJyOFDAVJqlpSVFRkbSvn37KDg4mG7cuCG+9vLlS/L396e4uDgKDw8nou9P2WHKSekzCwRBoJ07d1L37t2pVKlSFBcXR2PGjKHOnTuTjY0N+fn50eHDh6lly5akp6dHu3fvpsuXL3PUijHG2D8mHd1LSUmhzMxM0tfXp2LFilGbNm0oPDyc5s6dSyNHjiRdXV0iItLR0aG1a9eSl5cX33cYK4SkKdT37t2jypUrExFRuXLlqE+fPiSRSGj27NlERDRs2DBatGiROOAlXVaOl/RmBUVAQAB9/vyZBgwYQGfOnKGqVatSdnY2paamElFuXQNpcIwLeKoOpcwskEgkYsTp5cuXtGjRIpo9ezZduXKFZs+eTZs3b6YlS5bQs2fPqFGjRhQaGkqfP3+WS3FhjDHG/gnZZXlbtmxJNWrUoA4dOtDMmTMpICCAmjdvTocOHaIWLVrQrFmzqGvXrrRt2zZydnYmY2NjRTefMZaPZDMKDh8+TA0bNqTNmzeL28qVK0eBgYHUokULmjJlCq1atYqIcoME0kABFzNkBYm6ujr17t2bLl++TC1atKCcnBwqX748de3alc6fP88rfagoAUqUB3Lnzh2qWrWq+O9z587RkSNH6OnTpxQZGSmO5KxYsYJ+++03aty4MY0aNYrKlStHREQZGRmkpaWlkLYzxhhTfQcPHiR/f3+aNm0aeXp60sqVKykiIoKOHz9OHh4etGnTJjp48CDdvn2bSpUqRbNmzSJHR0dFN5sxlo9k6wscPHiQ0tLS6PDhw3Tp0iUaP348BQQEiPsePXqUmjVrRllZWbRp0yZeLYUVWpxRoJqUJpy5ZMkSOn78OK1evZr09fWJiOjQoUM0Y8YMKlOmDL19+1YMFvTp04eIiBYsWECfP3+msWPHko2NDQcKGGOM/S2ynX0ABIC+fPlC69ato7Fjx9KIESPow4cPFB0dTQMHDqT69esTEVGHDh2oQ4cOlJqaSkWKFBFHCBljhYNEIhGnHkycOJFWrFhBly9fJmtraxIEgSZOnEgAxKBAyZIlqW3btuTj40Nt2rRRZNMZyzffK9jJgQLVpPBggfSi6+7uTt7e3qSvr0+JiYlkYmJC06ZNIyMjI5o+fTqtXbuW+vfvT6VLlyai3IBBZmYmrVu3TgwuMMYYY39Fet9JSkoiDQ0NMjAwIEEQSEtLi969e0dt2rShV69eUa1atahp06a0cOFCIiLavXs36enpUYMGDcTgNWOscJEGCuLi4ujjx4/0+++/U5kyZahMmTI0ePBgEgSBgoODKT4+njw9PSk0NJTMzMyoY8eOJAgCj66yQoELdhYcCq1ZIO2wXb16lfbv309WVlZ0+fJl6tq1K23ZsoWIiEaMGEGDBw+mNWvW0OrVqykhIUH8+cGDB9ORI0fIxMREUR+BMcaYilFTU6MnT56Qq6srjR07lpKSkoiIKD09nbS0tOjIkSPk4eFBvr6+FBkZSURE79+/p+3bt9Pjx4/zVD9njBV8OTk54n9HR0dT+fLlaceOHXKBQwcHBxo+fDh17NiRRo8eTQEBAZSYmEhLliwRl0fkQAFjTJUoLFggDRTcunWLatasSe/fvycioiJFilBKSgqtW7eOdu7cSUREkyZNop49e9LSpUtp7dq1FB8fL76PgYGBIprPGGNMRUkkElq3bh29ePGCnjx5QlOnTqXExETS1tamwYMH09q1a8nAwIBWrFghjo7MnTuXLly4QF5eXuLIImOscJDNBnjz5g01adKE+vTpQ/Hx8fT06VO5fe3s7Gjq1Kn08OFD2rhxI126dEks7MajrYwxVaOQAofSQMHNmzfJzc2Nhg8fTtOnTxfntzx8+JAGDBhAmpqaFBgYSK1btyYioilTptCsWbNo6tSpNHToUI7OMsYY+1du3LhBDRo0IGdnZ1JXV6dKlSrR2LFjydTUlCIiImjQoEHUrl07KlasGOXk5NCePXvo5MmT5OTkpOimM8by0bFjx+jEiRM0Y8YMGjhwIMXFxdH27dtJEATq3r07HThwgHbv3k316tUTf+bb+dqydQ4YY0yVKGw1hCdPnpC9vT2NHDmSpk6dKl5Y165dSzVr1qScnBwaMmQIFSlShPr06SMGDMLCwsjf35+sra0V0WzGGGMq5ttihhKJhNTV1WnChAmUnp5O2tradODAAXJ3d6fQ0FAqUaIEHTlyhFatWkVfvnwhKysr6tWrF1WqVEnBn4Qxlp++fPlCwcHBdObMGSpWrBjduXOH/vjjD7KzsyMiouzsbOrUqRMdP36coqOjyd3dXcEtZoyxn0shYU6JREKrVq0iXV1dKlGiBBHlFsKYNm0ajRw5kj5+/EhVqlShuXPnUlZWFq1evVpcu3bs2LEcKGCMMfa3SCQSEgSBkpOT6e3btyQIgjjCV758eTp37hyNHj2aunTpQmfPnqXp06dTYmIiNW7cmNasWUPR0dE0a9YsDhQwVggVLVqUZs+eTcWKFaPz589Tu3btxEBBTk4OaWho0IYNG8jLy4vatGlDx44dU3CLGWPs51JYZkF8fDyFh4fTxYsXqXv37vTp0yf67bffaO3ateTr6yuOBN26dYt69OhBlpaWtHr1aipevLgimssYY0xFPX78mHx9falYsWI0Y8YMsrW1JVtbWyIi8vT0JBcXF5o1axZNmzaN9u7dS+7u7jRq1CixeO73loBijBVcstMG0tLSKCQkhFJTU+nhw4fUoEEDmjp1KgmCQF+/fhXrETRt2pTU1NTo4MGDCm49Y4z9PAoLFhARJSQk0PTp0+no0aP09OlTOnz4MHl6eoqFZKQdtDt37pCuri6VL19eUU1ljDGmgiQSCY0fP54WLFhAurq6VLp0abKysiJjY2OaNWsWbdu2jc6dO0eRkZFUpEgRmj59OkVFRVGbNm1o6tSpPM+YsUJGNlCwfv16cnJyoipVqlBGRgZNnDiRzpw5Q40aNaIpU6aIQcTY2FgyMzMjNTU1vmYwxgoUDUX+clNTUwoNDSU1NTU6deoUxcTEkKenJ6mrq8sFDKpWrarIZjLGGFNRampqNGjQIPr8+TO9fPmSjIyMqEOHDjRu3Djq3Lkzff78mU6cOEHu7u7Uo0cPCgkJoaJFi1KbNm24089YIQNAPO/Hjh1LUVFRNHToUDIzMyNDQ0MKDg4motyih1++fKGxY8dS27ZtqUyZMrR27Voi4mKGjLGCRaGZBVLSDIMrV65Qq1ataMyYMUTEF1zGGGM/R3x8PM2YMYNiYmKoS5cu1K9fPzpw4ACdOHGC5s6dS1u3bqU2bdooupmMMSUQFhZGc+bMocOHD5O9vT1pamqKfdLU1FSaO3cubdq0idLS0sjU1JT++OMPKlKkiKKbzRhjP51SBAuI/hcwiImJoYYNG9LkyZMV3STGGGMFyJs3b2jGjBl04cIF6ty5Mw0bNoyIiJ49e0aWlpaKbRxjTCl8/vyZOnfuTN7e3tSvXz96+fIl3b17lyIiIsjZ2Zm6du1K5ubm9PjxY3r58iX5+PiQuro6ZWdnk4aGQhN2GWPsp1OaYAFRbsBg3Lhx9OrVK9q8ebO4UgJjjDH2M0gD05cvX6YWLVqIacXSqW+MscLty5cv5OLiQtbW1hQYGEiLFy+mlJQUMjAwoMuXL1P79u1p/vz5cj/D1w/GWEGlVMECIqLExEQiIrEKNWOMMfYzcSYbY4zox9Ndjx8/Tr1796a0tDTq27cvNW7cmOrVq0cTJ06kmJgYio6O5uAAY6xQULpgAWOMMfarcSYbY0xq6dKldP36dSpbtiw1adKEnJ2dKTU1lZKTk8WVuCQSCfn4+FClSpVo4cKFCm4xY4zlDw4WMMYYK5Q4k42xwkk2oyA0NJQiIyOpdu3aFB8fT5mZmRQWFkZ+fn5ERPTp0yf6448/aPHixfTy5UuKiYkhDQ0NcXlvxhgryLgSC2OMsUKJgwSMFU7SQMH9+/cpPT2dDhw4QK6urnT9+nVavHgxDRw4kNTV1cnX15fu3btHa9asIUEQ6Pr166ShocHFDBljhQZnFjDGGGOMsUIlOjqaBg8eTEZGRnTw4EEyNzcnIqI7d+7QvHnz6Pjx47RixQpq1KgRPXnyhCwtLUlNTY0DBYyxQiVvVRfGGGOMMcYKMC0tLXJ2dqanT59SXFycuL1q1ao0fPhwatSoEfn5+dHFixfJysqK1NTUSCKRcKCAMVao8BWPMcYYY4wVWN9b9cDHx4eKFy9O6enpFBgYSCtWrKCaNWsSUW7AYMCAAWRpaUkuLi7iz3xv5QTGGCvIeBoCY4wxxhgrkGQDBUePHqX09HTKzMykdu3aERHRH3/8QeHh4RQbG0uRkZHk6uqa5z1ycnJ4qUTGWKHEwQLGGGOMMVagjRw5kjZu3Eh6enoUHx9PVapUodmzZ1PdunXp3LlzNHfuXIqLi6N58+ZR3bp1Fd1cxhhTCpxPxRhjjDHGCqzVq1dTVFQU7d+/n06fPk2PHj0iiURCQ4cOpdu3b1PdunVp0KBBpK2tTatWrVJ0cxljTGlwZgFjjDHGGCtwAJAgCBQcHEx3796l3bt3i6sZZGZmUo0aNcjS0pL27t1LREQxMTFUrVo1rk3AGGP/j6+GjDHGGGOsQLh58ybt3r2bzp8/T4IgEBFRQkICvX//noiINDQ0KCMjg4oVK0a//fYbXblyhZ4+fUpERE5OTuKqB4wxEzKPQwAACBNJREFUxjhYwBhjjDHGCoANGzZQ9+7dadWqVbR//35xe48ePejmzZs0f/58IspdNpGI6OvXr2RsbEy6urpy78OZBYwxlouXTmSMMcYYYyotKiqK+vXrR6tWrSIfHx8yMDAQX3NwcKARI0bQwoULKTMzk/r3708fP36kFStWUJkyZahkyZKKazhjjCkxrlnAGGOMMcZU1t27d6ldu3Y0bNgw6t27t7hdWrOAiCg2NpY2b95M06ZNI21tbdLV1SVDQ0M6f/48aWpqyi2xyBhjLBcHCxhjjDHGmMo6cuQI9evXjw4dOkTW1tZigEBKNmjw+vVrunr1Kunr65O7uzupq6uLRQ8ZY4zJ4ysjY4wxxhhTWdeuXaPU1FSysbEhIvngABGRIAh0//59SkxMJA8PDzI3Nxdfy8nJ4UABY4z9AOdbMcYYY4wxlWVlZUWfP3+mI0eOEBHlySwgyq1psHHjRvo2oVZdXT1f2sgYY6qIgwWMMcYYY0xl1ahRg4oUKULLly+n2NhYcbs0MPDp0yd6/Pgx2dvbfzeQwBhj7Ps4WMAYY4wxxlSWpaUlRUZG0r59+2jcuHEUExNDRLkZBvHx8dS+fXtKSEig/v37K7iljDGmWrjAIWOMMcYYU2k5OTm0evVqGjBgAJmYmFDVqlVJIpFQSkoKSSQScdWDnJwcnnrAGGN/EwcLGGOMMcZYgXDjxg1atWoVPXz4kMqWLUtOTk7Ur18/XvWAMcb+BQ4WMMYYY4yxAo0zChhj7J/jYAFjjDHGGCswvl06kTHG2L/DBQ4ZY4wxxliBwYECxhj7OThYwBhjjDHGGGOMMTkcLGCMMcYYY4wxxpgcDhYwxhhjjDHGGGNMDgcLGGOMMcYYY4wxJoeDBYwxxhhjjDHGGJPDwQLGGGOMMcYYY4zJ4WABY4wxxhhjjDHG5HCwgDHGGGOMMcYYY3I4WMAYY4wVMHFxcdSzZ08yMzOjIkWKUPny5Wno0KH0/v17RTeNMcYYYyqCgwWMMcZYAfLs2TNydnamx48f06ZNm+jJkycUGRlJx48fJzc3N0pOTlZ0ExljjDGmAjhYwBhjjBUgAwcOpCJFitCRI0eofv36VK5cOfL19aVjx47R69evKSQkhDw8PEgQhO/+b9KkSUREZGFhQVOnTqUOHTqQjo4OmZub05IlS+R+19y5c8ne3p50dHSobNmyNGDAAEpLS5Pb5/z58+Th4UHa2tpkaGhI3t7e9OHDB/H1NWvW5GmDo6Oj+LqHhwcNGzbsV31djDHGGPsBDhYwxhhjBURycjIdPnyYBgwYQFpaWnKvmZqaUqdOnWjLli20Y8cOevPmDb1584bc3NwoKChI/PfIkSPFn5k9ezZVq1aNYmJiaOzYsTR06FA6evSo+LqamhotXLiQ7t69S2vXrqUTJ07Q6NGjxddv3LhBDRs2pMqVK9OFCxfo3Llz1KxZM8rJyRH3AUB6enri7w8KCvqF3xBjjDHG/i4NRTeAMcYYYz/H48ePCQDZ2dl993U7Ozv68OED5eTkkKmpKRERFSlShIoXLy7+W1adOnVo7NixRERkY2ND58+fp3nz5lGjRo2IiORG/C0sLGjatGnUr18/ioiIICKi8PBwcnZ2Fv9NRFSlShW53/H161cqUqSI+PuLFy/+Lz89Y4wxxn4mzixgjDHGChgAP+V93Nzc8vz7/v374r+PHTtGDRs2JHNzc9LV1aUuXbrQ+/fvKT09nYj+l1nwZz59+kQ6Ojp/uk9ERAQVL16cSpQoQTVr1qS9e/f+y0/EGGOMsb+LgwWMMcZYAWFlZUWCIMg90Mu6f/8+GRoaUsmSJf/z73rx4gX5+fmRg4MD7dixg65duybWNMjKyiIiyjMV4nvi4+PJzMzsT/fp1KkT3bhxg86cOUPu7u7Upk0bev369X/+DIwxxhj7MQ4WMMYYYwVEiRIlqFGjRhQREUEZGRlyryUkJNCGDRuoXbt2JAjC33q/ixcv5vm3dIrDtWvXSCKR0Jw5c6hWrVpkY2ND8fHxcvs7ODjQ8ePH//R3XLlyhZycnP50H319fbKysqIqVarQ5MmTKSsr64cBEcYYY4z9HBwsYIwxxgqQxYsX05cvX8jb25vOnDlDcXFxdOjQIWrUqBGZm5vT9OnT//Z7nT9/nsLDw+nRo0e0ZMkS2rZtGw0dOpSIcrMYvn79SosWLaJnz57RunXrKDIyUu7nx40bR1euXKEBAwbQrVu36MGDB7R06VJKSkqipKQkCgkJofPnz1O3bt3+tB05OTmUmZlJKSkptGzZMtLU1CRbW9t//uUwxhhj7G/jYAFjjDFWgFhbW9PVq1fJ0tKSAgICqGLFihQYGEgNGjSgCxcukJGR0d9+r6CgILp69So5OTnRtGnTaO7cueTt7U1ERNWqVaO5c+fSrFmzqGrVqrRhwwaaOXOm3M/b2NjQkSNH6ObNm+Tq6kpubm60e/du0tDQoA0bNtDhw4cpOjqaXF1d/7QdixcvJi0tLSpVqhStWrWKNmzYQGXLlv3nXw5jjDHG/jYBP6sKEmOMMcYKDAsLCxo2bJjcigeMMcYYKzw4s4AxxhhjjDHGGGNyOFjAGGOMMcYYY4wxOTwNgTHGGGOMMcYYY3I4s4AxxhhjjDHGGGNyOFjAGGOMMcYYY4wxORwsYIwxxhhjjDHGmBwOFjDGGGOMMcYYY0wOBwsYY4wxxhhjjDEmh4MFjDHGGGOMMcYYk8PBAsYYY4wxxhhjjMnhYAFjjDHGGGOMMcbk/B9tk8URbBDP4QAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 1. Столбчатая диаграмма по странам\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"sns.countplot(data=df2, x='Country', order=df2['Country'].value_counts().index)\n",
|
||
"plt.title('Количество людей по странам')\n",
|
||
"plt.xlabel('Страна')\n",
|
||
"plt.ylabel('Количество')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 2. Столбчатая диаграмма по отраслям\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"sns.countplot(data=df2, x='Industry', order=df2['Industry'].value_counts().index)\n",
|
||
"plt.title('Количество людей по отраслям')\n",
|
||
"plt.xlabel('Отрасль')\n",
|
||
"plt.ylabel('Количество')\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 3. Гистограмма для анализа возраста\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.histplot(df2['Age'], bins=30, kde=True)\n",
|
||
"plt.title('Распределение возраста')\n",
|
||
"plt.xlabel('Возраст')\n",
|
||
"plt.ylabel('Частота')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Графики показывают широкий спектр стран и отраслей, представленных в наборе данных. Это свидетельствует о том, что данные охватывают множество регионов и различных сфер деятельности.\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Устранение проблемы пропущенных данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Пропущенные значения в данных:\n",
|
||
" Rank 0\n",
|
||
"Name 0\n",
|
||
"Networth 0\n",
|
||
"Age 0\n",
|
||
"Country 0\n",
|
||
"Source 0\n",
|
||
"Industry 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"missing_values = df2.isnull().sum()\n",
|
||
"print(\"Пропущенные значения в данных:\\n\", missing_values)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Пропущенных данных не найдено."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Разбиение набора данных на обучающую, контрольную и тестовую выборки**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"((1560, 6), (520, 6), (520, 6))"
|
||
]
|
||
},
|
||
"execution_count": 78,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"# Разделим набор данных на признаки (X) и целевой признак (y)\n",
|
||
"X = df2.drop(columns=['Networth'])\n",
|
||
"y = df2['Networth']\n",
|
||
"\n",
|
||
"# Разделение на обучающую, контрольную и тестовую выборки\n",
|
||
"X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
|
||
"X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
|
||
"\n",
|
||
"# Проверка размера выборок\n",
|
||
"(X_train.shape, X_val.shape, X_test.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Оценка сбалансированности выборок**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(count 1560.000000\n",
|
||
" mean 5.208173\n",
|
||
" std 12.653032\n",
|
||
" min 1.000000\n",
|
||
" 25% 1.500000\n",
|
||
" 50% 2.400000\n",
|
||
" 75% 4.300000\n",
|
||
" max 219.000000\n",
|
||
" Name: Networth, dtype: float64,\n",
|
||
" count 520.000000\n",
|
||
" mean 4.443654\n",
|
||
" std 7.267615\n",
|
||
" min 1.000000\n",
|
||
" 25% 1.500000\n",
|
||
" 50% 2.400000\n",
|
||
" 75% 4.825000\n",
|
||
" max 91.400000\n",
|
||
" Name: Networth, dtype: float64,\n",
|
||
" count 520.000000\n",
|
||
" mean 4.235577\n",
|
||
" std 5.861496\n",
|
||
" min 1.000000\n",
|
||
" 25% 1.600000\n",
|
||
" 50% 2.500000\n",
|
||
" 75% 4.500000\n",
|
||
" max 60.000000\n",
|
||
" Name: Networth, dtype: float64)"
|
||
]
|
||
},
|
||
"execution_count": 79,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Проверка распределения целевого признака по выборкам\n",
|
||
"train_dist = y_train.describe()\n",
|
||
"val_dist = y_val.describe()\n",
|
||
"test_dist = y_test.describe()\n",
|
||
"\n",
|
||
"train_dist, val_dist, test_dist"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Размеры после oversampling: (13910, 10047) (13910,)\n",
|
||
"Размеры после undersampling: (13065, 10047) (13065,)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"from imblearn.over_sampling import RandomOverSampler\n",
|
||
"oversampler = RandomOverSampler(random_state=12)\n",
|
||
"X_train_over, y_train_over = oversampler.fit_resample(X_train, y_train)\n",
|
||
"\n",
|
||
"undersampler = RandomUnderSampler(random_state=12)\n",
|
||
"X_train_under, y_train_under = undersampler.fit_resample(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Размеры после oversampling:\", X_train_over.shape, y_train_over.shape)\n",
|
||
"print(\"Размеры после undersampling:\", X_train_under.shape, y_train_under.shape)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **3. Pima Indians Diabetes Database**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"##### **Проблемная область**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Проблемная область: Набор данных касается предсказания наличия диабета у пациентов на основе различных медицинских измерений, таких как уровень глюкозы, артериальное давление, толщина кожи, уровень инсулина и другие параметры."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 86,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<bound method DataFrame.info of Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n",
|
||
"0 6 148 72 35 0 33.6 \n",
|
||
"1 1 85 66 29 0 26.6 \n",
|
||
"2 8 183 64 0 0 23.3 \n",
|
||
"3 1 89 66 23 94 28.1 \n",
|
||
"4 0 137 40 35 168 43.1 \n",
|
||
".. ... ... ... ... ... ... \n",
|
||
"763 10 101 76 48 180 32.9 \n",
|
||
"764 2 122 70 27 0 36.8 \n",
|
||
"765 5 121 72 23 112 26.2 \n",
|
||
"766 1 126 60 0 0 30.1 \n",
|
||
"767 1 93 70 31 0 30.4 \n",
|
||
"\n",
|
||
" DiabetesPedigreeFunction Age Outcome \n",
|
||
"0 0.627 50 1 \n",
|
||
"1 0.351 31 0 \n",
|
||
"2 0.672 32 1 \n",
|
||
"3 0.167 21 0 \n",
|
||
"4 2.288 33 1 \n",
|
||
".. ... ... ... \n",
|
||
"763 0.171 63 0 \n",
|
||
"764 0.340 27 0 \n",
|
||
"765 0.245 30 0 \n",
|
||
"766 0.349 47 1 \n",
|
||
"767 0.315 23 0 \n",
|
||
"\n",
|
||
"[768 rows x 9 columns]> \n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"df3 = pd.read_csv(\".//static//csv//diabetes.csv\")\n",
|
||
"print(df3.info, \"\\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Объекты наблюдения**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Объектами наблюдения являются пациенты"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Атрибуты объектов**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 88,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Pregnancies\n",
|
||
"Glucose\n",
|
||
"BloodPressure\n",
|
||
"SkinThickness\n",
|
||
"Insulin\n",
|
||
"BMI\n",
|
||
"DiabetesPedigreeFunction\n",
|
||
"Age\n",
|
||
"Outcome\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"attributes = df3.columns\n",
|
||
"for attribute in attributes:\n",
|
||
" print(attribute)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Связи между объектами**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 108,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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6NRISEmTGtpTG1NQU3bp1w/bt2wEA27dvl/vl++rVKwDAyJEjZcpw69atEAqFMteek5ODlJQUnDt3TjLuzd/fH+fOnUNqaiqEQmGxcSUkJMgdU/mlESNG4P3795IxLhcvXkRsbCyGDx9e6r5PnjxBnz59IBAIoK+vD1NTU0mFR9m/Y3GvxaysLJmxh0BBt/KmTZuwYMECmS+5wvFBzs7OMvvVrVtX8uVVmKdp06bYt2+fJM++ffvQokUL1KpVq8zXUdayGTp0KF6+fInbt2/j7du3uHLlSqnj0wBg9uzZaNOmjcLjq8pr/4CAAJnXsbzK6a5du+Dq6go+nw9jY2OYmpoiKChIbhko8pnxuZL+9gDQsmVLHDlyBOfOnUN8fDwSEhKQkZFR4jFXrlyJnJwc/PLLLzLbXr16hdTUVJiZmclce0ZGhsxnIFBQOT979iyio6Nx9epVREdHY8CAAQpfIwDJa1SR93Oh0srm/fv3GDVqFIyMjKCrqwtTU1N4enoCKHp9lvb+AYq+S169eoWzZ8/KlEvh8AN5ZVMSsViMVatWwcnJCTweDyYmJjA1NUV4eHi5fkeQilHlxsQtW7YM/fv3BwDJoor+/v7466+/KjiyAoUtRD/++GOxg92//KKLiYkpdWD8zJkz8eLFCyxatAgLFiwon2A/s2TJErDZbPz000+S8R2fGzRoEO7fv49169Zh8+bNSp9n9OjRGDFiBKZOnYpr165h69atMgN/C8tw2bJlxY4F+vILbPr06bC0tMTvv/+OoUOHAihoOTlw4AD8/f0xffp0nDhxQuY4ubm5iI6ORqdOnUqN3dvbG+bm5ti7dy/atm2LvXv3wsLCQmrslzwpKSnw9PSEvr4+Fi5cCEdHR/D5fNy/fx8///yzVKuiKs2ZMwdOTk4YOXKkTJkX10pZnBEjRmD69On48OEDhEIhbt26hT///LPMMSlTNqampujRowd27NgBc3NztGrVqtTK4/nz53Hx4kWEhISUOcav3X/8+PGSz6xC48aNk3q+d+9ejBo1Cr1798ZPP/0EMzMzcDgcBAYG4vXr1zLHjImJgYWFhcIxlPS3B4ClS5eia9eu6NKli0LHS0hIwLJly+Dv7w8jIyOZ7WKxGGZmZlIV/c8Vjof8XMOGDdGwYUPs3r0bz549Q9++faGvr69QPIUKK0pfTrIoSUllIxKJ0KlTJyQlJeHnn3+Gs7MzdHR08PHjR4waNUry+izL+0csFqNTp06YNWuW3O2FDQiKWrx4MebOnYvRo0dj0aJFMDIyApvNxowZM77ZZwtRnSpXiSscHAoATZs2xeTJk7F+/XqMGDECLVq0AADY2dkBKJhx16FDB6n9X7x4IdleSCwW482bN1JvnpcvXwKQ/TAobCX63MuXLyX5Clv0uFxuqV/uQMHg3fT0dMmvteJoaWlhy5YtePDgAQQCAQICAvDw4UP8+OOPpZ6jNJ8+fcKaNWsQGBgIPT09uZU4NpuN5cuX49GjR4iMjMRff/2F2NjYMnef+fj4gM/nY9CgQWjdujUcHR1lPjgLB+zq6+srVIanT5/GyZMncfr0aXTr1g1v3rzBnDlzsGjRIgwcOBA6Ojro0aMHgoKC0K1bN6l9Hz58iLy8PLi7u5d6Hg6HgyFDhmDnzp1YsmQJTpw4gXHjxpW6NuGVK1eQmJiIY8eOSb1+IyMjSz1nSYp7LWpra8t8ST548AAHDhzAiRMn5MZbOCHkxYsXMtueP38OHR0dmJiYSNIGDRoEPz8//P3338jOzgaXy8XAgQPLfA3Kls3o0aMxdOhQCAQCmVmVX2IYBrNnz0afPn0knxFl8bX7Ozk5ybyOv+x+P3LkCGrWrIljx45JzZqUN7QBAJ4+fYrGjRsrdP7S/vZAwQ/LJ0+e4NGjR0hKSgJQUHH9cmJJod9++w16enqYPn263O2Ojo64ePEiWrVqVaYKzujRo7Fq1SrExMTg1KlTCu9X6O7du7CwsICNjY1C+Usrm0ePHuHly5fYtWsXRowYIUn/cqKEiYkJdHV1i33/AEXfJY6OjsjIyFDos00RR44cQfv27bFt2zap9JSUFKn3LFFPVa479Uu///47LC0tMX78eMn9Hd3d3WFmZoaNGzdKdaP9+++/ePbsmcwXOQCpVgSGYfDnn3+Cy+XKjNc6ceKE1Ji227dvIzQ0FD4+PgAKxpa0a9cOmzZtQnR0tMx5vuzmOnDgAADIVDbl8ff3x/v377F37154eXlJjYf6GgsWLIC5uTm+//77EvOtW7cOly5dwr59++Dl5YVWrVqV+VwaGhoYMWIEwsPDMXr0aLl5mjRpAkdHRyxfvlxul87nZZidnY2pU6eiV69ekr9ry5Ytpf7t3r07evbsialTp0otCwAUjE/hcDgKd5ENHz4cycnJmDBhAjIyMhSqxBZ+OTCfLVmTm5v71a3HISEhUmNeoqKi8M8//6Bz584yX0izZ89Gq1at0LNnT7nHMjU1hbu7O3bt2iXVTf769WucPHkSPj4+Usc0MTGBj48P9u7di3379qFLly5KfWEoWzZdunSBjo6OZBxkSQ4cOIDw8HDJ7OOy+tr9FSGvHEJDQ+W2/N29exevX79W6DMDKP1vX4jL5aJx48bw8vKCl5cX6tWrJzff27dvsWHDBsyfP7/YClrh2NRFixbJbMvPz0dKSorc/YYMGYKPHz9KPkfLIjExEZcvXy71Oj9XWtnI+7swDIM1a9ZI5WOz2ejSpQv++ecfqR8gSUlJ2LVrF9zd3SXDVAYMGICQkBCcO3dO5nwpKSllvk8xh8ORig8o+Fz7cuw1UU9VriXuS3p6eli3bh2+++47rFixAj///DO4XC6WLFkCX19feHp6YvDgwZIlRuzt7WWm4vP5fJw9exYjR45E8+bN8e+//yIoKAi//PKLTItGrVq10Lp1a0ycOBFCoRCrV6+GsbGxVNP4+vXr0bp1azRo0ADjxo1DzZo1ERsbi5CQEHz48AEPHz5EbGwsAgICsHXrVgwaNEjuWIrPXbx4EatWrcKePXtkWhK/lJGRgbNnz0qlFf5CvHr1KrhcrtTkjPPnz2Pfvn2SgdXyPHnyBLNmzcL8+fMlU/eVtWjRIvz0008wNDSUu53NZmPr1q3w8fFB/fr14evrC2tra3z8+BGXL1+Gvr6+5Ff64sWLERcXJ/Oh+qW1a9eiXr16CAwMxMKFC5GZmYn169dj7dq1qF27ttS6UIUVx/DwcISEhEjdcqpRo0ZwcXHB4cOHUbduXYVaQ1q2bAlDQ0OMHDkS06ZNA4vFwp49e2Q+eMvKxcUF3t7eUkuMAJDb3X7+/HmZNfa+tHTpUnTu3BkeHh4YO3asZIkRPp+P33//XSb/iBEj0K9fPwCQ+2WtCGXLhsPh4NmzZ2AYptRJJefPn8e4cePkjpFVxNfur4ju3bvj2LFj6NOnD7p164bIyEhs3LgR9erVk/ohs3DhQqxZswY1a9aUahkqiSJ/+7K4evUq6tatW+KkA09PT0yYMAGBgYEICwtD586dweVy8erVKxw+fBhr1qyRvHY+Z2hoiOjoaHA4HJl13EoSEhKC2bNnIzs7G6amplL3Ki3sVdm7dy/69Okj9XoprWycnZ3h6OiIH3/8ER8/foS+vj6OHj0qdzzwwoULcfbsWbRu3RqTJk0Cj8fDli1bkJqaihUrVkjy/fTTTzh58iS6d++OUaNGoUmTJsjMzMSjR49w5MgRvH37tkw/iLp3746FCxfC19cXLVu2xKNHj7Bv3z6Zcd5ETVXAjFiVKJzuXrgMxZd69erFaGtrM2/evJGkHTx4kGnUqBHD4/EYIyMjZujQoVLLgzBMwRIjOjo6zOvXr5nOnTsz2trajLm5ORMQECA1bfvz5QJWrFjB2NraMjwej2nTpg3z8OFDmXhev37NjBgxgrGwsGC4XC5jbW3NdO/eXTL1/b///mNq1arFzJ8/X2ZpgS+XNkhISGCsrKyYwYMHS+UrbokR/H/5ieIehcctLFM3NzeppTy+PH9OTg7j6urKtG7dmsnPz5dbJiUp7W9X3PYHDx4w3333HWNsbMzweDzGzs6OGTBgABMcHMwwTMHyFzwej1m8eLHccvl8mQCGYZjff/+d4fF4zMuXLyWxl/aQt4zE0qVLGQAy5y3Jf//9x7Ro0YLR0tJirKysmFmzZjHnzp2TGyfDKLbEyOTJk5m9e/cyTk5ODI/HYxo1aiRzrMKlCXr16qVQGQUHBzOtWrVitLS0GH19faZbt27Mo0eP5MYgFAoZQ0NDRiAQSC19U1y8xS0xomjZFLd8TnHbP18W6OPHj1J5v1wqQ57y2l+RJUbEYjGzePFixs7OTvK3PH36NDNy5EippTtsbGyY0aNHM58+fZI5ZnFLjCj6t/9ScUuMAGCOHz8ulffLOAtt3ryZadKkCaOlpcXo6ekxDRo0YGbNmiUVf2lLiCiyxEjhUlGlPQqvpSxl8/TpU8bLy4vR1dVlTExMmHHjxjEPHz6U+/68f/8+4+3tzejo6DDa2tpMu3btmOvXr8vEm56ezvj7+zO1atViNDU1GRMTE6Zly5bM8uXLmdzcXJn8pS0x8sMPPzCWlpaMlpYW06pVKyYkJITx9PSUeo0R9VRlKnGqUliJK42iFZbKzs7OrtiKQXVS+Pf8/AvqSwEBAXK/qFevXi21RlRFKKzEVaS8vDzG1NRU7jpmhHxLI0eOLLVSXdr7nZDKqMqPiSPkW2IYBtu2bYOnp6fM2ljVzYkTJxAfH69wtx4hhJCyqfJj4kjZeHp6So2Hq650dXUxdOjQEtfacnV1ldyyJjMzEydPnsTly5fx6NEj/PPPP98q1EonNDQU4eHhWLRoERo1aiRZM4uQilI4iakkpb3fCamMqBJHpOzatauiQ6gUTExMpAY/y/P5fT7j4+MxZMgQGBgY4JdffinTDLiqZsOGDdi7dy/c3Nxkbg5PSEUYP358qXlKe78TUhmxGOYrp8ARQgghhFRj165dw7Jly3Dv3j1ER0fj+PHj6N27d4n7XLlyBX5+fnjy5AlsbW3x66+/KnR3mc/RmDhCCCGEkK+QmZmJhg0bYv369Qrlj4yMRLdu3dC+fXuEhYVhxowZGDt2rNz1AUtCLXGEEEIIIeWExWKV2hL3888/IygoCI8fP5akDRo0CCkpKTLruJaEWuIIIYQQQr4gFAqRlpYm9fj8Lk9fIyQkRObWat7e3mW+/3KlmdgQxFXdaufViVH4nYoOocp4HlO2m2uT4j1+llnRIVQJbZryKzqEKsNd8KyiQ6gybGq7VNi5VVl3uDNnsMwdbgICAkq9H7MiYmJiJLdaK2Rubo60tDRkZ2crfE/hSlOJI4QQQgipLPz9/eHn5yeVxuPxKiga+agSRwghhBC1xOIqfg/dsuLxeCqrtFlYWCA2NlYqLTY2Fvr6+gq3wgE0Jo4QQggh5Jvy8PBAcHCwVNqFCxfg4eFRpuNQSxwhhBBC1BJbQ3UtcWWRkZGBiIgIyfPIyEiEhYXByMgINWrUgL+/Pz5+/Ijdu3cDAL7//nv8+eefmDVrFkaPHo1Lly7h0KFDCAoKKtN5qSWOEEIIIeQr3L17F40aNUKjRo0AAH5+fmjUqBHmzZsHAIiOjsb79+8l+R0cHBAUFIQLFy6gYcOGWLFiBbZu3Qpvb+8ynZda4gghhBCilljcytEW1a5dO5S07K68WxC2a9cODx48+KrzUiWOEEIIIWqpsnSnVpTKUYUlhBBCCCFlQi1xhBBCCFFLqlxiRB1QSxwhhBBCiBqiljhCCCGEqCUaE0cIIYQQQtQOtcQRQgghRC3RmDgl5efn4+LFi9i0aRPS09MBAJ8+fUJGRka5BUcIIYQQQuRTqiXu3bt36NKlC96/fw+hUIhOnTpBT08PS5YsgVAoxMaNG8s7TkIIIYQQKTQmTgnTp0+Hu7s7kpOToaWlJUnv06ePzA1dCSGEEEJI+VOqJe769eu4efMmNDU1pdLt7e3x8ePHcgmMEEIIIaQkLE71bolTqhInFoshEolk0j98+AA9Pb2vDooQQgghpDTsal6JU6o7tXPnzli9erXkOYvFQkZGBgICAtC1a9fyio0QQgghhBRDqZa4FStWwNvbG/Xq1UNOTg6GDBmCV69ewcTEBH///Xd5x0gIIYQQIoPFrt4tcUpV4mxsbPDw4UMcPHgQDx8+REZGBsaMGYOhQ4dKTXQghBBCCCGqofRivxoaGhg6dCiGDh1anvEQQgghhCiExaneN55S6up37dqFoKAgyfNZs2bBwMAALVu2xLt378otOEIIIYQQIp9SlbjFixdLuk1DQkLw559/YunSpTAxMcHMmTPLNUBCCCGEEHnYHJbKHupAqe7UqKgo1KpVCwBw4sQJ9OvXD+PHj0erVq3Qrl278oyPEEIIIYTIoVRLnK6uLhITEwEA58+fR6dOnQAAfD4f2dnZ5RcdIYQQQkgxWGyWyh7qQKmWuE6dOmHs2LFo1KgRXr58KVkb7smTJ7C3ty/P+AghhBBC5FKXbk9VUaolbv369fDw8EB8fDyOHj0KY2NjAMC9e/cwePDgcg2QEEIIIYTIUqolzsDAAH/++adM+oIFC746IEIIIYQQRdC9U5WUkpKCbdu24dmzZwCA+vXrY/To0RAIBOUWHCGEEEIIkU+p7tS7d+/C0dERq1atQlJSEpKSkrBy5Uo4Ojri/v375R0jIYQQQogMFputsoc6UKolbubMmejZsye2bNkCDY2CQ+Tn52Ps2LGYMWMGrl27Vq5BEkIIIYQQaUpV4u7evStVgQMKbsM1a9YsuLu7l1twqmLU2h01fxgDQWMX8K3McLfvJMSeDC55n7bNUG/5bOjWc0JOVDQiAjfgw+7jUnnsJg5BTb8x4FmYIi38OZ7MWITUO49UeSmVwsUzh/Dv8b1ITUlEDXsnDBv3E2rWri83792QSzh9ZCdio6MgEuXD3NIWXXoNQ6v2XeXm37khEFfOHcPg0TPh3XOIKi+jUrh3ZR9Cz29DZlo8zGyc0WngXFg5uMrNG3b9EB6HnkD8p1cAAIsa9eHZy08qP8MwuH5qLR7eOAxhdhqsHRvDe/B8GJnbf4vLqVCtXDTQzo0LPW0WPiWKcfx6LqLixMXmd3XkwKeZJgz1WEhIZXA6JBfP34uk8pgZstC9hSZqWnHAZgOxyWLsOitESgaj6supMDcv7Me1oO1IT02AZY066DViDmwd5b8mQy8fxv3r/yD2QwQAwNqhHroMmCGTP/bja/x7YCXePL8DsVgEcytHDJu+GoYmViq/nop0IuhfHDr2D5KSU+DoYI+pE8bAubZTqftdunYDvy9bhZbNm2LRr7Oltr2L+oAtO/cg/PFTiEQi2NnaIMD/J5ibmarqMioVdVkKRFWUai/U19fH+/fvZdKjoqKgp6f31UGpGkdHG2nhL/B4mmITMbTsbdD05CYkXgnFDfdeiFy3Cw02/QaTTq0leSz7+6DuMn+8+m09bjTrg/Tw52getA2apkaquoxKIfTGeRzYvhq9B43FgpV7YGvvhOULpiItJUlufh1dAXr098XcJdvx2+q/0aZjD2xbtxCPHoTI5L136zJev3gEA6Pq8WH07O4ZXDoSiNbdJ8P3l+Mws3HGwXVjkJmWKDf/+5ehqOfeDUNm7saIWQegb2iJg2tHIz05VpIn9PwW3Lu8B95D5mPEz4fA1dTCwXVjkJ8n/FaXVSHcanHQs5Umzt/Nw6rD2fiUIMb47nzoasnPb2/BxrBOPIQ+y8fKw9l4HJkPXx8eLIyKviCM9VmY0kcLcSlibPgnBysOZuPi3Tzki6puBe7hrX9xet8SdOwzCdN+OwLLGs7YtmQ8MlLlvybfPLsNN49uGD9nBybN3w+BkQW2LhmH1KSi12Ri7HtsXDQMZlYOmDBnJ2YuPo6Ovb8Hl8v7VpdVIS5f/w8bt+7EiMEDsHH1Mjg62OHneYuQnJJa4n4xsXHYtH0XGtSvK7PtU3QMpv88B7Y21lixeAG2rFuJYYP6Q1NTU1WXQSoZpSpxAwcOxJgxY3Dw4EFERUUhKioKBw4cwNixY9ViiZH4c9fwMmA1Yv+5qFB+u/GDkB35Ac9mLUHG8zd499c+xBw9B4fpoyR5HGb4ImrbIXzYdQwZz17j0aQAiLJyYDuqr4quonI4989+eHbujTYde8LatiZGTvSHJo+Pa8En5eav26AJmrRoDytbB5hZ2qBzj8Gwta+Fl0/DpPIlJ8Zh75bl+N5vETgcpeffqJXbF3egYasBcG3ZFyZWtdBlyAJwuXyE3zwqN3/PMSvQuN1QmNvWhbGFI3yG/waGEePti4IKMcMwuBO8Gy19JqK2mxfMbJzR3XcpMlLi8DJMsde+umrbkItbT/Nx53k+YpMZHL2ai7x8Bs2cuXLzt3Hl4sV7Ea6E5SEumcHZ23n4GC9GqwZF+X2aa+LZOxFOh+ThY4IYiWkMnrwVIaMKr29+/d+daNa+P5p6fgdz61ro4xsALo+PO1ePyc0/eNIyeHQaDCu7ujCzqol+4xaBEYsR8eSWJM/Zw2tQp2FbdB38I6zt68HYvAbqNekAXYHxt7qsCnHkxCl09fZCF68OsK9hixmTJoDH4+HsheJ7gUQiERavWI2RQwbC0txcZvu2PfvRvEljTPAdASfHmrCytEDL5k1haFB9JhhW99tuKVWJW758Ob777juMGDEC9vb2sLe3x6hRo9CvXz8sWbKkvGOscAYt3JBwSbqlKP7CDRi2cAMAsLhcCBrXR0LwzaIMDIOESzdh0KLRN4z028rPy8Pb189Rz7WZJI3NZqN+w2Z4/aL0bmSGYfD04W1Ef3yHOvUbS9LFYjE2rw6AT+9hsK7hqJLYKxtRfi5i3j+Bfd2WkjQWmw37ui3x8c0DhY6Rl5sNsSgfWtoFH+CpCR+QmRYvdUy+lh6sHBoqfEx1xGEDNqZsvPpQ1BXKAHj5QQQ7C/kfeXbmbLz8IN11+iJKBHvzgvwsAHXtOIhPEWN8dx7mj9LGtL58uDhwVHUZFS4/PxcfI5/CqX4LSRqbzUat+h54HxGm0DHyhDkQifKhrVvwmhSLxXgedhUmFvbYumQcFk5qjT8DBuLJ3ar9oyIvLw8vI16jccOibmU2m43Gbq54+uJlsfvtOXAYBgIBunb2ktkmFosRevcebKyt8PO8heg7zBeTf5iNGyGhKrmGyqq637FBqUqcpqYm1qxZg+TkZISFhSEsLAxJSUlYtWoVeLyq1yTOMzeBMDZBKk0YmwCuQA9sPg+aJoZga2hAGJf4RZ5E8CxMvmWo31R6egrEYhEEBtJdxvoCI6Qmy+9uAYCszAxMGNQWY/t5YOVvMzFs3E9wcWsu2X7m2C6w2Rx06j5IZbFXNlkZyWDEIujoS7dG6OgZIzMtoZi9pF05thy6AjNJpS0jLb7gGF9xTHWkw2eBw2YhPUu6mzMjm4GetvwPZj1tFjK+yJ+exUBPu+AjUleLBb4mCx0ac/H8vQibT+Xg8RsRRnbhoaaVesxiK6us/7+/dQXSn2F6AmOkpyr2+jlzYAX0Dc1Qq74HACAzLRG5OVm4cnor6ri2xtift6B+Ey/sWTMdb57dKfdrqCxS09IhFothaGgglW5oIEBScorcfR49eYZ/LwTjhykT5W5PSU1FdnYODhw5jqaNG2HJwnlo3aIZ5gcuw8NHT8r5CkhlpVQ/VWpqKkQiEYyMjNCgQQNJelJSEjQ0NKCvr1/i/kKhEEKh9JicPEYMLqtqfhgSaXwtbSxctQ852Vl4Gn4Hf29fBVNza9Rt0ARvI57h/OkDWLByL1gs9fglVBmEnN2MZ3fPYIjfbmhU8bFFFaHwpfgkUoRr4fkAgE+JYthbsNGyPhdvPlXtMYbKuHxyCx7eOoMJc3aBq1nwmmSYgopy/cYd0MZnJADAyq4u3r0Kw63gg6hZt2mFxVuZZGVl44+Va+E3ZSIEAvnfp2JxQVm2bN4U/Xr3AADUqumAJ89f4NTZc2jYQP7ksqpGXZYCURWlKnGDBg1Cjx49MGnSJKn0Q4cO4eTJkzhz5kyJ+wcGBsrc3WEwywhDOZWz1UoYmwCeuXRsPHMT5KWmQ5wjRG5CMsT5+eCZGX+RxxjCmKrb4qGnZwA2m4PULyYxpKUmQWBY/PgWNpsNc0tbAIBdzTqI/vAWQUd3om6DJnjx9AHSU5Pxw9gekvxisQgHdq7B+VMHsGKL/LF26k5b1xAsNkdmEkNmeiJ09Et+X4Se34Zb5zZj0IwdMLNxlqTr6hdMCMlMS4SuwEzqmJ/nq2oycxiIxLKtbrpasq1zhdKzGOh+kV9Pm4X0LHHRMUUMYpOlZ7fGJovhYFk1u1S1///+zvii1S09NRF6gpJfk1eDtuPK6a0YN3sbLGvUkT4mRwNm1tLDJMysa+Lti6q7xqhAXw9sNhvJX7S6JaekwuiL1jkA+BQTg5i4OPy6KFCSVlgB7tSrP3ZtXAdTE2NwOBzY1bCV2reGrQ0eP31W7tdAKielqrChoaFo3769THq7du0QGlp6f7y/vz9SU1OlHgPYlXcWZ8qtMBh3aCGVZtKxJZJvhQEAmLw8pN5/ApMOHkUZWCwYt/dAyq2qO/ZIg8uFvaMznoYXdYOIxWI8Db8DxzoNSthTGsOIkZeXCwBo1a4rFq3ej4Wr9koeBkam8Ok9DD/OX1vu11BZcDQ0YVGjPt4+Lxp7yYjFePc8BNY1ix9XeevcFtw88xcGTN0KSzvpMheY2EBH31TqmMLsDHyKfFjiMdWdSAx8iBfDybqocsUC4GTDwbsY+UuMvIsVw8lGujJW25aDt7FiyTGj4sUwNZD+yDQ1YCM5vWrOTtXQ0IS1Qz2pSQni/09SqFHLrdj9rpzehuATGzF61mbY1HSROaZNTRfER0dKpSdEv63Sy4twuVzUruWIB+FFY4XFYjEePAxHvTq1ZfLXsLHG1j9XYfPaFZKHRzN3uDVwwea1K2BqYgwul4s6TrUQ9eGj1L4fPn6CuWn1mNEP0Jg4pVrihEIh8vPzZdLz8vKQnV36VC0ejyczdu5bdqVydLShU6uG5Lm2gw30GzojNykVOVHRqPObH/jW5njo+zMA4N3mA7CbNBTOgT8haudRmLRvAcv+PrjTc4LkGJGrd6Dh9iVIufcYqXfCYT9tJDR0tBC1S/4srqrCu9cQbFmzAA616qKmU32cP/U3hDnZaNOxoCVt8+oAGBqbov/wKQCA00d2wL5WPZhZWCM/Lw8P7/2Hm1fOYMT3BWsf6eobQFffQOocHI4GBAbGsLS2/5aX9s018/LF6Z0/w9LOBZb2rrh7aRdyc7Ph2vI7AMCpHbOgZ2COdn1+AADcOrcZ10+tRY/RKyAwtkZGasEYOE2eNjT5OmCxWGjacQRu/rsBRmZ2EJjY4PrJNdA1MENtN9mB0lXJtYd5GNSBh6h4Md7HidDWlQtNDRZuP88DAAzuqInUTAZnbhU8vx6eh0m9+PBsqIFn70Rwc9KAjSkbh68UdZNefpCH4Z15ePNJAxEfRXCuwUE9ew42nMipkGv8Ftr4jMKhTf6wcXCBjWMD3Di7G3nCbLh79gEAHNw4G/qGZvAZ6AcAuHJqK84fXYfBk5bByMQK6Sn/f03ytcHj6wAAPLuOxv4//eDg7A7Hus3wMvwGnj24gvFzdlbINX4r/Xr3wJJV61C7liOcazvh6D+nkZMjhLdXBwDAHyvXwsTYCGNHDoOmpiYc7GpI7a+rU1B+n6cP/K4XFi1dCVeXenBr4II79x8g5PZdrFy88NtdGKlQSlXimjVrhs2bN2PdunVS6Rs3bkSTJk3KJTBVEjRxgUfwHsnzest/AQBE7T6G8DH+4FmaQsvWUrI9++0H3Ok5AfVW+MN+6gjkfIjBowm/IuHCDUme6MP/QtPUCLUDphUs9vvwGW53H4vcuOIH+FcFzVt3RnpqCo7/vQmpyYmo4VAbPwSshcCgoDs1MT5GamybUJiDPZuWICkxDpqaPFha22H8zIVo3rpzRV1CpVHXvSuy0pNw/dTa/y/2WxcDp26VdKemJUWD9dmPnftXD0CUn4cTm6dJHadVtylo02MqAKB553HIFWbj7L55yMlKg02tJhg4dWuVHzcXFiGCDj8X3s240NfWxMcEMbaczpEsB2KgywbDFLXKvY0RY+9FIXyaaaJrC03EpzDY8a8QMUlFrWyPI0U4ejUXHRpz0aeNJuJSChb6jSymda8qaNjCB5lpSTh/dB3SUxNgZeeM0bM2SbpTUxKkX5O3ggtek3vXzpA6jlefSejUt+CHnEtTL/QZHYDLJ7fg5O7FMLW0x7Dpq+FQp/J/d3yN9m1aITU1FTv3HUBycgocazrgjwW/SrpT4+ITyjwOuLVHc8yYNB5/Hz6GPzdvh621Feb7/yR3TbmqSl2WAlEVFlPY0V4G//33H7y8vNC0aVN07NgRABAcHIw7d+7g/PnzaNOmTZkDCeLWKT0TKZVReNWd4fWtPY8peYIOUdzjZ5kVHUKV0KYpv6JDqDLcBTRurLzY1HYpPZOKPOnVQWXHrv/PJZUdu7wo1YfZqlUrhISEwNbWFocOHcKpU6dQq1YthIeHK1WBI4QQQggpKxoTpyQ3Nzfs27evPGMhhBBCCFEYLTGiBHn3Tf1cjRo1StxOCCGEEEK+jlKVOHt7+xIHYIpEomK3EUIIIYSUB3Xp9lQVpSpxDx5Ir32Wl5eHBw8eYOXKlfj999/LJTBCCCGEEFI8pSpxDRs2lElzd3eHlZUVli1bhu++++6rAyOEEEIIKUl1b4kr1xGBderUwZ07tMQFIYQQQoiqKdUSl5aWJvWcYRhER0dj/vz5cHJyKpfACCGEEEJKUt1b4pSqxBkYGMhMbGAYBra2tjhw4EC5BEYIIYQQQoqnVCXu8uXLUs/ZbDZMTU1Rq1YtaGgovfQcIYQQQojCaJ04JXh6epZ3HIQQQgghZVLd752qcCXu5MmTCh+0Z8+eSgVDCCGEEEIUo3Alrnfv3grlY7FYtNgvIYQQQlSOJjYoSCwWqzIOQgghhBBSBmUaE5eTk4OLFy+ie/fuAAB/f38IhcKig2loYOHCheDz+eUbJSGEEELIF2hiQxns3LkTQUFBkkrcn3/+ifr160NLSwsA8Pz5c1hYWMDPz6/8IyWEEEIIIRJlqsLu27cP48ePl0rbv38/Ll++jMuXL2PZsmU4fPhwuQZICCGEECIPi81S2UMdlKkSFxERgQYNGkie8/l8sD9rymzWrBmePn1aftERQgghhBC5ytSdmpKSIjUGLj4+Xmq7WCyW2k4IIYQQoirq0mKmKmVqibOxscHjx4+L3R4eHg4bG5uvDooQQgghpDQsNltlD3VQpii7du2KefPmIScnR2ZbdnY2FixYgG7dupVbcIQQQgghRL4ydaf+8ssvOHToEOrUqYMpU6agdu3aAIAXL17gzz//RH5+Pn755ReVBEoIIYQQ8rnq3p1apkqcubk5bt68iYkTJ2L27NlgGAZAwV0aOnXqhL/++gvm5uYqCZQQQgghhBQpUyUOABwcHHD27FkkJSUhIiICAFCrVi0YGRmVe3CEEEIIIcVRl7FrqlLmSlwhIyMjNGvWrDxjIYQQQgghClK6EkcIIYQQUqFY1XtMXPVuhySEEEIIUVPUEkcIIYQQtUSzUwkhhBBC1FB1n9hQva+eEEIIIURNUUscIYQQQtRSde9OpZY4QgghhBA1RC1xhBBCCFFL1X1MXKWpxBmF36noEKqEJNemFR1ClcGce1HRIVQZ33snVHQIVcLPa/IqOoQq43WH+hUdQpXxQ+2KjqByWL9+PZYtW4aYmBg0bNgQ69atK/GmCKtXr8aGDRvw/v17mJiYoF+/fggMDASfz1f4nJWmEkcIIYQQUhaVZUzcwYMH4efnh40bN6J58+ZYvXo1vL298eLFC5iZmcnk379/P2bPno3t27ejZcuWePnyJUaNGgUWi4WVK1cqfN7q3Q5JCCGEEPKVVq5ciXHjxsHX1xf16tXDxo0boa2tje3bt8vNf/PmTbRq1QpDhgyBvb09OnfujMGDB+P27dtlOi9V4gghhBCillhslsoeQqEQaWlpUg+hUCgTQ25uLu7duwcvLy9JGpvNhpeXF0JCQuTG3bJlS9y7d09SaXvz5g3OnDmDrl27lun6qRJHCCGEEPXEZqvsERgYCIFAIPUIDAyUCSEhIQEikQjm5uZS6ebm5oiJiZEb9pAhQ7Bw4UK0bt0aXC4Xjo6OaNeuHX755ZeyXX6ZchNCCCGEVAP+/v5ITU2Vevj7+5fLsa9cuYLFixfjr7/+wv3793Hs2DEEBQVh0aJFZToOTWwghBBCiFpisVQ3sYHH44HH45Waz8TEBBwOB7GxsVLpsbGxsLCwkLvP3LlzMXz4cIwdOxYA0KBBA2RmZmL8+PGYM2cO2AounUItcYQQQgghStLU1ESTJk0QHBwsSROLxQgODoaHh4fcfbKysmQqahwOBwDAMIzC56aWOEIIIYSopcqy2K+fnx9GjhwJd3d3NGvWDKtXr0ZmZiZ8fX0BACNGjIC1tbVkTF2PHj2wcuVKNGrUCM2bN0dERATmzp2LHj16SCpziqBKHCGEEELIVxg4cCDi4+Mxb948xMTEwM3NDWfPnpVMdnj//r1Uy9uvv/4KFouFX3/9FR8/foSpqSl69OiB33//vUznZTFlabdToZBnaRUdQpVAd2woP7F0x4Zy08buXUWHUCXQHRvKT6sOjhUdQpXxQ++KW3A3cf5YlR3beP5WlR27vFSOdkhCCCGEEFIm1J1KCCGEEPVUScbEVZTqffWEEEIIIWqKWuIIIYQQopZY7Iobj1cZUCWOEEIIIWqJxareHYrV++oJIYQQQtQUtcQRQgghRD1V8+5UaokjhBBCCFFD1BJHCCGEELVUWW67VVGq99UTQgghhKgppSpxsbGxGD58OKysrKChoQEOhyP1IIQQQghRNRabpbKHOlCqO3XUqFF4//495s6dC0tLS7BY6nGxhBBCCCFVhVKVuBs3buD69etwc3Mr53AIIYQQQhRUzdeJU6oSZ2trC4ZhyjsWQgghhBCFqUu3p6ooVYVdvXo1Zs+ejbdv35ZzOIQQQgghRBFKtcQNHDgQWVlZcHR0hLa2NrhcrtT2pKSkcgmOEEIIIaRY1XyJEaUqcatXry7nMAghhBBCSFkoVYkbOXJkecdBCCGEEFIm1X11DIUrcWlpadDX15f8vySF+QghhBBCiGooXIkzNDREdHQ0zMzMYGBgILf2yzAMWCwWRCJRuQZJCCGEECKDxsQp5tKlSzAyMgIAXL58WWUBEUIIIYSQ0ilcifP09JT7f0IIIYSQilDd14lTuBIXHh6u8EFdXV2VCuZbu3jmEP49vhepKYmoYe+EYeN+Qs3a9eXmvRtyCaeP7ERsdBREonyYW9qiS69haNW+q9z8OzcE4sq5Yxg8eia8ew5R5WVUKKPW7qj5wxgIGruAb2WGu30nIfZkcMn7tG2GestnQ7eeE3KiohERuAEfdh+XymM3cQhq+o0Bz8IUaeHP8WTGIqTeeaTKS6kU7l/Zh9AL25CZFg8zG2d4DZwLK3v576ewG4fw5NYJxH96BQCwqFEfbXv7SeVnGAY3Tq/FwxuHIcxOg3XNxug8ZD6MzOy/xeVUqNOnTuLY0cNITk6Cg0NNTJg4GXXqOJe639Wrl7FsSSBatPDAr/MWAADy8/OxZ/dO3L1zGzEx0dDR0UFDt8YY5TsGxsbGqr6USmFQVyN08tCHthYbzyNzsPlQPKLj80rcp0sbAXp3MICBPgdvP+Zi65F4RLwXSrYvnGoNFyctqX3O3UjFpkPxKrmGivbk5j48vLYN2ekJMLJ0Rqtev8LMVv77OynmFe5eWIuEj0+QkfwJHt390aBN8ZMKwy5vxu2zK+HSagRa9vxFVZdQ+dAdGxTj5uYGFotV6p0a1GVMXOiN8ziwfTVGTpyNmrVdcP7k31i+YCr+WH8E+gZGMvl1dAXo0d8Xltb20NDgIuzudWxbtxD6BoZo0MhDKu+9W5fx+sUjGBiZfqvLqTAcHW2khb9A1M6jcD+yvtT8WvY2aHpyE95vPoCwET/CuIMHGmz6DTnR8Ui4cAMAYNnfB3WX+ePx5ACk3H4Ih2kj0TxoG67U74Lc+Kq7BuGzu2dw6WggOg9eACuHhrh7aRcOrR2DcfPPQkdftqIQ9TIUdZt2g1fNxtDgauLW+a04tHY0xswLgp6BOQAg9PwW3Lu8B91G/gGBsQ2un1qDQ2vHYGzAGWhwed/6Er+Za1evYOuWTZg8ZRrqODvjnxPHMG/uL9i0eRsMDAyL3S82Ngbbt25B/fouUulCoRCvI15h0OChcKhZExkZGdi88S8sWjAPq9eW/rpXd328DNCtrQBr98UhLjEPg7sZYe5EK0xf/B55+fK/E1o10oVvHxNsOhiHl+9y0N3TAPMmWWHqb++RmlH0HXH+v1QcOFP0vhbmiVV+PRXh9cMzCDn9B9r0mQ+zGg3x6MYunNk2FgN//BdaurLv7/y8HOgb2aJmgy4IOf1HiceOi3qEZ6EHYWRZR1Xhk0pK4SpsZGQk3rx5g8jIyBIfb968UWW85ebcP/vh2bk32nTsCWvbmhg50R+aPD6uBZ+Um79ugyZo0qI9rGwdYGZpg849BsPWvhZePg2TypecGIe9W5bje79F4HCUWsFFrcSfu4aXAasR+89FhfLbjR+E7MgPeDZrCTKev8G7v/Yh5ug5OEwfJcnjMMMXUdsO4cOuY8h49hqPJgVAlJUD21F9VXQVlcOd4B1o2GoAXFv2hYllLXgPXgCuJh+PQo7Kzd9j9Ao09hwKc9u6MLZwhM+w38AwYrx7HgKgoBXu7qXd8PCZCKeGXjCzcUb3UUuRkRqHl2GK/b3U1YnjR+HdxQedOnujRg07TJ4yHTweDxfOnyt2H5FIhOVL/8DQYcNhYWkptU1HRwe/LV6CNm09YWNjC2fnuvh+0hRERLxCXFycqi+nwnX3NMCR88m48ygT7z7lYu2eOBgJOGjmqlPsPj3aG+DCzVRcCk3Hh5g8bDoUD2Eugw4t9KTy5eYxSEkXSR7ZOVXzlo7h13fCuVl/1GnaF4bmtdCmzwJocPl4cUf++9vMtgFadJuFWm7dwNHgys0DAHnCTFw+8CPa9F0EnlY1XBmCzVLdQw0oXImzs7NT+FHZ5efl4e3r56jn2kySxmazUb9hM7x+UXqXHcMwePrwNqI/vkOd+o0l6WKxGJtXB8Cn9zBY13BUSezqzqCFGxIuhUilxV+4AcMWbgAAFpcLQeP6SAi+WZSBYZBw6SYMWjT6hpF+W6L8XMS8fwI755aSNBabDXvnlvj45oFCx8jLzYZYlA++jgAAkJrwAZlp8bD/7Jg8LT1YOTTEp0jFjqmO8vLyEBHxCm5uRa8XNpsNN7dGeP78WbH7Hfh7HwQGBujs7aPQebIyM8FisaCrW3xFpiowN9aAoUADD19kSdKycsR49U6IOvZ8uftocABHWx7CX2RL0hgGCH+RhToO0vu0cdfDzsUOWD3bFkN7GEOTqx5fnmUhys9FwscnsHGSfn9b1/JA7Puwrzr2jRMLYevcTurYpPpQqqlo9+7dJW4fMWKEUsF8K+npKRCLRRB80W2qLzBC9Ie3xe6XlZmBmWO6Ij8vFyw2ByMm/AwXt+aS7WeO7QKbzUGn7oNUFbra45mbQBibIJUmjE0AV6AHNp8HrqEAbA0NCOMSv8iTCJ06Nb9lqN9UVkYyGLFIpttUW98YibGKtW5fPb4cugIzSaUtI61gXJHMMfWMkZmWILN/VZGWlgaxWAwDQ+luUwMDQ3yIipK7z5Mnj3H+3Fms/XODQufIzc3Fjh1b0dazHbS1q3YlzkC/4GsiNV16mExKej4M9Tly99HT4YDDYSFFZh8RrM01Jc+v30tHfFI+klLzYW+tieE9TWBtxsXSbTHlfBUVKyer4P39Zbeplp4JUuIjlT5uRFgQEj49RZ8pR742RLXFojFxZTd9+nSp53l5ecjKyoKmpia0tbVLrcQJhUIIhUKptNxcITQ1K/cYHb6WNhau2oec7Cw8Db+Dv7evgqm5Neo2aIK3Ec9w/vQBLFi5t9qvIE2+vVvnNuPZ3TMYPHN3lR7rpgpZWVlYuXwJpk6bAYFAUGr+/Px8/BH4G8AAk6dM+wYRfltt3XUxYaCZ5Pnvmz6p7FwXbhYtHP8+OhdJqSIsnGoNcxMNxCbkq+y8VUFGSjRCTi1G17Hb6T1fjSlViUtOTpZJe/XqFSZOnIiffvqp1P0DAwOxYMECqbTRk2Zj7BR/ZcIpMz09A7DZHKSmSA+ST0tNgsCw+JlmbDYb5pa2AAC7mnUQ/eEtgo7uRN0GTfDi6QOkpybjh7E9JPnFYhEO7FyD86cOYMUW+WPtqhthbAJ45iZSaTxzE+SlpkOcI0RuQjLE+fngmRl/kccYwpiq23qkrWsIFpuDzDTpFsistETo6JsUs1eB0AvbcOvcZgycvgNmNkWzL3X1CybWZKYlQldQ9KWclZ4ola+q0dfXB5vNRsoXn1MpKckwNJKdtBQTHY3Y2FgsXDBPklY4gatn9y7YtGU7LC2tABRV4OLi4rA4cGmVbIW7/SgTL98WtVhyNQp+lAr0OEhOK2pZM9DTQOQHocz+AJCeKYJIxMBAT7qlzkCPg5T04itnr97lAAAsTTSrVCWOr13w/s7OkH5/Z6cnQFuv5Pd3cRI+PkF2RiKOrf1OksaIRYiOvIsnIfsw5vdwsNnyW0qrFDUZu6Yq5Tby3snJCX/88QeGDRuG58+fl5jX398ffn5+UmkPIuV/GKiCBpcLe0dnPA2/gyYt2gEoGM/2NPwOOnbtr/BxGEaMvLxcAECrdl1Rv2Ezqe3LF0xDy3Y+aNOxh7zdq6WUW2Ew9WkrlWbSsSWSb4UBAJi8PKTefwKTDh5FS5WwWDBu74F3f+39xtF+OxwNTVjUqI93L0JQ280LAMCIxXj7IgRN2g0rdr/Q81tw89+NGDB1GyztGkhtE5jYQEffFO9ehMDcti4AQJidgU+RD+HWZrDqLqaCcblc1KrlhIcPw+DRshWAgvf3w7AwdO/RUya/ja0t/vxrk1Ta3t07kZWdjfETJsLEpKAyXFiB+/TpIwL/WFZlby+YI2QQI5ReOiQ5NR+utbXx9mPB550WnwUnOx7O3kiVe4x8EfA6SgjX2lq4/SgTAMBiAa51tHHmWkqx53awLmhRSk6rOhU4oOD9bWJdHx8jQmBfv+j9/SniFuq3HKrUMa1qtUC/mdKNA1cP/wKBaU24tRtbPSpwpPwqcQCgoaGBT59Kb3rn8Xjg8aSbfzU1S74fa3nz7jUEW9YsgEOtuqjpVB/nT/0NYU62pMK1eXUADI1N0X/4FADA6SM7YF+rHswsrJGfl4eH9/7DzStnMOL72QAAXX0D6OobSJ2Dw9GAwMAYltb23/LSvimOjjZ0atWQPNd2sIF+Q2fkJqUiJyoadX7zA9/aHA99fwYAvNt8AHaThsI58CdE7TwKk/YtYNnfB3d6TpAcI3L1DjTcvgQp9x4j9U447KeNhIaOFqJ2Hfvm1/ctNe3oi6BdP8Oihgss7V1x99Iu5Amz0cCj4Jf26Z2zoGdgDs/ePwAo6EK9cXoteviugMDYGhmpBWPgNHna0OTrgMViwb3DCNw8swGGpnYwMClYYkRXYCapKFZVvfv0xaqVy+Dk5ITatZ3xzz/HkCPMgVcnbwDAiuVLYWxsjFG+Y6CpqQl7ewep/XV0dQFAkp6fn4/AxYvwOuIV5s1fBLFIjOSkgpZ8XT09cLnFzx6sCk5fTUE/b0NEx+ciNjEfg7sZISlVhNvhmZI88ydbITQ8E/9eL6jYnbqcgqnDzBARJcSrdzno0c4APE0WLoWmAwDMTTTQtoke7j3NQnqmCPZWmvD9zhRPIrLx7lNuhVynKrm2GYUrh2bD1MYFpjaueHRjF/LyslHbveD9ffngz9DRN0Mzn4L3tyg/F8lxrwEA4vw8ZKbFIuHTM3A1tSEwsYMmTxdGFrWlzqGhqQW+toFMelXGottuld3Jk9K1f4ZhEB0djT///BOtWrUql8BUrXnrzkhPTcHxvzchNTkRNRxq44eAtRAYFHTjJcbHSI1tEwpzsGfTEiQlxkFTkwdLazuMn7kQzVt3rqhLqBQETVzgEbxH8rze8oJFJqN2H0P4GH/wLE2hZVu0XEP22w+403MC6q3wh/3UEcj5EINHE36VrBEHANGH/4WmqRFqB0wrWOz34TPc7j4WuV9Mdqhq6rp3RVZGEm6cXvv/xX7rYsDUrZLu1LSkaKlBvA+uHYAoPw8ntkiPy2rVbQpad58KAGjeeRzycrNxbv885GSlwcaxCQZM3Vrlx9C09WyH1LRU7N2zG8nJyahZsyYWLvwdhv+f7BAfHwd2GbphEhMTEHqrYFb1tCkTpbYt/mMZXF0bll/wldDxiyngabLx/SAz6Gix8exNDhZt+CS1RpyFCRf6ukWtP/89yIC+LgeDuxrBQL+g63XRhk+SCRL5+QUtc93/X7lLSM5HSFgGjpyvmmtBOjbsiuzMJNw9vw5Z6fEwtqqLrqO3SLpTM1I+SX3nZKXF4diaPpLn4de2I/zadljWbIoeE/bIHL/aquZj0FlMaav3ysH+oubLYrFgamqKDh06YMWKFbD8Yo0lRYQ8+7YtcVVVkmvTig6hyog996KiQ6gy2ti9q+gQqoSf15R8hwSiuFYdaBmo8vJD74qrSGVtD1DZsbVHLyg9UwVTqiVOLK6aK2oTQgghRI1U8+7Ucrl6kUiEsLAwubNWCSGEEEJI+VOqEjdjxgxs27YNQEEFrm3btmjcuDFsbW1x5cqV8oyPEEIIIUQ+Fkt1DzWgVCXuyJEjaNiwYCDvqVOn8PbtWzx//hwzZ87EnDlzyjVAQgghhBAiS6lKXEJCAiwsLAAAZ86cQf/+/VG7dm2MHj0ajx6Vfu9RQgghhJCvxWKzVfZQB0pFaW5ujqdPn0IkEuHs2bPo1KkTgILb13A4tMAgIYQQQoiqKTU71dfXFwMGDIClpSVYLBa8vAoWDg0NDYWzc9W9nQ8hhBBCKhGWerSYqYpSlbj58+fDxcUFUVFR6N+/v+TuCxwOB7Nnzy7XAAkhhBBC5KJ7pyqnX79+MmkjR478qmAIIYQQQohilK7EBQcHIzg4GHFxcTKL/27fvv2rAyOEEEIIKQmLulPLbsGCBVi4cCHc3d0l4+IIIYQQQsi3o1QlbuPGjdi5cyeGDx9e3vEQQgghhCimmo+JU6odMjc3Fy1btizvWAghhBBCiIKUqsSNHTsW+/fvL+9YCCGEEEIUx2Kr7qEGlOpOzcnJwebNm3Hx4kW4urqCy+VKbV+5cmW5BEcIIYQQQuRTqhIXHh4ONzc3AMDjx4/LMx5CCCGEEMVU84mVSlXiLl++XN5xEEIIIYSUjZrc41RVylSJ++6770rNw2KxcPToUaUDIoQQQgghpStTJU4gEKgqDkIIIYSQslGTCQiqUqZK3I4dO1QVByGEEEIIKQOlb7tFCCGEEFKhaLFfQgghhBCibqgljhBCCCHqqZqPiaveV08IIYQQoqaoJY4QQggh6okW+yWEEEIIUUPVfLHf6n31hBBCCCFqilriCCGEEKKeqnl3KrXEEUIIIYSoIWqJI4QQQoh6oiVGCCGEEEKIuqGWOEIIIYSoJ5qdSgghhBBC1E2laYl7HqNf0SFUCcy5FxUdQpVh7l2nokOoMvKeXa7oEKoEA2Otig6hyqhbI7+iQ6hCuBV36mo+O7XSVOIIIYQQQsqEJjYQQgghhBB1Qy1xhBBCCFFP1bw7lVriCCGEEEK+0vr162Fvbw8+n4/mzZvj9u3bJeZPSUnB5MmTYWlpCR6Ph9q1a+PMmTNlOie1xBFCCCFEPVWSJUYOHjwIPz8/bNy4Ec2bN8fq1avh7e2NFy9ewMzMTCZ/bm4uOnXqBDMzMxw5cgTW1tZ49+4dDAwMynReqsQRQgghhHyFlStXYty4cfD19QUAbNy4EUFBQdi+fTtmz54tk3/79u1ISkrCzZs3weUWzO61t7cv83krRxWWEEIIIaSMGBZLZQ9F5ebm4t69e/Dy8pKksdlseHl5ISQkRO4+J0+ehIeHByZPngxzc3O4uLhg8eLFEIlEZbp+aokjhBBCCPmCUCiEUCiUSuPxeODxeFJpCQkJEIlEMDc3l0o3NzfH8+fP5R77zZs3uHTpEoYOHYozZ84gIiICkyZNQl5eHgICAhSOkVriCCGEEKKeWGyVPQIDAyEQCKQegYGB5RK2WCyGmZkZNm/ejCZNmmDgwIGYM2cONm7cWKbjUEscIYQQQsgX/P394efnJ5X2ZSscAJiYmIDD4SA2NlYqPTY2FhYWFnKPbWlpCS6XCw6HI0mrW7cuYmJikJubC01NTYVipJY4QgghhKgnFbbE8Xg86OvrSz3kVeI0NTXRpEkTBAcHS9LEYjGCg4Ph4eEhN+xWrVohIiICYrFYkvby5UtYWloqXIEDqBJHCCGEEDVVGSY2AICfnx+2bNmCXbt24dmzZ5g4cSIyMzMls1VHjBgBf39/Sf6JEyciKSkJ06dPx8uXLxEUFITFixdj8uTJZTovdacSQgghhHyFgQMHIj4+HvPmzUNMTAzc3Nxw9uxZyWSH9+/fg/3Zmna2trY4d+4cZs6cCVdXV1hbW2P69On4+eefy3ReqsQRQgghRD2xKk+H4pQpUzBlyhS5265cuSKT5uHhgVu3bn3VOSvP1RNCCCGEEIVRSxwhhBBC1FMZx65VNdQSRwghhBCihqgljhBCCCHqiV2926Kq99UTQgghhKgpaokjhBBCiFoq63puVQ1V4gghhBCinirREiMVoXpfPSGEEEKImqKWOEIIIYSoJYZa4gghhBBCiLqhljhCCCGEqKdqPrGBWuIIIYQQQtQQtcQRQgghRC3RmDhCCCGEEKJ2qCWOEEIIIeqpmo+JK1Ml7uTJkwrl69mzp1LBEEIIIYQorJp3p5apEte7d+9S87BYLIhEImXjIYQQQgghCihTJU4sFqsqDkIIIYSQMqF7p1Zj967sQ+j5bchMi4eZjTM6DZwLKwdXuXnDrh/C49ATiP/0CgBgUaM+PHv5SeVnGAbXT63FwxuHIcxOg7VjY3gPng8jc/tvcTkV5v6VfQi9UFSOXgPnwsq+mHK8cQhPbkmXY9veflL5GYbBjdOflWPNxug8ZD6MzOy/xeVUGKPW7qj5wxgIGruAb2WGu30nIfZkcMn7tG2GestnQ7eeE3KiohERuAEfdh+XymM3cQhq+o0Bz8IUaeHP8WTGIqTeeaTKS6kUzpw+jhNHDyIlOQn2Do4Y+/001K5Tt9T9rl+9hJVLF6FZi1bwn/ubJJ1hGPy9dwcungtCZmYGnOu6YMLkmbCytlHlZVS4Dk210KWlNgS6bETF5GPfv+mI/JRfbH73ejz0aa8DEwMOYhNFOHwxA48icqXy9G6ng7aN+dDmsxERlYfdQemIS6r6PTg3zv+NS6d2ID01AVY16uC7Ub/ArlYDuXlDgo/gzvWTiPkQAQCwcaiHbgOnS+UX5mTh9N+r8OjuJWSlp8DIzBptvIeiVaeB3+R6SMUrU2fytWvXFHqog2d3z+DSkUC07j4Zvr8ch5mNMw6uG4PMtES5+d+/DEU9924YMnM3Rsw6AH1DSxxcOxrpybGSPKHnt+De5T3wHjIfI34+BK6mFg6uG4P8POG3uqxv7tndM7h0NBCtuk3GqP+X46G1xZdj1MtQ1G3aDYNn7sbwWQegZ2SJQ2tHIz1FfjkOn3UIXJ4WDq2t2uUIABwdbaSFv8DjaQsUyq9lb4OmJzch8Uoobrj3QuS6XWiw6TeYdGotyWPZ3wd1l/nj1W/rcaNZH6SHP0fzoG3QNDVS1WVUCjeuXcKOLRswcMhIrFi7GfYOjlg4dxZSUpJL3C8uNga7tm1AvfqyP0KOHzmAoFPHMGHyTCxZ+Rd4fD4Wzp2F3NxcOUeqGprW52FgZ12cvJqJBZuSEBWbD79hBtDTlt/64WijgQl99XH9QQ7mb0rCgxdCTB0kgLUpR5LHp5U2vJprYXdQOn7bmgRhLoMfhhlAgyP3kFXGg5B/cWLPUnj3nYgfFh+GlV0dbPpjAtJT5X9WRjy7g8Ytu2Lyr9sxfcFeGBpbYGPgeKQkFX1WntizFM8f3sCwyYGYveIk2voMx7Gdi/H47uVvdVkVj8VW3UMNlCnKdu3aoX379mjfvj3atWsn99G+fXtVxVqubl/cgYatBsC1ZV+YWNVClyELwOXyEX7zqNz8PcesQON2Q2FuWxfGFo7wGf4bGEaMty9CABT8Sr8TvBstfSaitpsXzGyc0d13KTJS4vAy7OK3vLRv6k7wZ+VoWQvegxeAq8nHoxD55dhj9Ao09vysHIcVlOO750XlePfSbnj4TIRTw/+X46ilyEit2uUIAPHnruFlwGrE/qPYddqNH4TsyA94NmsJMp6/wbu/9iHm6Dk4TB8lyeMwwxdR2w7hw65jyHj2Go8mBUCUlQPbUX1VdBWVw8njh9GpSzd07OQD2xr2+H6KH3h8PoLP/1vsPiKRCKuW/YZBQ0fB3MJSahvDMDj9zxH0HzgczT1aw97BEdN/8EdSUgJCQ26o+nIqjHcLbVy7n40bYTn4lCDC7tPpyM1j0KaRltz8nZpr43FELs7ezEJ0ggjHL2fiXXQ+OjTT/iyPFk5dy0TYi1x8iBNh64k0GOix0diZ960uq0JcCdoNjw790LxdH1jYOKL/mHnQ1OQj9MpxufmHT1mC1p0HwdreGebWNTFw/AIwjBivHt+S5Hn7MgxN2/ZCrXrNYGRqjZYd+8PKrg7ev676Le2kQJkqcYaGhrC1tcXcuXPx6tUrJCcnyzySkpJUFWu5EeXnIub9E9jXbSlJY7HZsK/bEh/fPFDoGHm52RCL8qGlLQAApCZ8QGZavNQx+Vp6sHJoqPAx1U1hOdo5f1GOzmUvR77OF+X42TF5/y/HT5FVsxyVZdDCDQmXQqTS4i/cgGELNwAAi8uFoHF9JATfLMrAMEi4dBMGLRp9w0i/rby8PLyOeImGbk0kaWw2G65ujfHi+ZNi9zv0924IDAzh5d1NZltsTDSSk5OkjqmjowunOnVLPKY647ABOysNPH1T1NLIAHj6JheONly5+zjacqXyA8Dj17moZVMwcsfUgA0DPQ6evsmTbM8WMnjzIQ+OtvKPWRXk5+fhQ+RT1HZpIUljs9lwcmmBd68eKnSMXGEOxPn50NYVSNLsa7vh8b3LSEmKBcMwePXkNuKj36KOa8sSjlS1MGCp7KEOylSJi46OxpIlSxASEoIGDRpgzJgxuHnzJvT19SEQCCSPyi4rIxmMWAQdfWOpdB09Y2SmJSh0jCvHlkNXYCaptGWkxRcc4yuOqW6KK0dtfcWv+erx/5ejc8nlqF2Fy1FZPHMTCGOly0QYmwCuQA9sPg+aJoZga2hAGJf4RZ5E8CxMvmWo31R6WirEYjEEBoZS6QYGhkhJlv8j8+mTRwg+fwaTpv4od3vhfgJDxY+p7vS02eCwWUjLlJ7QlpYphkBX/leHQJctmz9DDH3dgr5S/f/vJ/eYOurRfaWMzLRkiMUi6AmkP9f0BMZIS1Hsc+30/pXQNzRFbRcPSVrfUb/A3NoRCyZ3xI/DG2HTHxPQ13cOHOu6l2v8pPIq08QGTU1NDBw4EAMHDsT79++xc+dOTJkyBUKhECNHjsSCBQugoVH6IYVCIYRC6fFNebk8cDXVozk95OxmPLt7BkP8dkODqx4xV0a3zhWU4+CZVI6k4mRnZWHNisWYOO1H6KvBj1BS/Vz8ZysehPyLyXN3SH1PXj+3D+8iwjHmxz9hZGKJ18/v4eiO36FvaIY6DTxKOGLVQbfdUlKNGjUwb948XLx4EbVr18Yff/yBtLQ0hfYNDAyUarkTCAQI2h+obChlpq1rCBabIzP4PjM9ETr6JbdQhJ7fhlvnNmPg9G0ws3GWpOvqmxYcQ4ljqqviyjErTYFyvFBQjgOmKVaOWVW4HJUljE0Az1y6THjmJshLTYc4R4jchGSI8/PBMzP+Io8xhDFVt1VTT18ANpuN1C8mMaSkJMPAUHZCR0z0J8TFxmDxgl/Qt0dH9O3REVcunced0Jvo26MjoqM/SvZLTVbsmFVBepYYIjED/S9ayPR12EjNkL/cVGqGWDa/LhtpGQUzT9P+v5/cY2ZW3SWsdPQNwWZzZCYxpKcmQt+g5M+1y6d3IPjkNkzw3wwruzqS9NzcHAQdWINew36CS5N2sLKrgzbeQ+Dm0QVXTu9UxWVUTjSxoeyEQiH2798PLy8vuLi4wMTEBEFBQTAyUuzDzN/fH6mpqVKPbkP8lQlFKRwNTVjUqI+3z4vGEzHigsH11jWLHyt069wW3DzzFwZM3QpLO+lp4QITG+jom0odU5idgU+RD0s8pjorLMd3L6TL8e2Lkssx9HxBOfafUnw5fn7MwnK0cqia5aislFthMO7QQirNpGNLJN8KAwAweXlIvf8EJh0++0XOYsG4vQdSblXd8YVcLheOtWojPOy+JE0sFuNR2H3Uca4vk9/atgZWr9+Oleu2Sh5Nm7eEi6sbVq7bChMTM5hbWMLQ0AjhD4uOmZWViVcvnsk9ZlUgEgPvPuWjbk1NSRoLQN2amnj9IU/uPq+j8lDXQVMqrX5NTUR8KFiSJD5FjJR0EerVLBr/xtdkoaYNF6+j5B+zKtDQ4MLGoR5ePg6VpInFYrx6Ego7p4bF7hd8cjvOH9uECbM3ooaji9Q2cX4+RKJ8sNnSX+NsNgdipupWiIm0MnWn3r59Gzt27MCBAwdgb28PX19fHDp0SOHKWyEejwceT7r7jKtZTGYVaebli9M7f4alnQss7V1x99Iu5OZmw7XldwCAUztmQc/AHO36/ACgoOvv+qm16DF6BQTG1shILRi7pcnThiZfBywWC007jsDNfzfAyMwOAhMbXD+5BroGZqjt5vVtL+4batrRF0G7foZFjaJyzBNmo4FHQTme3llQjp69i8rxxum16OFbfDm6dxiBm2c2wNDUDgYmNrh+ag10BVW7HIGCJUZ0atWQPNd2sIF+Q2fkJqUiJyoadX7zA9/aHA99fwYAvNt8AHaThsI58CdE7TwKk/YtYNnfB3d6TpAcI3L1DjTcvgQp9x4j9U447KeNhIaOFqJ2Hfvm1/ct9ezTH2tX/gFHp9pwql0Xp/85gpycHHTs1AUAsGbFYhgZm2L4qHHQ1NSEnb2D1P46OroAIJXevVc/HD6wB5ZW1jC3sMT+PdthZGSC5h6tUVWdu5WFsb318fZTPiI/5qFTC23wuCzcCMsGAIztrYfkdDGOBmcCAC6EZuHnUYbw9tDCw5e5aO7Ch72VBnadKuqluRCaje5tdBCbKEJ8igh92usiJV2M+8+r9hJC7bqNwP4Nc2Bbsz7sarng6r97kSvMRnPP3gCAfX/5Q2Bohu6DZwIAgk9uw7+H/8TwKUthZGotGTvH42uDx9cGX1sXjnXdcXLfCnA1eTA0scLrZ3dx99pJ9Br+U0Vd5jdHi/2WQYsWLVCjRg1MmzYNTZoUzNK6cUN2er063Du1rntXZKUn4fqptf9fpLYuBk7dKumyS0uKBuuz5tT7Vw9AlJ+HE5unSR2nVbcpaNNjKgCgeedxyBVm4+y+ecjJSoNNrSYYOHVrlR7vVde9K7IyknDjdFE5DiihHB9c+385bpEtx9bdi8oxLzcb5/b/vxwdm2BAFS9HABA0cYFH8B7J83rLfwEARO0+hvAx/uBZmkLLtmjpi+y3H3Cn5wTUW+EP+6kjkPMhBo8m/IqEC0XvyejD/0LT1Ai1A6YVLPb78Bludx+L3Dj5a1NVFa3bdkBaaioO7N2J5OQkONR0xLyFSyRdn/HxcVKvS0X06TcIOTnZ2LBuBTIzM1C3XgPMXbQEmprf+BfoN3TniRB62hno3U5Hstjvqn0pSMtkAABGAg7ETFH+1x/ysflYGr5rr4PvOugiNkmEdQdS8TG+aCHff//LAo/LwsgeetDms/HqfR5W7k1BfhVf67eRhw8y0pJx9sifSEtJgLWdMybM3gi9/3enJidIf1b+d+EgRPl52Ll6ptRxvPtORJd+kwEAI6YtR9CB1dj752xkZaTC0NQKXQdOQ0svWuy3umAxDMOUnq3Al822cg+o5L1Td1SjtQlVSfG/JimNuXed0jMRhTg8ozd4eVi+r1rfZKdc9ethWHomopCujStueZik8OsqO7aRaxuVHbu80L1TCSGEEELUkFI/6xITE2FsXDDjLSoqClu2bEFOTg569OiBNm0qf82VEEIIIVVANR8TV6ZBIY8ePYK9vT3MzMzg7OyMsLAwNG3aFKtWrcKmTZvQvn17nDhxQkWhEkIIIYSQQmWqxM2aNQsNGjTAtWvX0K5dO3Tv3h3dunVDamoqkpOTMWHCBPzxxx+qipUQQgghRIJhsVX2UAdl6k69c+cOLl26BFdXVzRs2BCbN2/GpEmTJBMepk6dihYtWpRyFEIIIYSQr6cu9zhVlTJVNZOSkmBhYQEA0NXVhY6ODgw/u5egoaEh0tPTyzdCQgghhBAio8wTG1hfDCL88jkhhBBCyLegLt2eqlLmStyoUaMkd1vIycnB999/Dx0dHQCQuak9IYQQQghRjTJV4kaOHCn1fNiwYTJ5RowY8XUREUIIIYQoopr3BpapErdjxw5VxUEIIYQQQsqA7uFCCCGEELXElG1+ZpVTva+eEEIIIURNUUscIYQQQtQSQ2PiCCGEEELUT3VfYqR6Xz0hhBBCiJqiljhCCCGEqCW67RYhhBBCCFE71BJHCCGEELVEY+IIIYQQQojaoZY4QgghhKil6r7ECLXEEUIIIYSoIWqJI4QQQohaqu6zU6kSRwghhBC1RBMbCCGEEEKI2qGWOEIIIYSoperenVouLXEikQhhYWFITk4uj8MRQgghhJBSKFWJmzFjBrZt2wagoALn6emJxo0bw9bWFleuXCnP+AghhBBC5GJYbJU91IFSUR45cgQNGzYEAJw6dQqRkZF4/vw5Zs6ciTlz5pRrgIQQQgghRJZSlbiEhARYWFgAAM6cOYP+/fujdu3aGD16NB49elSuARJCCCGEyMOApbKHOlCqEmdubo6nT59CJBLh7Nmz6NSpEwAgKysLHA6nXAMkhBBCCCGylJqd6uvriwEDBsDS0hIsFgteXl4AgNDQUDg7O5drgIQQQggh8qjL2DVVUaoSN3/+fLi4uCAqKgr9+/cHj8cDAHA4HMyePbtcAySEEEIIkUdduj1VRel14vr16yf1PCUlBSNHjvzqgAghhBBCSOmUqsQtWbIE9vb2GDhwIABgwIABOHr0KCwtLXHmzBm4urqW+ZiPn2UqEwr5wvfeCRUdQpWR9+xyRYdQZUTWbV/RIVQJL7tsrugQqoxb9h4VHUKV0bVxxZ2bYVXvljilOpM3btwIW1tbAMCFCxdw4cIF/Pvvv+jSpQt+/PHHcg2QEEIIIYTIUqolLiYmRlKJO336NAYMGIDOnTvD3t4ezZs3L9cACSGEEELkYRhqiSszQ0NDREVFAQDOnj0rmZ3KMAxEIlH5RUcIIYQQQuRSqiXuu+++w5AhQ+Dk5ITExET4+PgAAB48eIBatWqVa4CEEEIIIfIw5XMLeLWlVCVu1apVsLe3R1RUFJYuXQpdXV0AQHR0NCZNmlSuARJCCCGEEFlKVeK4XK7cCQwzZ8786oAIIYQQQhRR3deJU7odcs+ePWjdujWsrKzw7t07AMDq1avxzz//lFtwhBBCCCHFoXunKmHDhg3w8/ODj48PUlJSJJMZDAwMsHr16vKMjxBCCCGEyKFUJW7dunXYsmUL5syZI3XDe3d3dzx69KjcgiOEEEIIKU5laolbv3497O3twefz0bx5c9y+fVuh/Q4cOAAWi4XevXuX+ZxKVeIiIyPRqFEjmXQej4fMTLrzAiGEEEKqj4MHD8LPzw8BAQG4f/8+GjZsCG9vb8TFxZW439u3b/Hjjz+iTZs2Sp1XqUqcg4MDwsLCZNLPnj2LunXrKhUIIYQQQkhZVJaWuJUrV2LcuHHw9fVFvXr1sHHjRmhra2P79u3F7iMSiTB06FAsWLAANWvWVOr6lZqd6ufnh8mTJyMnJwcMw+D27dv4+++/ERgYiK1btyoVCCGEEEJIZSEUCiEUCqXSeDweeDyeVFpubi7u3bsHf39/SRqbzYaXlxdCQkKKPf7ChQthZmaGMWPG4Pr160rFqFQlbuzYsdDS0sKvv/6KrKwsDBkyBFZWVlizZg0GDRqkVCCEEEIIIWWhyttuBQYGYsGCBVJpAQEBmD9/vlRaQkICRCIRzM3NpdLNzc3x/Plzuce+ceMGtm3bJrdXsyyUqsQBwNChQzF06FBkZWUhIyMDZmZmXxUIIYQQQkhl4e/vDz8/P6m0L1vhlJGeno7hw4djy5YtMDEx+apjKV2JK6StrQ1tbe2vPQwhhBBCSJmocj03eV2n8piYmIDD4SA2NlYqPTY2FhYWFjL5X79+jbdv36JHjx6SNLFYDADQ0NDAixcv4OjoqFCMSk1siI2NxfDhw2FlZQUNDQ1wOBypByGEEEJIdaCpqYkmTZogODhYkiYWixEcHAwPDw+Z/M7Oznj06BHCwsIkj549e6J9+/YICwuDra2twudWqiVu1KhReP/+PebOnQtLS0uwWOqxsjEhhBBCqo7KcmcFPz8/jBw5Eu7u7mjWrBlWr16NzMxM+Pr6AgBGjBgBa2trBAYGgs/nw8XFRWp/AwMDAJBJL41SlbgbN27g+vXrcHNzU2Z3QgghhJCvVlkqcQMHDkR8fDzmzZuHmJgYuLm54ezZs5LJDu/fvwebrfSdToulVCXO1tYWDMOUdyyEEEIIIWppypQpmDJlitxtV65cKXHfnTt3KnVOpaqFq1evxuzZs/H27VulTkoIIYQQ8rUYhqWyhzpQqiVu4MCByMrKgqOjI7S1tcHlcqW2JyUllUtwhBBCCCFEPqUqcatWraLJDIQQQgipUOJKMiauoig9O7U42dnZysZCCCGEEEIUpNSYuGnTpslNz8zMRNeuXb8qIEIIIYQQRajixveFD3WgVCUuKCgIAQEBUmmZmZno0qUL8vPzyyUwQgghhBBSPKW6U8+fP482bdrA0NAQM2bMQHp6Ory9vaGhoYF///23vGMkhBBCCJGhLrNIVUWpSpyjoyPOnj2L9u3bg81m4++//waPx0NQUBB0dHTKO0ZCCCGEEBnq0u2pKkpV4gDA1dUVp0+fRqdOndC8eXOcPn0aWlpa5RkbIYQQQggphsKVuEaNGsldVoTH4+HTp09o1aqVJO3+/fvlEx0hhBBCSDGoO1VBvXv3VmEYhBBCCCGkLBSuxH05G5UQQgghpCJV9zFxSi0xcufOHYSGhsqkh4aG4u7du18dFCGEEEIIKZlSExsmT56MWbNmoXnz5lLpHz9+xJIlS+RW8CqjVi4aaOfGhZ42C58SxTh+PRdRceJi87s6cuDTTBOGeiwkpDI4HZKL5+9FUnnMDFno3kITNa04YLOB2GQxdp0VIiWDUfXlVJjTp07i2NHDSE5OgoNDTUyYOBl16jiXut/Vq5exbEkgWrTwwK/zFgAA8vPzsWf3Tty9cxsxMdHQ0dFBQ7fGGOU7BsbGxqq+lAp35vRxnDh6ECnJSbB3cMTY76ehdp26pe53/eolrFy6CM1atIL/3N8k6QzD4O+9O3DxXBAyMzPgXNcFEybPhJW1jSovo0IZtXZHzR/GQNDYBXwrM9ztOwmxJ4NL3qdtM9RbPhu69ZyQExWNiMAN+LD7uFQeu4lDUNNvDHgWpkgLf44nMxYh9c4jVV5KpTJmqD16dLaAno4GHj1Lw/K/XuFDdPF36GlYX4Ah39mijqMuTIx58P/9Ma7fSiw2/4+TnNDbxwprtkTg8MmPqriECtesDhutXDjQ1QJikxgE3RbhY0Lx3w317Vjo0EgDBrpAUhqD8/dEePWxKL8OH+jchANHKzb4msC7WAZBoflISv8WV1M5VPcxcUq1xD19+hSNGzeWSW/UqBGePn361UF9C261OOjZShPn7+Zh1eFsfEoQY3x3PnSLmWBrb8HGsE48hD7Lx8rD2XgcmQ9fHx4sjIpeQMb6LEzpo4W4FDE2/JODFQezcfFuHvJFVbcCd+3qFWzdsgmDhwzDmnV/waFmTcyb+wtSUpJL3C82Ngbbt25B/fouUulCoRCvI15h0OChWLPuL/zyawA+fojCogXzVHkZlcKNa5ewY8sGDBwyEivWboa9gyMWzp1ValnGxcZg17YNqFffVWbb8SMHEHTqGCZMnoklK/8Cj8/HwrmzkJubq6rLqHAcHW2khb/A42kLFMqvZW+Dpic3IfFKKG6490Lkul1osOk3mHRqLclj2d8HdZf549Vv63GjWR+khz9H86Bt0DQ1UtVlVCpD+9qiX3drLP/rFcb/+ADZOSKsXNgAmtziv0C1+BxERGZg5cZXpR6/bQtj1K+jj/hEYXmGXam42LPRpSkHVx6KsPFUHmKSGYzw0oAOX35+W1MW+rXVwP1XImw4lYdn7xkMbq8BM4OiMh/SXgOGeizsv5SPDafykJLBYFRnLrhKrztB1I1SlTgej4fY2FiZ9OjoaGhoqMerp21DLm49zced5/mITWZw9Gou8vIZNHPmys3fxpWLF+9FuBKWh7hkBmdv5+FjvBitGhTl92muiWfvRDgdkoePCWIkpjF48laEjCp8O9kTx4/Cu4sPOnX2Ro0adpg8ZTp4PB4unD9X7D4ikQjLl/6BocOGw8LSUmqbjo4Oflu8BG3aesLGxhbOznXx/aQpiIh4hbi4OFVfToU6efwwOnXpho6dfGBbwx7fT/EDj89H8PniF9AWiURYtew3DBo6CuYW0mXJMAxO/3ME/QcOR3OP1rB3cMT0H/yRlJSA0JAbqr6cChN/7hpeBqxG7D8XFcpvN34QsiM/4NmsJch4/gbv/tqHmKPn4DB9lCSPwwxfRG07hA+7jiHj2Ws8mhQAUVYObEf1VdFVVC79e1pj96F3uBGaiNdvM/HbqucwNuKhTQuTYve5dS8JW/a+xbUSWt8AwMRIEzMmOGHhimfIz6+6P3hb1mPj3isxHkSIEZ8KnAoRIU8ENK4l/2u4RV02Ij4y+O+JGAmpwKUwEaKTGDR3LshvrA/YmrFx6pYInxIZJKYBp2+JoMEBGjgo9dWulsQqfKgDpf7SnTt3hr+/P1JTUyVpKSkp+OWXX9CpU6dyC05VOGzAxpSNVx+KukIZAC8/iGBnIb9I7MzZePlBuuv0RZQI9uYF+VkA6tpxEJ8ixvjuPMwfpY1pfflwceCo6jIqXF5eHiIiXsHNrZEkjc1mw82tEZ4/f1bsfgf+3geBgQE6e/sodJ6szEywWCzo6lbdhaTz8vLwOuIlGro1kaSx2Wy4ujXGi+dPit3v0N+7ITAwhJd3N5ltsTHRSE5Okjqmjo4unOrULfGY1Y1BCzckXAqRSou/cAOGLdwAACwuF4LG9ZEQfLMoA8Mg4dJNGLRohKrOypwPEyMe7oQVtQhnZonw9GUaXJz1v+rYLBYw188Zfx+LQuT7rK8NtdLisAFLYxZefyqqGjAAXn8Sw8ZU/neOrSkbb6KlqxIRHxnYmrL+f8yCfz/v6WEAiMSAnVn16WJkGJbKHupAqUrc8uXLERUVBTs7O7Rv3x7t27eHg4MDYmJisGLFivKOsdzp8FngsFlIz5L+1ZeRzUBPW/4fTk+bhYwv8qdnMdDTLihCXS0W+JosdGjMxfP3Imw+lYPHb0QY2YWHmlZV81dRWloaxGIxDAwNpdINDAyRnJQkd58nTx7j/LmzmDptpkLnyM3NxY4dW9HWsx20tatuJS49LRVisRgCA9myTEmWX5ZPnzxC8PkzmDT1R7nbC/cTyPn7FHfM6ohnbgJhbIJUmjA2AVyBHth8HjRNDMHW0IAwLvGLPIngWRTfElVVGBlqAgCSU/Kk0pNTciXblDW0ry1EYgaHT1XNMXCFtHkFla7MHOn0zBxAr5ghPLpaQMYX+TNyGOhqFXxHJaQySMlg0KkxB3zNgopiaxc2BDos6GmpRwWEfD2l+j6tra0RHh6Offv24eHDh9DS0oKvry8GDx4MLld+d+TnhEIhhELpsQ/5efnQ4PKUCadSKFwH+UmkCNfC8wEAnxLFsLdgo2V9Lt58qrpjPRSVlZWFlcuXYOq0GRAIBKXmz8/Pxx+BvwEMMHnKtG8QofrIzsrCmhWLMXHaj9BXoCwJUVQnTzP8NLm25PmshaqZvFHHURf9e9pg9Ix7Kjl+VSdmgL8v56N3Kw5+GawJkZjBm2gGLz+Iq9WiG9V9iRGlB7Dp6Ohg/PjxSu0bGBiIBQukBx236OqPlt3mKBtOmWTmMBCJZVvddLVkW+cKpWcx0P0iv542C+lZ4qJjihjEJks3f8cmi+FgWTW7VPX19cFms5GSLD3wPiUlGYZGsgO+Y6KjERsbi4WfTVJgmILy7tm9CzZt2Q5LSysARRW4uLg4LA5cWqVb4QBAT18ANpuN1BTZsjQwlFeWnxAXG4PFC36RpBWWZd8eHfHn5t2S/VKTk2FkVDSzNyUlGQ41a6niMtSSMDYBPHPpFjWeuQnyUtMhzhEiNyEZ4vx88MyMv8hjDGGMdAteVXDjdiKevixaKkqTW9CTYGjARWJy0YQYQwNNRLzJUPo8rvUFMBRwcXR7C0maBoeFKaMdMaCnDfqPVY9VDhSRJQREYkZmEoMOH0gvZsx0Rjag+0V+XT4LGdlF31HRSQw2nMoHj1vQEpclBMZ31cDHxKo7tpBIU7gSd/LkSfj4+IDL5eLkyZMl5u3Zs2eJ2/39/eHn5yeVNndHvqKhfDWRGPgQL4aTNQePIwvGubEAONlw8N8j+XG8ixXDyYaD6+FF22vbcvA2Viw5ZlS8GKYG0l2npgZsJKdXzTcUl8tFrVpOePgwDB4tC267JhaL8TAsDN17yL4GbGxt8edfm6TS9u7eiazsbIyfMBEmJqYAiipwnz59ROAfy6Cv/3XjbtQBl8uFY63aCA+7j+YeBbMixWIxHoXdh0/3PjL5rW1rYPX67VJp+/dsQ3Z2FsaMnwoTEzNoaGjA0NAI4Q/vw8GxoNKWlZWJVy+eoUvXXqq/KDWRcisMpj5tpdJMOrZE8q0wAACTl4fU+09g0sGjaKkSFgvG7T3w7q+93zha1cvOFuFjtvT434QkIdwbGiIiMhMAoK3FQb3a+jhx5pPS5zl3ORZ3w6R/tKxc6Ipzl2MRdDFG6eNWRiIxEJ3IoKYlG8+jir5zalqycfu5SO4+UfFi1LRkI+RZUcOAoxULUfGy3yfC//d0G+kBVsYsBIfJP2ZVpC5j11SlTLfdiomJgZmZWYm34GKxWBCJSn4B8Xg88HjSXaca3ExFQykX1x7mYVAHHqLixXgfJ0JbVy40NVi4/bzg3TC4oyZSMxmcuVXw/Hp4Hib14sOzoQaevRPBzUkDNqZsHL5S1E16+UEehnfm4c0nDUR8FMG5Bgf17DnYcCJHbgxVQe8+fbFq5TI4OTmhdm1n/PPPMeQIc+DVyRsAsGL5UhgbG2OU7xhoamrC3t5Ban8dXV0AkKTn5+cjcPEivI54hXnzF0EsEkvG1+nq6SnUXa+uevbpj7Ur/4CjU2041a6L0/8cQU5ODjp26gIAWLNiMYyMTTF81DhoamrC7suy1Ckoy8/Tu/fqh8MH9sDSyhrmFpbYv2c7jIxMJBXFqoijow2dWjUkz7UdbKDf0Bm5SanIiYpGnd/8wLc2x0PfnwEA7zYfgN2koXAO/AlRO4/CpH0LWPb3wZ2eEyTHiFy9Aw23L0HKvcdIvRMO+2kjoaGjhahdx7759VWEwyc/YuTAGoj6lI3o2ByMHWaPxCQhrt8qaolc/ZsrroUk4FhQQcVOi8+GtWXRgC9Lcz5qOeggPSMfsfFCpKXnIy1d+kdzfj6DxORcRH2selP6bz4Vo09rDj4lMviQIIZHXQ40NYD7EQWVtO9ac5CWBVy8X/D9eeuZGKO7aKBlPTZefhCjgQMHVsYsnAwp+n6tb1cwzi41k4G5IQs+zTTwLIrB609Vs+GAyFK4EicWi+X+X12FRYigw8+FdzMu9LU18TFBjC2ncyTLgRjossEwRdf5NkaMvReF8Gmmia4tNBGfwmDHv0LEJBW9WR5HinD0ai46NOaiTxtNxKUULPQbGaP+5VWctp7tkJqWir17diM5ORk1a9bEwoW/w/D/g+nj4+PAZiv+SykxMQGhtwpmCk6bMlFq2+I/lsHVtWH5BV/JtG7bAWmpqTiwd2fBwsk1HTFv4RJJt2h8fBxYrLJNkunTbxBycrKxYd0KZGZmoG69Bpi7aAk0Nb9uQHplJmjiAo/gPZLn9ZYXdDlH7T6G8DH+4FmaQsu2aDmW7LcfcKfnBNRb4Q/7qSOQ8yEGjyb8ioQLRcuwRB/+F5qmRqgdMK1gsd+Hz3C7+1jkxpW8fEZVse9oFPh8DmZNqQ1dHQ08epqKHwIeITev6PPP2kILBvpFP7Kca+lhXaCb5Pm0sQWtwWeCY7B49YtvFntl8fitGNp8oIMbB7paHMQkMdhzMV8y2UGgw5IMiQCAqHgGR67lo2MjDXg15iAxjcHfl/MRl1KUR1eLhS5NOdDhF3S/hr0W42p49WmFA2hMHIv5/FVTgX7469u2xFVV33tXvTE6FSWPqbqtft9aZN32FR1ClRDYZXNFh1BldOjnUdEhVBkLR1bcj8IbT1VXd2hdr/KPxVZ6YkNwcDCCg4MRFxcn0zK3ffv2YvYihBBCCCkf4krRDFVxlKrELViwAAsXLoS7uzssLS3BYlXv5kxCCCGEfHvVvTtVqUrcxo0bsXPnTgwfPry84yGEEEIIIQpQqhKXm5uLli1blncshBBCCCEKq+5LjCh1P6ixY8di//795R0LIYQQQghRkMItcZ8vzisWi7F582ZcvHgRrq6uMmt3rVy5svwiJIQQQgiRo3Ksr1FxFK7EPXjwQOq5m5sbAODx48dS6TTJgRBCCCFE9RSuxF2+fFmVcRBCCCGElIm4ms9OLdOYOA6Hg7i4OFXFQgghhBBCFFSm2amV5OYOhBBCCCHVfnaq0ndsIIQQQgipSNW9banMlbitW7dCV1e3xDzTpk1TOiBCCCGEEFK6MlfiNm7cCA6HU+x2FotFlThCCCGEqBzddquM7t69CzMzM1XEQgghhBBCFFSmShytAUcIIYSQykJczcfElWmJEZqdSgghhBBSOZSpJS4gIKDUSQ2EEEIIId8CLTFSBgEBAZL/p6Sk4Pbt24iLi4NYLJbKN2LEiPKJjhBCCCGEyKXUOnGnTp3C0KFDkZGRAX19famxciwWiypxhBBCCFG56j7Kq0xj4gr98MMPGD16NDIyMpCSkoLk5GTJIykpqbxjJIQQQgiRIQZLZQ91oFQl7uPHj5g2bRq0tbXLOx5CCCGEEKIApSpx3t7euHv3bnnHQgghhBCiMIZR3UMdKDUmrlu3bvjpp5/w9OlTNGjQAFwuV2p7z549yyU4QgghhBAin1KVuHHjxgEAFi5cKLONxWJBJBJ9XVSEEEIIIaWgJUaU8OWSIoQQQggh5NtSqhJHCCGEEFLRqvtttxSuxK1duxbjx48Hn8/H2rVrS8w7bdq0rw6MEEIIIYQUT+FK3KpVqzB06FDw+XysWrWq2HwsFosqcYQQQghROXWZRaoqClfiIiMj5f6fEEIIIaQiMGqyKK+qKLVO3OPHj4vdduLECWVjIYQQQgghClJ6sV95rXFHjx7F0KFDvzooQgghhJDSiBnVPdSBUpW4sWPHwsvLCzExMZK0gwcPYsSIEdi5c2d5xUYIIYQQQoqh1BIjCxYsQFJSEry8vHDt2jWcPXsWY8eOxZ49e9C3b9/yjpEQQgghREZ1n9jAYhjli2Do0KG4c+cOPn78iP3796NXr15KB3LiDt3loTzs3kOTTsqLgbF+RYdQZby8+6yiQ6gS/M+Or+gQqgzhf/SaLC/fNVOqU69cHL6lupsP9G9RcdelKIVb4k6ePCmT9t133+H69esYPHgwWCyWJA/dO5UQQgghqlbdW+IUrsT17t272G3bt2/H9u3bAdC9UwkhhBBCvgWFK3F0v1RCCCGEVCZihtaJU1hISAhOnz4tlbZ79244ODjAzMwM48ePh1AoLNcACSGEEELkYRjVPdRBmSpxCxYswJMnTyTPHz16hDFjxsDLywuzZ8/GqVOnEBgYWO5BEkIIIYQQaWWqxD18+BAdO3aUPD9w4ACaN2+OLVu2wM/PD2vXrsWhQ4fKPUhCCCGEkC9RS1wZJCcnw9zcXPL86tWr8PHxkTxv2rQpoqKiyi86QgghhBAiV5kqcebm5pLbbeXm5uL+/fto0aKFZHt6ejq4XG75RkgIIYQQIgfddqsMunbtitmzZ+P69evw9/eHtrY22rRpI9keHh4OR0fHcg+SEEIIIYRIK9NttxYtWoTvvvsOnp6e0NXVxa5du6CpqSnZvn37dnTu3LncgySEEEII+RJTzZcYKVMlzsTEBNeuXUNqaip0dXXB4XCkth8+fBi6urrlGiAhhBBCCJFVpkpcIYFAIDfdyMjoq4IhhBBCCFGUuswiVZXKf3dXQgghhJBKbv369bC3twefz0fz5s1x+/btYvNu2bIFbdq0gaGhIQwNDeHl5VVi/uJQJY4QQgghaqmyzE49ePAg/Pz8EBAQgPv376Nhw4bw9vZGXFyc3PxXrlzB4MGDcfnyZYSEhMDW1hadO3fGx48fy3ReqsQRQgghRC1VlsV+V65ciXHjxsHX1xf16tXDxo0boa2tje3bt8vNv2/fPkyaNAlubm5wdnbG1q1bIRaLERwcXKbzUiWOEEIIIeQLQqEQaWlpUg9594fPzc3FvXv34OXlJUljs9nw8vJCSEiIQufKyspCXl5emecWUCWOEEIIIWpJlS1xgYGBEAgEUg9594dPSEiASCSSuqMVUHCDhJiYGIWu4+eff4aVlZVURVARSs1OJYQQQgipyvz9/eHn5yeVxuPxyv08f/zxBw4cOIArV66Az+eXaV+qxBFCCCFELany9lg8Hk+hSpuJiQk4HA5iY2Ol0mNjY2FhYVHivsuXL8cff/yBixcvwtXVtcwxUncqIYQQQoiSNDU10aRJE6lJCYWTFDw8PIrdb+nSpVi0aBHOnj0Ld3d3pc5NLXGEEEIIUUuVZbFfPz8/jBw5Eu7u7mjWrBlWr16NzMxM+Pr6AgBGjBgBa2tryZi6JUuWYN68edi/fz/s7e0lY+d0dXXLdOcrqsQRQgghhHyFgQMHIj4+HvPmzUNMTAzc3Nxw9uxZyWSH9+/fg80u6vzcsGEDcnNz0a9fP6njBAQEYP78+QqflypxhBBCCFFLYnFFR1BkypQpmDJlitxtV65ckXr+9u3bcjknVeIIIYQQopYqS3dqRaGJDYQQQgghaoha4gghhBCilqgljhBCCCGEqB2lK3G5ubl48eIF8vPzyzMeQgghhBCFiBnVPdRBmStxWVlZGDNmDLS1tVG/fn28f/8eADB16lT88ccf5R4gIYQQQgiRVeZKnL+/Px4+fChzjy8vLy8cPHiwXIMjhBBCCCkOwzAqe6iDMk9sOHHiBA4ePIgWLVqAxWJJ0uvXr4/Xr1+Xa3CEEEIIIUS+Mlfi4uPjYWZmJpOemZkpVakjhBBCCFElNWkwU5kyV+Lc3d0RFBSEqVOnAoCk4rZ169YSb/RaGd28sB/XgrYjPTUBljXqoNeIObB1dJWbN/TyYdy//g9iP0QAAKwd6qHLgBky+WM/vsa/B1bizfM7EItFMLdyxLDpq2FoYqXy66log7oaoZOHPrS12HgemYPNh+IRHZ9X4j5d2gjQu4MBDPQ5ePsxF1uPxCPivVCyfeFUa7g4aUntc+5GKjYdilfJNVS0Dk210KWlNgS6bETF5GPfv+mI/FT85CH3ejz0aa8DEwMOYhNFOHwxA48icqXy9G6ng7aN+dDmsxERlYfdQemISxKp+lIqhTFD7dGjswX0dDTw6Fkalv/1Ch+is4vN37C+AEO+s0UdR12YGPPg//tjXL+VWGz+Hyc5obePFdZsicDhkx9VcQkVyqi1O2r+MAaCxi7gW5nhbt9JiD0ZXPI+bZuh3vLZ0K3nhJyoaEQEbsCH3cel8thNHIKafmPAszBFWvhzPJmxCKl3HqnyUiqFkAv7cO3MdmSkJsDC1hk9S/jOuX35EB7cOImYD68AFHznePefKZX/8CZ/3L9xQmo/pwatMXrWFpVdQ2VTme7YUBHKXIlbvHgxfHx88PTpU+Tn52PNmjV4+vQpbt68iatXr6oiRpV4eOtfnN63BH18A1CjlitunN2DbUvG48dlQdAVGMvkf/PsNtw8usGuths0uDxcObUVW5eMg98fJyEwKrg3WmLse2xcNAxNPfuiU9/J4GvpIvZDBLhc3re+vG+uj5cBurUVYO2+OMQl5mFwNyPMnWiF6YvfIy9f/k+lVo104dvHBJsOxuHluxx09zTAvElWmPrbe6RmFFUyzv+XigNnkiTPhXlV813btD4PAzvrYk9QOt58yEOnFtrwG2aAX/5MRHqWbBk62mhgQl99HA3OxMOXQrRowMfUQQIs2JSEj/EF5efTShtezbWw9UQaEpJF6NNeFz8MM8Cc9YnIr+L1uKF9bdGvuzV+X/0c0bE5GDvUHisXNsCwSXeQmyf/NanF5yAiMgNBF6KxeI5Licdv28IY9evoIz5RWGI+dcbR0UZa+AtE7TwK9yPrS82vZW+Dpic34f3mAwgb8SOMO3igwabfkBMdj4QLNwAAlv19UHeZPx5PDkDK7YdwmDYSzYO24Ur9LsiNTyrlDOor/NYZBO1fgt6+82Hr6Ir/zu7G9qXj8MPSM8V859yBq0dX9HBqBA0uD9dOb8X2pWMxI/CU5DsHAGq7tkG/cb9LnmtwNb/J9ZDKocwTG1q3bo2wsDDk5+ejQYMGOH/+PMzMzBASEoImTZqoIkaVuP7vTjRr3x9NPb+DuXUt9PENAJfHx52rx+TmHzxpGTw6DYaVXV2YWdVEv3GLwIjFiHhyS5Ln7OE1qNOwLboO/hHW9vVgbF4D9Zp0kPsGrWq6exrgyPlk3HmUiXefcrF2TxyMBBw0c9Updp8e7Q1w4WYqLoWm40NMHjYdiocwl0GHFnpS+XLzGKSkiySP7Jyq2X7u3UIb1+5n40ZYDj4liLD7dDpy8xi0aaQlN3+n5tp4HJGLszezEJ0gwvHLmXgXnY8OzbQ/y6OFU9cyEfYiFx/iRNh6Ig0Gemw0dq76Pyz697TG7kPvcCM0Ea/fZuK3Vc9hbMRDmxYmxe5z614Stux9i2sltL4BgImRJmZMcMLCFc+QX8yPlKog/tw1vAxYjdh/LiqU3278IGRHfsCzWUuQ8fwN3v21DzFHz8Fh+ihJHocZvojadggfdv2vvfsOi+L4/wD+vuO4o/deFAFFisSu2DUS7LHGltjLz55o1BALdo0Rw1eJJQTFrjFYsGAjIhYUG2BBmigooPQicJSb3x+EIyegcB7l8PN6nnv0Zmd3P7tsmZvZmT2B3IhYPJrthpK8AphPGlFLW9EwXPffhw69RqF9j9J7ztDJq8AXKOFeUOX3nDGzf4VT33Hie87waaX3nNinwRL5eDw+1LX0xR9lVc262JwGg7Ha+8gDqd7YYGVlBS8v+a2uLS4uxOu4p+g9eLo4jcvlwtreCfExodVaRpGwACUlxVBRKz1hRCIRnoVeQ8+BU/HnL9OR+DICOvqm6D14Ouzb962NzWgwDHV50NbkISwyT5yWVyBC9EshbCyUcPNBboV5eAqAlbkAJy5niNMYA8Ij82DTTEkib/f26ujRXh2Z2cW4+yQPxy+kV1mTIq8UuEBTEx7O3XgnTmMAnj4vhJWZYqXzWJkr4lJwnkTa49hCtLUp/SWur8WFlroCnj4vb9LOFzI8f1UEK3NFhDxpvDVIJoZK0NMR4G5o+fH1Lq8ET6Oy4dBSAwHXpW+O53CAFQtb4siJBMTF5318hs+IVufWSP1HspCRcvkG7Nx/BgBwFBWh2dYesb/sLs/AGFL/uQWtzm3qMtQ6VVxciMQXT9DrvXuOlRT3nPcLac+fhWDd7K5QVtWAlV0nOI9cAFV1bVmGTxqwGhfisrOzK03ncDgQCATg8xt+VW5eTiZEohKoaUr+IlfX1EVK0vNqLeP8UXdoaBvA2r70OcB32WkoLMhD4Nk/4TJyPgaMWYjIsBs48L8FmPGzDyxtO8h8OxoKLY3SwygrR7J9LjOnGNoaCpXOo66qAAUFDjIrzFMCU8PyY+j6/RykpBcjPasYFqZ8fDdED6YGitjsnSzjrahf6ipcKHA5yH4n2VSc/U4EY73KT1NNNW7F/LkiaKiV7nMNNa54Ge8vU1O1cb+sRUe79BjKyJR8JjMjs1A8TVrjR5ijRMRw/EzjewbuUwkM9SB8kyqRJnyTCkVNdXCVBFDU1gSXx4Pwbdp7edKgamNZl6HWqfJ7jmSrjLqGLlIS46q1DP9jW/6953QRp7Vw7Ab7Ds7Q0TdD2pt4XDruAZ8tMzHL7Qi43MqvvY2NvAzKW1tqXIjT0tL6YC9UMzMzTJo0CW5ubuByK79RCIVCCIWStQBFhTwo8uWjieeqnxfCbp/HzGX7xDGXjSlj37YPuvefCAAwaWqLl9GhuB1wrFEV4nq0V8PM0eU9lNfvTqy1dV2+Vf6jIT6pEOlZJVgzzxSGejy8SaW3hZBSzj0NsHhOC/H3JWtq5yF5Gys1jBpihinf36+V5RNSmcAzXgi/7Y/pP++TuE9+4TRQ/H8j8xYwbmKDXxd9hecRIeIKBtK41bgQ5+Pjg2XLlmHSpEno2LEjACAkJAT79u3D8uXLkZKSgi1btkAgEODnn3+udBkbN27E6tWrJdJGT1uBMTPcpNiEmlNR1wKXq4DcLMlfjDlZaVDXrPp5GQC4dm4PAs/+iek/ecO4iY3kMhV4MDC1kshvYGqJF5EPZBd8AxDy6B2iXiSIvyvySgv1muoKyMgur1nTUuch7lXlTXY570pQUsKgpS75a1FLXQGZOVUXzqJfFgAAjPX4jaoQl5MnQomIQeO9GjINVS6ycivvyJGVK6qYX42L7H87hWT/O9/7y9BQ5SL+TePZdwBwIyQNT6Puib/zFUv3i7aWItIyynvramvxEfO8YvN+dTnaa0JbUxG+ezqL03gKHMydYoVvhphh1LQ7Ui+7MRC+SYXAUPIaKjDUQ1FWDkQFQhSmZkBUXAyBge57eXQhTJa8Hjcm5fccyRrInOw0qGt9+J4TdG4Prp31wtSleyTuOZXRMTCHqro20t7EfzaFOHl5dq221LgQt2/fPri7u+Obb74Rpw0ePBitWrXC7t27ERAQgCZNmmD9+vVVFuJcXV2xcOFCibSLj6R6PE8qPB4fps3sEPPktvh5NdG/nRS6OI+rcr7As9745/RuTF3qBTNLyZ5rPB4fZpYOSEmSrBpPTXrR6IYXKRAyJAvfa6bKKoZjCxW8eF16w1RW4qB5UwEu3MiqdBnFJUBsghCOLZQR8qj0OTAOB3C0UcH5oMwq193MtPRXaEZ24yqElIiAl4nFsLXk42Fk6T7kALC15OOfkMqHxIhNKIJtMz4u3ymfbm/JR8yr0n2TkilCZk4J7CwVkfBvoU2Jz4GlmSKu3qt6mA15lJ9fgtf5kk3zqelCtP9CGzFxpceXirIC7Fpo4NR56WuOL159g3v/ec4OALauccTFq29w7krjauKXRubtUOj37yGRpvdlF2TcDgUAsKIiZD14Ar0+TuVDlXA40O3thJc7DtZxtHWHx+PDxMIesU8l7zmxT27DyXl8lfNdO/snrvrtxpQlFe85lclKT0ZebibUtfRlFjtp2Gpccrp16xZ27dpVIb1NmzYIDi59oLVbt27id6pWRiAQQCCQbDpV5NfteAfd+0/CX7tdYdbMAWZWrXDjwn4UCfPRvucwAMCxXT9BQ9sA/UeXFjYDz/yJS77bMXb2r9DRM0FOZumD0XwlFQiUSntg9hwwBYc9F6JZy/awsu2IqPAbiHgYiBnLfOp02+rD2WuZGOmijaSUQrxJK8bYgTpIzypBSHj5g/qr5pjgTvg7+F8vLdiduZqJed8aICZBiOiXBRjcSwsCPgf/3MkBABjq8dCjnTruP81DzrsSWJjwMXm4Pp7E5ONlYmGlccizi7fzMG2oBl4kFiPudekQIwJFDm6Elha4pg1VR0aOCL4Bpfv08p08LJ2kDRcnZYRFFaKTgxIsTHjYd6a8CfrynXwM6q6KN2klSMksHWIkM0eEB88ab6eGMsf9XmPi6CZISMwvHWLkWwukpQtx/XZ5jY/HOkcEBafixLnSgp2yEhemxuW9gY0NlWDdTBU5ucV4kyJEdk4xst+rKS4uZkjLKETC68ZVMAZKhxhRtW4i/q7SzAwaX7REYXoWChKSYLNuIZRMDRE2eSkA4OUfR9F09ni03LgYCT6+0OvdGcaj+uPukJniZcR57MUXe35B5v3HyLobDov5E8FTVUbCvsp7aTYW3ftPxPE/XGHazAHmlq1w8+J+FArz0a5H6T3nr11LoaFtiH7/3nOunfXCZd/tGDN7C7T1TCvcc4QF7xBwcgccOjhDXVMfaW/j4X90C3QMm6BFq271tp11jdXqQ3EN/wUGNS7EmZubw9vbu8LL7r29vWFubg4ASEtLg7Z2w+4d80Xn/niXnY5LvtuRk5UKk6YtMWXJbnFzamZqEjic8qaq2wFHUVJchIPbvpdYTt9hs+E8Yi4AwKFDXwyb4oarfl7w278B+sYW+HaBB5rZyM/QK9I6eSUTAj4X/zfGAKrKXEQ8L8DanYkSY8QZ6SmKH7oHgJsPc6GhpoCxA3SgpVHa9Lp2Z6K4g0RxcWnN3KB/C3epGcUIDs3F35ca51hSd58Ioa6Si6G9VMWD/f52KBPZ70r3oY6mgsRDvLGvivHHiWwM762K4X3U8Ca9BNuPZonHiAMA/5t5EChyMHGwOlSUuIiOL8LWg5mNfow4ADjkmwAlJQUsmdsCaqo8PHqahUVujyR6NpsaKUNLo7z3b0trdWzf2Fr8ff40awDA+YBkbPCIrLPYGwrNdg5wCjgg/m63pbR1JWH/CYRPdYXAWB/K5sbi6fkvXuHukJmwc3eFxbwJKHiVjEczl4vHiAOApOP+4OvroIXb/NLBfsMiEDJoGgrffnhYF3nn2HkAcnMycMV3278DzNti8uI/yu85aZXfcw5tWyCxnC+HzUHf4XPB5SogOSESD66fQkFeDtS19dHcoSucR87/rMaK+9w7NnBYDd/y6ufnh1GjRqFly5bo0KH0Yf179+4hIiICvr6+GDRoEHbu3Ino6Ghs3bq12ss9dfczuKvUgf0HqtfTiXyclq5GfYfQaETdi6jvEBoF1wsz6juERkN4k45JWRnesf56u2/2rb3B35eMaPi9+GtcEzdkyBBERkZi165diIqKAgD0798fp06dQm5u6QPDs2bNkm2UhBBCCCHvoY4NUrCwsBA3p2ZnZ+PIkSMYPXo07t27h5ISqlEjhBBCCKltUtcVBgUFYeLEiTAxMYG7uzt69+6N27dvf3xGQgghhBAZEIlYrX3kQY1q4pKTk+Hj4wNvb29kZ2fjm2++gVAoxKlTp2BnZ1dbMRJCCCGEkPdUuyZu8ODBsLGxQXh4ODw8PJCYmIjt27fXZmyEEEIIIVWqjRffl33kQbVr4vz9/TF//nzMmjULzZs3r82YCCGEEELIR1S7Ju7GjRvIyclBu3bt0KlTJ3h6eiI1tfG+JoUQQgghDdvnXhNX7UJc586d4eXlhaSkJMycORNHjx6FiYkJRCIRLl++jJycnNqMkxBCCCFEgoixWvvIgxr3TlVVVcWUKVNw48YNPHr0CIsWLcKmTZtgYGCAIUOG1EaMhBBCCCHkPZ80HLGNjQ02b96MV69e4ciRI7KKiRBCCCHko5io9j7yQCbvlFBQUMDQoUPh5+cni8URQgghhJCPkOqNDYQQQggh9a2Gr39vdBr+210JIYQQQkgFVBNHCCGEELkkkpNn12oL1cQRQgghhMghqokjhBBCiFz63J+Jo0IcIYQQQuSS6PMuw1FzKiGEEEKIPKKaOEIIIYTIJfaZV8VRTRwhhBBCiByimjhCCCGEyKXPvF8D1cQRQgghhMgjqokjhBBCiFwS0TNxhBBCCCFE3lBNHCGEEELkEg32SwghhBAihxi9O5UQQgghhMgbqokjhBBCiFwSfebNqVQTRwghhBAih6gmjhBCCCFy6XPv2EA1cYQQQgghcohq4gghhBAil2iwX0IIIYQQIncaTE1ce82I+g6hUYjtY1/fITQatk2K6zuERuO2hVN9h9AoCFfQdVJWBF1t6zuExqMost5W/Zk/EtdwCnGEEEIIITXBqDmVEEIIIYTIG6qJI4QQQohcosF+CSGEEEKI3KGaOEIIIYTIJXomjhBCCCGEyB2qiSOEEEKIXKKaOEIIIYQQIneoJo4QQgghcukzr4iTviYuMzMTf/75J1xdXZGeng4AePDgAV6/fi2z4AghhBBCSOWkqokLDw9H3759oampiRcvXmD69OnQ0dHBiRMnEB8fj/3798s6TkIIIYQQCfRMnBQWLlyISZMmITo6GkpKSuL0AQMGICgoSGbBEUIIIYRUhTFWax95IFUh7u7du5g5c2aFdFNTUyQnJ39yUIQQQggh5MOkak4VCATIzs6ukB4VFQV9ff1PDooQQggh5GNE1Jxac0OGDMGaNWtQVFQEAOBwOIiPj8fSpUsxYsQImQZICCGEEEIqkqoQ5+7ujtzcXBgYGCA/Px89e/aEtbU11NXVsX79elnHSAghhBBSAT0TJwVNTU1cvnwZZ86cwbZt2zB37lycP38e165dg6qqqqxjJIQQQghp0H7//XdYWFhASUkJnTp1QkhIyAfzHz9+HC1btoSSkhJatWqF8+fP13idnzTYb7du3dCtW7dPWQQhhBBCiFQayhAjx44dw8KFC7Fr1y506tQJHh4ecHFxQWRkJAwMDCrkv3XrFsaOHYuNGzdi0KBBOHz4MIYOHYoHDx7AwcGh2uvlMCnrDO/evYurV6/i7du3EIlEEtO2bt1a4+W9inosTRjkPcee2td3CI2GbZPi+g6h0bj9qGFcaOVda1t6yY6sCLra1ncIjcbAosh6W/fUtSm1tmzvFdXvqNmpUyd06NABnp6eAACRSARzc3PMmzcPP/30U4X8o0ePxrt373D27FlxWufOndG6dWvs2rWr2uuV6oqwYcMGLF++HDY2NjA0NASHwxFP++//CSGEEEJqS23WxAmFQgiFQok0gUAAgUAgkVZYWIj79+/D1dVVnMblctG3b18EBwdXuuzg4GAsXLhQIs3FxQWnTp2qUYxSFeL+97//Yc+ePZg0aZI0sxNCCCGEfDJRLXZA2LhxI1avXi2R5ubmhlWrVkmkpaamoqSkBIaGhhLphoaGePbsWaXLTk5OrjR/TcfalaoQx+Vy0bVrV2lmJYQQQghp8FxdXSvUlr1fC1ffpOqd+sMPP+D333+XdSyEEEIIIdXGRKzWPgKBABoaGhKfygpxenp6UFBQwJs3byTS37x5AyMjo0rjNjIyqlH+qkhViPvxxx8RGRkJKysrDB48GMOHD5f4EEIIIYR8Dvh8Ptq1a4eAgABxmkgkQkBAAJycnCqdx8nJSSI/AFy+fLnK/FWRqjl1/vz5uHr1Knr37g1dXV3qzEAIIYSQOtdQBuVduHAhJk6ciPbt26Njx47w8PDAu3fvMHnyZADAhAkTYGpqio0bNwIAFixYgJ49e8Ld3R0DBw7E0aNHce/ePfzxxx81Wq9Uhbh9+/bB19cXAwcOlGZ2QgghhJBGY/To0UhJScHKlSuRnJyM1q1b48KFC+LOC/Hx8eByyxs/u3TpgsOHD2P58uX4+eef0bx5c5w6dapGY8QBUhbidHR0YGVlJc2shBBCCCEyIWogg/0CwNy5czF37txKpwUGBlZIGzVqFEaNGvVJ65TqmbhVq1bBzc0NeXl5n7RyQgghhBAiHalq4rZt24bY2FgYGhrCwsICioqKEtMfPHggk+AIIYQQQqrSUF67VV+kKsQNHTpUxmEQQgghhNRMQ+nYUF+kKsS5ubnJOg5CCCGEEFIDn/Q25fv37yMiIgIAYG9vjzZt2sgkKEIIIYSQj2EiUX2HUK+kKsS9ffsWY8aMQWBgILS0tAAAmZmZ6N27N44ePQp9fX1ZxlhrTp3zx18nTiM9IxNWzSwwb+ZUtGzR/KPz/RN0A+t//Q1dOnXA2uU/SUx7mfAKXj4HEP74KUpKStDU3AxurothaCAf+0QaT24dQliQN/JzUqFj3BJdv14OA3PHSvOmJ0fj3uVtSH39BLkZiXAa5IpW3SdWuezQq38g5MJWOHSdgC5Dfq6tTWgwblw6gn/O7EVOVipMmthg+KSf0dS6VaV5gwP+xt3rfkh+FQMAMGtmh4GjF0jkFxbk4eyR3/Do3j/Iy8mEjoEpuruMR1fn0XWyPfWpow0XXR0UoKYMvElnOBdSgtepVTe92DfloE8bHrTUgPRshkv3SxD9ujy/qhLwVTsFWJlwocQHXr5hOHenGOk5dbE19Sf48iEEnd+D3KxUGJm3xJAJy2BuVfn5HXL1Lzy84YfkV9EAANNmdnAZ9YNE/uO7XfHgximJ+Zq36oYpS7xqbRsaAp1u7WG5aCo02zpAycQA90bMxhu/gA/P06Mj7Lb8BDW75ihISELMxp14tf+kRJ6ms8bBcuFUCIz0kR3+DE++X4usu49qc1NIAyJV79R58+YhJycHT548QXp6OtLT0/H48WNkZ2dj/vz5so6xVly9fhO7/vTBhLHfYJfHr7Bq1hRLV65FRmbWB+dLfvMWu/fsQyt72wrTEpOSsWDpMpibmcJ9w2p4bd+Kb8eMAp/Pr63NqHexYecRfHYT2n05B8Pnn4CusQ3Oe09Dfm5apfmLiwqgoWOOjv0WQVn9wwXbtwmPEHHnGHSMbWoj9AbnYbA/Th3YDJcRs7Bow3GYNLXB7k0zkZNV+b6MibiLtl0GYM7yPViw+iC0dY2wa+MMZKaXv8rl1IHNeBZ2A9/O2Yif3P3Qo/93OOGzAY/vXa2rzaoXDhZc9OuggMCwEuw6U4TkDIYJfXlQVao8v7k+ByN78PAgugQ7zxQhIp5hbG8eDLTKBzIf15sHbXUODv9TjJ1nipCZyzDpK0UoflJ7RsMWfvs8zh3+BV8Om4O5a31h3MQGezZPR24Vx+TziLtwdBqA6T/7YJbbEWjpGGPP5mnISpd8vVALx+74eXuQ+DN2zpa62Jx6paCqguzwSDyev/rjmQEoW5ihg99upAXewY32XyNu+z602r0Oes7dxHmMR/WH7a+uiF73O250HIac8GfodM4bfH2d2tqMBkckYrX2kQdSFeIuXLiAHTt2wNa2vCBjZ2eH33//Hf7+/jILrjb9feoMBrj0Rb++fWDRxBzfz54JgUCAC5er/mVUUlKCDe4emDhuNIz/HcDvv7wPHEandm0xc/IENLeyhImxEbp06gBtLc3a3JR6FX7dBy07joJNhxHQNrRG92GrwVNUQuRd30rzG5i3QueBS2DdeiAUeIqV5gGAIuE7XD36I7qPWAuBskZthd+gBJ7bD6c+I9Gp1zAYmVlh1NSV4POVcCfwZKX5v5v7C7p9NQamFi1haGqJ0TNWgzERoh/fFud5ERWKDj2+hrVdR+jom6LLl6Ng0tQG8bGN+5d6Fzsu7keL8DBGhJQs4ExwCYpKgLbWlV/yOttyEfOa4eYTEVKzgH9CS5CUztCpZWl+XQ3A3ICLM7dLkJjGkJYNnL1dAp4C0KqZVJdRuXDdfx869BqF9j2Gw9DUGkMnrwJfoIR7QScqzT9m9q9w6jsOJk1tYWBiieHT1oKJRIh9GiyRj8fjQ11LX/xRVm2818gyKReDEOXmgTenr1Qrf9MZY5Af9woRS35B7rPneLnjEJJ9L6LZgkniPM2+n4wE77/wat8J5EbE4tFsN5TkFcB80oha2grS0Eh19RGJRBWGFQEARUVFiOSgfbqoqAhRMbFo+0V5FT+Xy0Xb1o54GhlV5XwHjh6HlqYmBnzVt8I0kUiEO/fuw8zUBEtXrsGIbydjzqKfcCP4Tq1sQ0NQUlyI1NdPYNa8iziNw+XC1NoJb+JDP2nZN06tgXnLXhLLbsyKi4vwKu4pWjh0FqdxuVw0d+iMl9Fh1VpGobAAouJiqKiV3xAtWrTG4/tXkZn+BowxRD8JQUrSC9g4Nt79qsAFjHU5iE0svxYxALGJIpjpV37JM9fn4nmS5LUr5jWDuT7n32WW/ltcUv7rnAEoEQFNDRrnaweLiwuR+OIJrO3L3+XI5XJhZe+E+JjQai2jSFiAkpLiCoW0589CsG52V7gv7o9Te1fhXU6GLENvFLQ6t0bqP5KF35TLN6DduTUAgKOoCM229kgNuFWegTGk/nMLWp0/n+fTGWO19pEHUhXi+vTpgwULFiAxMVGc9vr1a/zwww/48ssvZRZcbcnKzoFIJIK2tpZEuraWJtIzMiud59GTCPhfDsCiubMqnZ6ZlYX8/AIc/fskOrRtg1/WrES3zh2xauOvCHv0RMZb0DAU5GWAiUqgrKYrka6sroe8nFSplxsTeg6piU/Rsd/CTw1RbrzLzoBIVAJ1Tcl9qa6pi+zM6u3Ls4e3QkNbHy0cym+6Iyb9DENTK6ye8yV+/K4Ndm+aiRGTl8HKtr1M429IVASlha53BZLp7woAdeXK51FTBnLfy59bwKCmXFpAS81iyMxlcG6rACV+aUGxmwMXmqocqCs3zkJcXk4mRKISqL1/TGroIqeax6T/sS3Q0DaAtX35j4YWjt0wauYmTHPdi36jFyHu2T34bJkJkahEpvHLO4GhHoRvJPez8E0qFDXVwVUSgK+nDS6PB+HbtPfypEFgpFeXoZJ6JNXTHJ6enhgyZAgsLCxgbm4OAEhISICDgwMOHjz40fmFQiGEQqFkWmEhBA302bG8vHxs2roNC+fOgqZm5U17Ze3nXTp1wMihgwEA1pbN8ORZJM5cuIgvWtnXWbzyLDczCcFnNmDAtD3gKQrqOxy5ceX0n3gY7I85K/ZCkV++365fPISXMeGY+qMndPSMEfvsPnz3roeGtgFsWjl9YInkv0QMOHK1GEO7KuDnsXyUiBieJzFEvRKhcRbhPl3gGS+E3/bH9J/3SRyTXziVv3PbyLwFjJvY4NdFX+F5RIhErR8h1UGD/UrB3NwcDx48wJUrV/Ds2TMAgK2tLfr2rdjMWJmNGzdi9WrJhzt/mDsLC+fNliacGtPUUAeXy0XGe7VuGZlZ0Hmvdg4AEpOTkfz2LZav3ShOK6tqdf56FPbt2g59PV0oKCigaRNziXmbmJvh8dMImW9DQ6Ckog0OV6FCJ4b8nFSoqEv3SzD19RPk56bhxLbh4jQmKkFS3D08CT6EqevDweUqfFLcDZGqhja4XIUKnRhystKgofXhfXn17F4E+Hlj1s9eMGla3gmksLAA547+D5MX/g/2bXsCAEya2uD1y2cIPOvTaAtxeUKgRMQqdGJQVQJy8iufJzcfUHsvv5oSB7n55TeIpHSGnWeKIVAsrYnLEwIzBvDwOq1x3kRU1LXA5SpU6MSQk50G9Y8ck0Hn9uDaWS9MXboHxk0+3DFJx8AcquraSHsTT4W4/xC+SYXAUHI/Cwz1UJSVA1GBEIWpGRAVF0NgoPteHl0Ik6VvCZE3VIiTEofDgbOzM5ydnWs8r6urKxYulGwqS4mPkTaUGlNUVEQLays8DH+Ebk6dAJQ+0/YwLBxDB/avkL+JmSn+9PxNIm3PgcPIzy/AnBlToK+nC0VFRdg0t0bCq9cS+V69ToShnAy5UlMKPD70TO3xOiYYFvalBXgmEiEx5jbsu4yXapkm1p0x8gc/ibRrx3+Gpr4lWvea1igLcADA4ynCrJkdoh7fQasOpY8kiEQiRD+5g25fja1yvgC/Pbhy6g/MdN2NJlYOEtNExcUoKSkGlyv51ASXqwARa/jPrkqrRAQkpTFYGnPxLKG0iY4DwNKYi5BnlTfZJaSIYGnMRXBE+X6xMuEgIaXiDUJYVPqvjjpgostBQGjjbAbk8fgwsbBH7NPbsG9fen6LRCLEPrkNJ+eqz+9rZ//EVb/dmLLEC2aWDlXmK5OVnoy83EyoazXO66S0Mm+HQr9/D4k0vS+7ION2KACAFRUh68ET6PVxKh+qhMOBbm8nvNzx8RYx0jhIVYibP38+rK2tKwwn4unpiZiYGHh4eHxwfoFAAIFAsqksu46bUkcOHYxfftuOFtZWaNmiOXxPn0VBgRAuffsAADZt3QY9XR1Mm/gt+Hw+mjVtIjG/mqoqAEikjx7+NdZu3gpHBzu0buWAuw8eIjjkHrZuWFN3G1bHHLtPQuBfP0HfzAH6Zo54dGMfiory0aJ9aU3a1WNLoaphgI79FwEo7QyR8TYWACAqLsK77DdITYyAIl8FmnpNwReoQceohcQ6eHxlKKloVUhvbHoNnIDDO5fB3NIeTa0dcM3/IAqF+ejUcygA4NAOV2hqG2DQ2B8AAAF+3vA/7onv5m6Gjr6p+Nk5gZIKBEoqUFJRg5Vte/gdcociXwBtPRPERtzDvSA/fP3d4vrazDpx66kIw7opIDGN4VWqCE62CuDzgAcxpYW04d0UkJ0HXHlQWgC7HSHClH48dLHjIuqVCK2aKcBElwO/4PICmn3T0ufsst4xGGpz0L8jDxEJDLGJjbcmoHv/iTj+hytMmznA3LIVbl7cj0JhPtr1GAYA+GvXUmhoG6Lf6NIf5dfOeuGy73aMmb0F2nqmyMlMAQDwlVQgUFKFsOAdAk7ugEMHZ6hr6iPtbTz8j26BjmETtGjVrco4GgMFVRWoWpffL1SamUHji5YoTM9CQUISbNYthJKpIcImLwUAvPzjKJrOHo+WGxcjwccXer07w3hUf9wdMlO8jDiPvfhizy/IvP8YWXfDYTF/IniqykjYV3nv4caoMf8grQ6pCnG+vr7w8/OrkN6lSxds2rTpo4W4hqB3967IysqCz6GjyMjIhJVlM2xavVzcnPo2JRUcTs2edunm1Anfz56BI8dPwPOPPTA3NcEq18WVjinXWFh9MQD579Jx79J25OWkQNfEFgOmeImbU3MzEyX2Y172W5z43zDx9/CgPQgP2gNjyw4YPPNAncffkLRx6o/c7Axc+NsT2ZmpMG3aEjN/2iVuuspITQKHU16rdvPyMZQUF8HH4weJ5biMmIV+I+cAACbM34JzRz1w0PMn5OVmQVvfBANGz0eXvo17sN/HL0RQUQL6tFaAmrICktMZDlwpFnd20FTlSPQ+S0hh+DuoGF+24aFvWwWkZTMcuVqMt5nledSUOejXQQGqSqXNr6GxIlwLb5y1cGUcOw9Abk4GrvhuQ05WKoyb2GLy4j+grll6TGamSR6TtwOOoqS4CIe2LZBYzpfD5qDv8LngchWQnBCJB9dPoSAvB+ra+mju0BXOI+eDp9gwn4mWFc12DnAKKL/G2W0pHbw8Yf8JhE91hcBYH8rmxuLp+S9e4e6QmbBzd4XFvAkoeJWMRzOXI/XyDXGepOP+4OvroIXb/NLBfsMiEDJoGgrfVj6OH2l8OEyKfrRKSkp4/PgxrK2tJdJjYmLg4OCAgoKCKuas2quoxzWeh1R07Cl1oJAV2ybF9R1Co3H7UeOtrapLrW0b8cjCdUzQtfH+uK5rA4si623dw+ZG19qyT3p+/A1O9U2qIUasra1x4cKFCun+/v6wtLT85KAIIYQQQsiHSfWzbuHChZg7dy5SUlLQp0/pM2QBAQFwd3eXi6ZUQgghhMg/6p0qhSlTpkAoFGL9+vVYu3YtAMDCwgI7d+7EhAkTZBogIYQQQgipSOoHLGbNmoVZs2YhJSUFysrKUFNTk2VchBBCCCEfJC+vx6otUr92KzMzEwCgr68vLsBlZ2eLm1cJIYQQQmqTSCSqtY88kKoQFxgYiMLCwgrpBQUFuH79+icHRQghhBBCPqxGzanh4eHi/z99+hTJycni7yUlJbhw4QJMTU1lFx0hhBBCSBWoY0MNtG7dGhwOBxwOp9JmU2VlZWzfvl1mwRFCCCGEkMrVqBAXFxcHxhgsLS0REhIC/f+8E5TP58PAwAAKCo3z3ZaEEEIIaVgYvXar+po2bQoAcvPAHyGEEEJIYyXVECP79+//4HQaK44QQgghtY2eiZPCggWSLzcuKipCXl4e+Hw+VFRUqBBHCCGEEFLLpCrEZWRkVEiLjo7GrFmzsHjx4k8OihBCCCHkY6gmTkaaN2+OTZs24dtvv8WzZ89ktVhCCCGEkEqJPvOODVIN9lsVHo+HxMREWS6SEEIIIYRUQqqaOD8/P4nvjDEkJSXB09MTXbt2lUlghBBCCCEfQs2pUhg6dKjEdw6HA319ffTp0wfu7u6yiIsQQgghhHyAVIW4snHiUlJSAEBi0F9CCCGEkLrAPvNxa2v8TFxmZibmzJkDPT09GBkZwcjICHp6epg7dy4yMzNrIURCCCGEEPK+GtXEpaenw8nJCa9fv8b48eNha2sLAHj69Cl8fHwQEBCAW7duQVtbu1aCJYQQQggpQ8/E1cCaNWvA5/MRGxsLQ0PDCtO++uorrFmzBr/99ptMgySEEEIIIZJq1Jx66tQpbNmypUIBDgCMjIywefNmnDx5UmbBEUIIIYRUhTFRrX3kQY1q4pKSkmBvb1/ldAcHByQnJ39yUIQQQgghHyP6zJtTa1QTp6enhxcvXlQ5PS4uDjo6Op8aEyGEEEII+YgaFeJcXFywbNkyFBYWVpgmFAqxYsUK9OvXT2bBEUIIIYRUhYlEtfaRBzXu2NC+fXs0b94cc+bMQcuWLcEYQ0REBHbs2AGhUIgDBw7UVqyEEEIIIeRfNSrEmZmZITg4GLNnz4arqysYK22L5nA4cHZ2hqenJ8zNzWslUEIIIYSQ/6IhRmqoWbNm8Pf3R0ZGBqKjowEA1tbW9CwcIYQQQkgdkuq1WwCgra2Njh07yjIWQgghhJBqk5ehQGpLjV+7RQghhBBC6p/UNXGEEEIIIfWJnokjhBBCCJFD8jIUSG2h5lRCCCGEEDnEYWXjhJAPEgqF2LhxI1xdXSEQCOo7HLlG+1I2aD/KDu1L2aF9KRu0H0l1UCGumrKzs6GpqYmsrCxoaGjUdzhyjfalbNB+lB3al7JD+1I2aD+S6qDmVEIIIYQQOUSFOEIIIYQQOUSFOEIIIYQQOUSFuGoSCARwc3OjB0xlgPalbNB+lB3al7JD+1I2aD+S6qCODYQQQgghcohq4gghhBBC5BAV4gghhBBC5BAV4gghhBBC5NBnVYjjcDg4depUfYdBPuDFixfgcDgIDQ0FAAQGBoLD4SAzM7Ne4yKy8bFz0MLCAh4eHjJdZ69evfD9999/Ulz/tWrVKrRu3fqT4yKEkE/VaApxycnJWLBgAaytraGkpARDQ0N07doVO3fuRF5eXn2HJ9cmTZqEoUOH1su6u3TpgqSkJGhqatbL+uvDpEmTwOFwxB9dXV3069cP4eHh4jxl027fvi0xr1AohK6uLjgcDgIDAyXy18UPmJSUFMyaNQtNmjSBQCCAkZERXFxccPPmzWrNf/fuXcyYMaNaeVetWiWxnyr7VFdSUhL69+9f7fyfo+DgYCgoKGDgwIH1HUq9SUhIwJQpU2BiYgI+n4+mTZtiwYIFSEtLq/Yy3v+hSsinaBSFuOfPn6NNmza4dOkSNmzYgIcPHyI4OBhLlizB2bNnceXKlfoOkUiJz+fDyMioRjfkxqBfv35ISkpCUlISAgICwOPxMGjQIIk85ubm2Lt3r0TayZMnoaamVpehShgxYgQePnyIffv2ISoqCn5+fujVq1e1b3L6+vpQUVGpVt4ff/xRvI+SkpJgZmaGNWvWSKRVl5GREQ3l8BHe3t6YN28egoKCkJiYWN/h1Lnnz5+jffv2iI6OxpEjRxATE4Ndu3YhICAATk5OSE9Pr+8QyeeINQIuLi7MzMyM5ebmVjpdJBIxxhgDwE6ePMkYY+zq1asMAMvIyBDne/jwIQPA4uLixGk3btxgPXv2ZMrKykxLS4t99dVXLD09nTHGWEFBAZs3bx7T19dnAoGAde3alYWEhIjnTU9PZ+PGjWN6enpMSUmJWVtbsz179oinx8fHs1GjRjFNTU2mra3NhgwZIrHuhmLixIns66+/Zowx1rNnTzZv3jy2ePFipq2tzQwNDZmbm5s4r0gkYm5ubszc3Jzx+XxmbGzM5s2bJ57+379BGU1NTbZ3717GGGNxcXEMAHv48CFjrOLfae/evUxTU5NduHCBtWzZkqmqqjIXFxeWmJhYS1tf9/67v8tcv36dAWBv375ljJXux+XLlzMNDQ2Wl5cnzufs7MxWrFjBALCrV6+K0yvb77KWkZHBALDAwMAq87wfx8qVK5mRkRELCwtjjDHWtGlT9ttvv0nk9/LyYkOHDmXKysrM2tqanT59utJlvz9vmY8ds5XFlZCQwMaMGcO0tbWZiooKa9euHbt9+zZjjDE3Nzf2xRdfiPPGxMSwZs2asTlz5jCRSFTtY9TLy4u1bNmSCQQCZmNjw37//XfxNKFQyObMmcOMjIyYQCBgTZo0YRs2bGCMffwcqw05OTlMTU2NPXv2jI0ePZqtX79eYvrp06eZtbU1EwgErFevXszHx6fC9fX69eusW7duTElJiZmZmbF58+ZVec1uiPr168fMzMwkzjfGGEtKSmIqKirs//7v/xhjH7/GAZD49OzZU5zP29ub2dnZMT6fz4yMjNicOXPE016+fMmGDBnCVFVVmbq6Ohs1ahRLTk4WTy87Lr29vZm5uTlTVVVls2bNYsXFxeyXX35hhoaGTF9fn61bt04itoyMDDZ16lSmp6fH1NXVWe/evVloaKgM9hipC3JfE5eWloZLly5hzpw5UFVVrTSPtLU4oaGh+PLLL2FnZ4fg4GDcuHEDgwcPRklJCQBgyZIl8PX1xb59+/DgwQNYW1vDxcVF/ItsxYoVePr0Kfz9/REREYGdO3dCT08PAFBUVAQXFxeoq6vj+vXruHnzJtTU1NCvXz8UFhZKFW9d2bdvH1RVVXHnzh1s3rwZa9asweXLlwEAvr6++O2337B7925ER0fj1KlTaNWqlUzXn5eXhy1btuDAgQMICgpCfHw8fvzxR5muoyHJzc3FwYMHYW1tDV1dXXF6u3btYGFhAV9fXwBAfHw8goKC8N1339VLnGpqalBTU8OpU6cgFAo/mJcxhnnz5mH//v24fv06HB0dq8y7evVqfPPNNwgPD8eAAQMwfvz4Gtd6fOiYfV9ubi569uyJ169fw8/PD2FhYViyZAlEIlGFvOHh4ejWrRvGjRsHT09P8bXmY8fooUOHsHLlSqxfvx4RERHYsGEDVqxYgX379gEAtm3bBj8/P/z111+IjIzEoUOHYGFhAaBuzrH3/fXXX2jZsiVsbGzw7bffYs+ePWD/DjEaFxeHkSNHYujQoQgLC8PMmTOxbNkyifljY2PRr18/jBgxAuHh4Th27Bhu3LiBuXPn1mrcspKeno6LFy9i9uzZUFZWlphmZGSE8ePH49ixY+J98iEhISEAgCtXriApKQknTpwAAOzcuRNz5szBjBkz8OjRI/j5+cHa2hoAIBKJ8PXXXyM9PR3Xrl3D5cuX8fz5c4wePVpi2bGxsfD398eFCxdw5MgReHt7Y+DAgXj16hWuXbuGX375BcuXL8edO3fE84waNQpv376Fv78/7t+/j7Zt2+LLL7+kmkV5Uc+FyE92+/ZtBoCdOHFCIl1XV5epqqoyVVVVtmTJEsZYzWvixo4dy7p27VrpenNzc5mioiI7dOiQOK2wsJCZmJiwzZs3M8YYGzx4MJs8eXKl8x84cIDZ2NiIawkZK/31rayszC5evFijfVDb3q+J69atm8T0Dh06sKVLlzLGGHN3d2ctWrRghYWFlS4LMqiJA8BiYmLE8//+++/M0NDw0zayAZk4cSJTUFAQH78AmLGxMbt//744T9l+9PDwYL1792aMMbZ69Wo2bNgwcY1YXdfEMcbY33//zbS1tZmSkhLr0qULc3V1FdeylcVx/PhxNm7cOGZra8tevXolMX9lNXHLly8Xf8/NzWUAmL+/f4V1f6gm7kPHbNl6yvbP7t27mbq6OktLS6t0G8tqPG7evMm0tbXZli1bJKZX5xi1srJihw8flphv7dq1zMnJiTHG2Lx581ifPn0krg9lPnaO1YYuXbowDw8PxhhjRUVFTE9PT3x8LV26lDk4OEjkX7ZsmcR5O3XqVDZjxgyJPNevX2dcLpfl5+fXevyfquw+U9U5tHXrVgaAvXnzpsbXuDImJiZs2bJllS7/0qVLTEFBgcXHx4vTnjx5wgCIW3/c3NyYiooKy87OFudxcXFhFhYWrKSkRJxmY2PDNm7cyBgr/RtoaGiwgoICifVZWVmx3bt3V7k/SMMh9zVxVQkJCUFoaCjs7e0/WitQlbKauMrExsaiqKgIXbt2FacpKiqiY8eOiIiIAADMmjULR48eRevWrbFkyRLcunVLnDcsLAwxMTFQV1cX12Do6OigoKAAsbGxUsVbV96vNTE2Nsbbt28BlP6qy8/Ph6WlJaZPn46TJ0+iuLhYputXUVGBlZVVpetvLHr37o3Q0FCEhoYiJCQELi4u6N+/P16+fCmR79tvv0VwcDCeP38OHx8fTJkypZ4iLjVixAgkJibCz88P/fr1Q2BgINq2bQsfHx9xnh9++AF37txBUFAQTE1NP7rM/x5vqqqq0NDQqPHf+0PH7PtCQ0PRpk0b6OjoVLm8+Ph4ODs7Y+XKlVi0aFGF6R86Rt+9e4fY2FhMnTpVfO6rqalh3bp14nN/0qRJCA0NhY2NDebPn49Lly6Jl1UX59h/RUZGIiQkBGPHjgUA8Hg8jB49Gt7e3uLpHTp0kJinY8eOEt/DwsLg4+Mjsb0uLi4QiUSIi4urtdhljdXSC47evn2LxMTEKu83ERERMDc3h7m5uTjNzs4OWlpa4vsNUNq7W11dXfzd0NAQdnZ24HK5Emllx2JYWBhyc3Ohq6sr8beJi4tr8PchUkruC3HW1tbgcDiIjIyUSLe0tIS1tXWFqu8yZQf1f0/KoqIiiTxVzVtdZTfdH374QXyCljWp5Obmol27duIbddknKioK48aN+6T11jZFRUWJ7xwOR9zUZG5ujsjISOzYsQPKysqYPXs2evToId63HA6nwoXw/f0uzfpr6+JaX1RVVWFtbQ1ra2t06NABf/75J969ewcvLy+JfLq6uhg0aBCmTp2KgoKCBtHDUklJCc7OzlixYgVu3bqFSZMmwc3NTTzd2dkZr1+/xsWLF6u1vA8db9VVk2VU57zX19dHx44dceTIEWRnZ1drfWXHaG5uLgDAy8tL4tx//PixuLdx27ZtERcXh7Vr1yI/Px/ffPMNRo4cCeDj55iseXt7o7i4GCYmJuDxeODxeNi5cyd8fX2RlZVVrWXk5uZi5syZEtsbFhaG6OhoicJuQ1V2n/lvgem/IiIioK2tDX19famucZ96rylT2XH3oWM/NzcXxsbGFe5DkZGRWLx4sUxiIrVL7gtxurq6cHZ2hqenJ969e1ft+fT19QFAogfb+12+HR0dERAQUOn8VlZW4PP5EkMnFBUV4e7du7Czs5NYz8SJE3Hw4EF4eHjgjz/+AFB6kY6OjoaBgYH4Zl32kffhNJSVlTF48GBs27YNgYGBCA4OxqNHjwCU7o//7vPo6GgaAqYaOBwOuFwu8vPzK0ybMmUKAgMDMWHCBCgoKNRDdB9mZ2cncW4OGTIEhw8fxrRp03D06NF6jKxyjo6OCA0N/eAzQcrKyjh79iyUlJTg4uKCnJycai/f0NAQJiYmeP78eYVzv1mzZuJ8GhoaGD16NLy8vHDs2DH4+vqKY/rQOSZLxcXF2L9/P9zd3SsUwExMTHDkyBHY2Njg3r17EvPdvXtX4nvbtm3x9OnTCttrbW0NPp8v87hlrew+s2PHjgrnYHJyMg4dOoTRo0eDw+F89BpXtr1lz1YDgLq6OiwsLKq839ja2iIhIQEJCQnitKdPnyIzM1PiflNTbdu2RXJyMng8XoW/S9nz26Rhk/tCHADs2LEDxcXFaN++PY4dO4aIiAhERkbi4MGDePbsWaU3Nmtra5ibm2PVqlWIjo7GuXPn4O7uLpHH1dUVd+/exezZsxEeHo5nz55h586dSE1NhaqqKmbNmoXFixfjwoULePr0KaZPn468vDxMnToVALBy5UqcPn0aMTExePLkCc6ePQtbW1sAwPjx46Gnp4evv/4a169fR1xcHAIDAzF//ny8evWq9ndaLfHx8YG3tzceP36M58+f4+DBg1BWVkbTpk0BAH369IGnpycePnyIe/fu4f/+7/8q/FIkpeO9JScnIzk5GREREZg3bx5yc3MxePDgCnn79euHlJQUrFmzph4iLZeWloY+ffrg4MGDCA8PR1xcHI4fP47Nmzfj66+/lsg7bNgwHDhwAJMnT8bff/9dTxFXbuzYsTAyMsLQoUNx8+ZNPH/+HL6+vggODpbIp6qqinPnzoHH46F///7iGrbqWL16NTZu3Iht27YhKioKjx49wt69e7F161YAwNatW3HkyBE8e/YMUVFROH78OIyMjKClpfXRc0yWzp49i4yMDEydOhUODg4SnxEjRsDb2xszZ87Es2fPsHTpUkRFReGvv/4SN5+XdfRYunQpbt26hblz5yI0NBTR0dE4ffq03HRsAABPT08IhUK4uLggKCgICQkJuHDhApydnWFqaor169cD+Pg1zsDAAMrKyrhw4QLevHkjrs1ctWoV3N3dsW3bNkRHR+PBgwfYvn07AKBv375o1aoVxo8fjwcPHiAkJAQTJkxAz5490b59e6m3qW/fvnBycsLQoUNx6dIlvHjxArdu3cKyZcsqFMxJw9QoCnFWVlZ4+PAh+vbtC1dXV3zxxRdo3749tm/fjh9//BFr166tMI+ioqL4Iuno6IhffvkF69atk8jTokULXLp0CWFhYejYsSOcnJxw+vRp8Hg8AMCmTZswYsQIfPfdd2jbti1iYmJw8eJFaGtrAyj9xeXq6gpHR0f06NEDCgoK4poHFRUVBAUFoUmTJhg+fDhsbW3FTWIaGhq1vMdqj5aWFry8vNC1a1c4OjriypUrOHPmjLhXpbu7O8zNzdG9e3eMGzcOP/74Y7XHBfucXLhwAcbGxjA2NkanTp1w9+5dHD9+HL169aqQl8PhQE9Pr95rNNTU1NCpUyf89ttv6NGjBxwcHLBixQpMnz4dnp6eFfKPHDkS+/btw3fffSfuodcQ8Pl8XLp0CQYGBhgwYABatWqFTZs2VfpjUE1NDf7+/mCMYeDAgdVuDZg2bRr+/PNP7N27F61atULPnj3h4+MjrolTV1fH5s2b0b59e3To0AEvXrzA+fPnweVyP3qOyZK3tzf69u1baevAiBEjcO/ePeTk5ODvv//GiRMn4OjoiJ07d4p7p5aNvefo6Ihr164hKioK3bt3R5s2bbBy5UqYmJjIPOba0rx5c9y7dw+Wlpb45ptvYGVlhRkzZqB3794IDg4WP0P5sWscj8fDtm3bsHv3bpiYmIh/4EycOBEeHh7YsWMH7O3tMWjQIERHRwMoPcdPnz4NbW1t9OjRA3379oWlpSWOHTv2SdvE4XBw/vx59OjRA5MnT0aLFi0wZswYvHz5EoaGhp+0bFI3OKyxPUxECCGkXq1fvx67du2SaP4jhMger74DIIQQIt927NiBDh06QFdXFzdv3sSvv/4qV02lhMgrKsQRQgj5JNHR0Vi3bh3S09PRpEkTLFq0CK6urvUdFiGNHjWnEkIIIYTIoUbRsYEQQggh5HNDhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDlEhThCCCGEEDn0/9CUHb5e6yLPAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 800x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Создаем матрицу корреляций\n",
|
||
"correlation_matrix = df3[['Glucose', 'Insulin', 'BMI', 'SkinThickness','Age', 'Outcome']].corr()\n",
|
||
"\n",
|
||
"# Строим тепловую карту для визуализации корреляций\n",
|
||
"plt.figure(figsize=(8, 6))\n",
|
||
"sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
|
||
"plt.title('Корреляция между атрибутами и наличием диабета')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Тепловая карта показывает, что существует значительная положительная корреляция между уровнем глюкозы и наличием диабета, что свидетельствует о важности уровня глюкозы в определении риска заболевания. Также наблюдается положительная связь между индексом массы тела (BMI) и наличием диабета, что подтверждает влияние лишнего веса на вероятность развития диабета. Корреляция между инсулином и наличием диабета также присутствует, но менее выражена, что указывает на необходимость более глубокого анализа этих данных для определения их значимости."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n",
|
||
"#### **Бизнес-цели:**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Улучшение ранней диагностики диабета:\n",
|
||
"\n",
|
||
"Эффект для бизнеса: Помогает медицинским учреждениям выявлять пациентов с риском диабета, что позволяет быстрее начинать лечение и снижать затраты на позднюю диагностику.\n",
|
||
"Разработка персонализированных планов лечения:\n",
|
||
"\n",
|
||
"Эффект для бизнеса: Медицинские компании могут предлагать персонализированные планы лечения и диеты для пациентов на основе их предрасположенности к диабету."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Цели технического проекта**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Ранняя диагностика диабета\n",
|
||
"\n",
|
||
"Входные данные: Параметры здоровья пациента, такие как уровень глюкозы, артериальное давление, BMI и другие.\n",
|
||
"Целевой признак: Outcome (наличие диабета).\n",
|
||
"Персонализированные рекомендации\n",
|
||
"\n",
|
||
"Входные данные: Исторические данные пациента, его возраст, индекс массы тела, уровень инсулина и т.д.\n",
|
||
"Целевой признак: Разработанные рекомендации или предсказание необходимости изменений в лечении."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Проблемы данных**\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 92,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Пропущенные значения в данных:\n",
|
||
" Pregnancies 0\n",
|
||
"Glucose 0\n",
|
||
"BloodPressure 0\n",
|
||
"SkinThickness 0\n",
|
||
"Insulin 0\n",
|
||
"BMI 0\n",
|
||
"DiabetesPedigreeFunction 0\n",
|
||
"Age 0\n",
|
||
"Outcome 0\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Проверяем пропущенные значения снова\n",
|
||
"missing_values = df3.isnull().sum()\n",
|
||
"print(\"Пропущенные значения в данных:\\n\", missing_values)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"пропущенные данные отсутсвуют"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 95,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Количество выбросов в столбце 'Pregnancies': 4\n",
|
||
"Количество выбросов в столбце 'Glucose': 5\n",
|
||
"Количество выбросов в столбце 'BloodPressure': 45\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"# Выбираем числовые столбцы\n",
|
||
"numeric_columns = ['Pregnancies', 'Glucose', 'BloodPressure']\n",
|
||
"\n",
|
||
"# Выбираем столбцы для анализа\n",
|
||
"columns_to_check = ['Pregnancies', 'Glucose', 'BloodPressure']\n",
|
||
"\n",
|
||
"# Функция для подсчета выбросов\n",
|
||
"def count_outliers(df3, columns):\n",
|
||
" outliers_count = {}\n",
|
||
" for col in columns:\n",
|
||
" Q1 = df3[col].quantile(0.25)\n",
|
||
" Q3 = df3[col].quantile(0.75)\n",
|
||
" IQR = Q3 - Q1\n",
|
||
" lower_bound = Q1 - 1.5 * IQR\n",
|
||
" upper_bound = Q3 + 1.5 * IQR\n",
|
||
" \n",
|
||
" # Считаем количество выбросов\n",
|
||
" outliers = df3[(df3[col] < lower_bound) | (df3[col] > upper_bound)]\n",
|
||
" outliers_count[col] = len(outliers)\n",
|
||
" \n",
|
||
" return outliers_count\n",
|
||
"\n",
|
||
"# Подсчитываем выбросы\n",
|
||
"outliers_count = count_outliers(df3, columns_to_check)\n",
|
||
"\n",
|
||
"# Выводим количество выбросов для каждого столбца\n",
|
||
"for col, count in outliers_count.items():\n",
|
||
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
|
||
" \n",
|
||
"# Создаем гистограммы\n",
|
||
"plt.figure(figsize=(15, 10))\n",
|
||
"for i, col in enumerate(numeric_columns, 1):\n",
|
||
" plt.subplot(2, 3, i)\n",
|
||
" sns.histplot(df3[col], kde=True)\n",
|
||
" plt.title(f'Histogram of {col}')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Устраним выбрасы в столбце BloodPressure"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 98,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Количество удаленных строк: 45\n",
|
||
"Количество выбросов в столбце 'BloodPressure': 4\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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9bWJv9Y70NzkdWpuH3aoxPULVN8pf3+7MUWphpVbtL9COrFKN7RmmrqE+ZkcEAABAK6NEBwAAQKe19kCB7vl0m7ZllEiSEsN9ddfkvhrbM8zkZDBbsI+HzhsSo905Zfphd56KK2v16aYM9Qz31dheYYz2AQAA6ET4zQ8AAACdTlZxlR5dkqzFGzMkSX6edt18Vk/NPilBDkZ24L8sFot6RvipS4iPVu3P14bUIu3KKVNKYYXG9gxTrwg/WSwWs2MCAADgBKNEBwAAQKdRU+fWv37cp+eW71FFjUsWizRzeJxuPbuXQnydZsdDG+Vht+qUxDD1jPDTN8nZyiur0ZfbsrUru0yn9wqTnycnHgUAAOjIKNEBAADQKazal687F2/VnpwySVJSfKDuO7e/BsQGmJwM7UWEv6dmDo/XuoOFWr2/QPvzypVeWKkxiaHqH+3PqnQAAIAOihIdAAAAHVp+WbUeWbJDC9elSZJCfT30t4l9dN6QGEpPHDOb1aIRXYPVPcxH3yTnKKukSst35Gh3TqnO7hMpX09eYgEAAHQ0/IYHAACADsntNvThulQ9smSHiipqZbFIl4yI1+3jeyvAm/EbOD4hvk5dMCxWm1KL9PPefKUWVOqtVQd1Ru9w9YzwMzseAAAAWhAlOgAAADqcHVkluuvjrVp7sFCS1CfKXw+d119J8UEmJ0NHYrVYNCQ+SF1CfLR0W5ZySqu1ZGuW9uWV6/SeYXI6bGZHBAAAQAugRAcAAECHUVFTp6eX7darP+xXnduQt4dNN5/VU5ed3EV2m9XseOiggnw8dOGwOK3eX6A1Bwq0M6tU6YWVOrtvhOKCvc2OBwAAgONEiQ4AAIAO4Zvt2brn021KL6qUJJ3TL1J/n9JX0YFeJidDZ2CzWjSqe4i6hHrry23ZKq6s1aIN6UqKD9TJ3UNlszJ/HwAAoL2iRAcAAEC7ll5Uqfs+3aavtmdLkmICvXT/1H4a1yfC5GTojKICvHTJiHj9sDtXWzNKtD6lSOlFlZrQP0oBXsziBwAAaI8o0QEAANAu1brceu2nA/rHN7tUUeOS3WrRVad20/VnJMrLg1nUMI+H3apxfSLUJdRHX2/PVnZJtd5ZnaIze4crkZOOAgAAtDuU6AAAAGh31h0s1J0fb9GOrFJJ0vAuQXrovAHqSUGJNqR7mK/CRjq1dGuWMour9MXWLA0srNQpiaHM6AcAAGhHKNEBAADQbhRV1Gje0h16d3WqJCnI26E7JvbR+UmxsjJzGm2Qv6dDM5JitXJfvtYdLNTm9GJlFldpwoBIBXl7mB0PAAAAR4ESHQAAAG2eYRhatD5dD3+RrPzyGknShcNi9dcJfRTsQxGJts1mtWhMj1DFBnnpq23Zyi2r1rurU3RmnwjePQEAANAOUKIDAABAycnJZkdoUlpJrV5ZV6KtufXleZy/XdcMDVDfMJcO7NyqAy1wH6GhoYqPj2+BIwFN6xLio0tGxGvptiylF1VqydYsZZVUaUz3UN5JAQAA0IZRogMAAHRiJQW5kqTZs2ebnORwFruHAkZdKP+RM2SxOeSurVLxT+/q4JpP9KO7rkXvy8vbWzuSkynSccL5eto1fUiMfv7veJcNKUXKKanWhP6R8nHy8gwAAKAt4rc0AACATqyyrESSNOmaO9Vr4FCT0/x/WZUWbSy0q7yufnVupKdbg6Ot8uk+S7p0VoveV3bKXr097zbl5eVRoqNVWP873iXC36mvt2crvahS761J1cQBkYoK8DI7HgAAAH6DEh0AAAAKiU5QbGI/s2OorKpO3+/O1e7cMkmSr9Ou03qFqVuojywWxl2gY0kM91OIj1P/2ZyhwopaLVyXprE9wzQgJoDnOwAAQBtCiQ4AAADTud2GNqcXa+XefNW43LJYpCFxgRrZNUQedqvZ8YATJtjHQzOHx+ur7Vnam1uuFTtzlVVSpTN6h8tu5bkPAADQFlCiAwAAwFRZxVVavjNHuaXVkqRIf0+d0TtcYX5Ok5MBrcPDbtWkAVFad7BQP+/NV3JmqYoqajVpQBRz0gEAANoAfiMDAACAKapqXfppT562ZtTPZXfarRrdPVT9Y/wZZYFOx2KxaFiXYIX5ObVka5Yyi6v03ppUTRkUpXA/T7PjAQAAdGqU6AAAAGhVhmEoOatUP+7OU2WtS5LUJ8pPY3qEytuDX0/RuSWE+Oii4XH6dFOGiipq9eHaNJ3dN0KJEX5mRwMAAOi0eJUCAACAVpNfVq3lO3OUUVQlqX4e9Bm9whUT5GVyMqDtCPL20MxhcVqyNUsHCyr0xdYsjSyv0ciuwbxLAwAAwASU6AAAADjhal1urdpfoA0phXIbkt1q0chuwRoSFySblVIQ+C2nw6ZzB0Xrhz152phapFX7C5RfXqOz+0bIYeOEowAAAK2JEh0AAAAnjGEY2pdXrm935qqsuk6S1D3MR6f2DJO/p8PkdEDbZrVaNLZnmEJ9PbR8R4725JSptKpWUwZGc8JRAACAVsRvXgAAADghiitr9e3OHB3Ir5Ak+XvaNbZXmLqF+pqcDGhf+kUHKNDLQ//ZkqHskmq9vzZVUwdFK8TXaXY0AACAToH3AQIAAKBF1bncWr2/QG/9clAH8itktUjDuwRp9kkJFOhAM8UEeenCYXEK8HKotKpOH6xLU2pBhdmxAAAAOgVWogMAAKBFHBrd8v2uXJVU1Y9uiQ3y0um9whXs42FyOqD9C/L20EXD4vTZ5gxlFldp8cZ0jesdob7R/mZHAwAA6NAo0QEAAHDcCspr9P2uXB3878pYH6dNY3qEqleEnywWThwKtBQvD5umD4nR18nZ2pVdpq+Ts1VcWauTugXzvQYAAHCCUKIDAACg2arrXFq9v0AbU4vkNiSbxaIh8YEa3iVYHnYmBwIngt1m1Tn9IhXgla81Bwq1+kCBiqtqdVafCNmsFOkAAAAtjRIdAAAAx8wwDCVnleqnPXmqqHFJkrqG+ujUxFAFejO6BTjRLBaLTu4eKn8vh1bsyNHOrFJV1NRp8oBo/oAFAADQwijRAQAAcEyySqr03c5cZZVUSZICvRw6tWeYuob6mJwM6Hz6RwfIz2nX51sylVpQqY/Wp+ncQdHycfJSDwAAoKXwmxUAAACOSkVNnX7em69tGSWSJIfNopFdQzQ4LpAREoCJEkJ8NCMpVp9szFBOabU+XJemqYOjFcS7QgAAAFoEJToAAAB+l8ttaHNakX7ZX6CaOrckqXekn8b0CGW1K9BGRPh76sJhsVq8MUPFlbX6cG2azh0crUh/T7OjAQAAtHu86gEAAECTUgoq9N2uXBWU10iSwv2cGtszTNGBXiYnA/Bbgd4eumBorD7dVL8ifdH6NE0cEKUuIYxaAgAAOB6U6AAAADhMSWWtvt+dq7255ZIkL4dNJ3cPUd9of1ktjG4B2iofp10zkmL1+ZZMpRRU6LNNGTqrb4R6R/qbHQ0AAKDdokQHAABAg1qXW+sOFmrtwUK53IYsFmlQTKBGdguWp8NmdjwAR8HDbtW5g6L1dXK2dmaV6stt2aqudWtQXKDZ0QAAANolSnQAAADIMKTdOaX6YXeeSqvqJEmxQV4a2zNMob5Ok9MBOFY2q0Xj+0bI027VprRifbsrV1W1Lo3oGizLEd5NkpycbELKtiM0NFTx8fFmxwAAAG0UJToAAEAn5wiN1+bqEBVtyZIk+XnadUqPUPUI9z1i2QagfbBYLBrbM0yeDptW7S/QL/sLVFXn1qmJoQ3f2yUFuZKk2bNnmxnVdF7e3tqRnEyRDgAAjogSHQAAoJOqrnVpryIUNfdZFbltslktGpoQpGEJQXLYrGbHA9ACLBaLTuoWIk+HTd/tytXG1CJV17p0Zp8IWa0WVZaVSJImXXOneg0canJac2Sn7NXb825TXl4eJToAADgiSnQAAIBOxm0Y2p5Rop/35qtSwbJYpVBbpSaP7KMAL4fZ8QCcAIPjAuW0W/V1craSs0pVXefWhP6RDdeHRCcoNrGfiQkBAADaLpYYAQAAdCKZxZV6f02qlu3IUWWtS16qVvZ7d6qfs5ACHejg+kT5a/KAKNmsFu3LK9cnmzLkEiObAAAA/ggr0QEAADqB8uo6/bQnT8lZpZIkD5tVJ3ULVt3uH7Tj4CaT0wFoLd3CfDVtcLQ+25SptMJKlSheFg8vs2MBAAC0aZToAAAAHZjLbWhjapFW7y9QjcstSeoX7a+Tu4fI28OudbtNDgig1cUGeeu8ITFavDFdJXXeirjoQdUarEgHAABoCiU6AABAB3Ugv1zf7cpVUUWtJCnS31Nje4Up0t/T5GQAzBYZ4KnpQ2L04Zr9UnQvba6qVf8al7w8bGZHAwAAaHMo0QEAADqYkspafbcrV/vyyiVJ3h42je4Rqj6RfrJYWG0KoF64v6cGKEVry4NU5hOkj9an6bwhMfJx8jIRAADg1zixKAAAQAdR53Zr9f4CvfnLQe3LK5fVIiXFB+rSUQnqG+VPgQ7gMD6qVtY7d8jD4lJ+eY0+Wp+msqo6s2MBAAC0KSwxAAAA6ABSCiq0YmdOw+iW2CAvnd4rXME+HiYnA9DW1RWkabAzT8mKUWFFrRauT9P0ITHy93KYHQ0AAKBNYCU6AABAO1ZWXaclWzL18YZ0FVXUytvDpnP6RWr6kBgKdABHzcvq0vlJsQrwcqi4sr5IL6qoMTsWAABAm0CJDgAA0A653YbWpxTqzZUHtSunTBZJg2PrR7f0YvY5gGbw93Lo/KRYBXo7VFpVp4Xr01RQTpEOAABAiQ4AANDOZBRV6t01Kfphd55qXG5F+ntq5og4je0VJqfdZnY8AO2Yr6dd5yfFKsTHQ+XVLi1cl6a8smqzYwEAAJiKEh0AAKCdqKip09fbs/XhujTlldXI027VuN7hunBYrML9PM2OB6CD8HHaNSMpVmG+TlXWuvTR+jTllFSZHQsAAMA0lOgAAABtnGEY2pJerDdWHtT2zBJJUr9of106qov6xwQwugVAi/PysGl6Uowi/J2qqnVr0YZ0ZRVTpAMAgM6JEh0AAKANyyur1gdr07R8R46q69wK9fXQhcNidWafCHl5MLoFwInj6bDpvCExigrwVHWdWx9vSFd6UaXZsQAAAFodJToAAEAbVOd2a+W+fL27OkVZJVXysFk1tmeYLh4er6gAL7PjAegknHabpg2OUWygl2pcbn2ykSIdAAB0PpToAAAAbUxmcaXeXZ2q1fsL5DakbqE++tNJCRocFyirldEtAFqXh92qcwdHKy7YS7UuQ59sTFcGRToAAOhEKNEBAADaiJo6t77blasP1qapoLxGXg6bJvSP1OSBUfL1tJsdD0An5rBZNWVgtGKD6ov0xRTpAACgE6FEBwAAaANSCyr09qqD2phaJEnqE+WnP41KUM8IP04cCqBNcNisOnfQ/y/SP9mYocxiinQAANDxUaIDAACYqNbl1rc7c7RoQ7pKqurk52nXtMHROrtvpLwcnDgUQNvy6yK9xuXW4g0U6QAAoOOjRAcAADBJZnGl3lmVok1pxZKkATEBmj0yQQkhPiYnA4CmNRTpgf+/SM8qrjI7FgAAwAlDiQ4AANDK6txu/bQnTx+uTVNRZa18nfWrz8/oHS4PO7+eAWj7HLb6k43G/LdI/3hDOkU6AADosHiVBgAA0IpyS6v1/ppUrT1YKENS70g/zRoZz+pzAO2Ow2bVVIp0AADQCVCiAwAAtALDMLQxtUjvr0lVXlmNvBw2TRoQpfH9IuXJ7HMA7dSh0S7RgZ71RfrGdGWVUKQDAICOhRIdAADgBKuoqdOnmzL03a5cuQxDXUN9NGtkvHqE+5odDQCOm4fdqqmDYhQd4KmauvoV6dkU6QAAoAOhRAcAADiBUgsq9M6qFB3Ir5DNatFpPcM0ZWCUfJx2s6MBQIvxsFs1dXCMoijSAQBAB0SJDgAAcAK43IZ+3punRRvSVV7jUrC3hy4aFqdBcYGyWCxmxwOAFudht2raf4v06v8W6TkU6QAAoAOgRAcAAGhhJVW1WrguTWsOFEqS+kf7a+aIOIX5OU1OBgAnVv2K9OiGIn3RhnTllFKkAwCA9o0SHQAAoAUdzC/Xu6tTlFVSJQ+7VRP7R2pcnwg5bPzaBaBzcNptmjo4WpH+/12Rvj5duaXVZscCAABoNl7NAQAAtADDMLR6f4EWb8xQVa1b4X5OzRoRr8QIP7OjAUCrc9ptmjYkWhH+TlX9d7RLXhlFOgAAaJ8o0QEAAI5TVa1Ln23O1Mp9+ZLqx7dcMDRW/l4Ok5MBgHmcdpvOGxyjcD+nKmtdWrQ+XQXlNWbHAgAAOGaU6AAAAMcht7Ra761J1f68ctmsFp3ZJ1zj+kTIzvgWAJDTYdN5Q2IU5ltfpH+0Pk2FFOkAAKCd4dUdAABAMyVnluj9takqrqyVv6ddFw6LVb/oALNjAUCb4umw6bykGIX6eqii5r9FegVFOgAAaD8o0QEAAI6R2zD04548fbU9Wy63oS4h3rp4RLzC/TzNjgYAbZLXf1ekh/h4qLymfrRLcWWt2bEAAACOCiU6AADAMaipc+vzzZlad7BQkjSiS7DOHRQtT4fN5GQA0LZ5e9h13pAYBXk7VFZdp4/Wp6mEIh0AALQDlOgAAABHqaSyVh+uS9W+/84/P6dfpEZ1D5HFYjE7GgC0Cz5Ou2YkxSrQ26HSqv8W6VUU6QAAoG2jRAcAADgKmcWVem9NqvLKauTtYdP5SbHqFelndiwAaHd8nHbNGBKrAC+HSqrqtGh9ukop0gEAQBvWrBJ93759LZ0DAACgzUrOLNFH69JVWetSqK+HZg6PU2QA888BoLl8Pe2akRQjf0+7iitrtWh9usqq68yOBQAAcETNKtF79Oih008/XW+99ZaqqqpaOhMAAECbYBiGVu3Lrz+BqGGoe5iPLhgaJz9Ph9nRAKDd8/N0aEZSrPw87SqqrNWi9Wkqp0gHAABtULNK9PXr12vgwIG6+eabFRkZqWuuuUarV69u6WwAAACmcbsNLd+Ro1/2F0iShiYEadKAKHnYmYYHAC3F36u+SPd12lVYUatFG9JVUUORDgAA2pZmvQocPHiwnn76aWVkZOjf//63MjMzNWbMGPXv319PPfWUcnNzWzonAABAq6lzufX5lkxtzSiRJJ3WK0xjeoRyAlEAOAECvByakRQjX6ddBeU1WrQ+XZU1LrNjAQAANDiupVR2u13Tp0/Xhx9+qHnz5mnPnj269dZbFRcXp0svvVSZmZnHHTA9PV2zZ89WSEiIvLy8NGDAAK1du7bhesMw9Pe//11RUVHy8vLSmWeeqd27dx/3/QIAgM6pqtalRRvStS+vXDarRZMGRGlQbKDZsQCgQwv09tD0pBj5eNiUX16jRRvSVFVLkQ4AANqG4yrR165dq2uvvVZRUVF66qmndOutt2rv3r36+uuvlZGRoalTpx5XuMLCQo0ePVoOh0NLlizR9u3b9eSTTyooKKhhn8cee0zPPPOMXnrpJa1atUo+Pj4aP348s9oBAMAxK6ms1QdrU5VZXCWn3arzBseoR7iv2bEAoFMI8vbQ9KRYeXvYlFdWo483pFOkAwCANsHenBs99dRTWrBggXbu3KmJEyfqjTfe0MSJE2W11nfyXbt21WuvvaYuXbocV7h58+YpLi5OCxYsaNjWtWvXhv83DEPz58/XXXfd1VDYv/HGG4qIiNDixYs1c+bM47p/AADQeRTXWLR0XarKq13yddo1bXC0QnydZscCgE4l2MdD04fE6KP16coprdbHG9I1fUiMnA6b2dEAAEAn1qyV6C+++KIuueQSHTx4UIsXL9bkyZMbCvRDwsPD9eqrrx5XuE8//VTDhg3TBRdcoPDwcA0ZMkT//Oc/G67fv3+/srKydOaZZzZsCwgI0MiRI7Vy5crjum8AANB5eET11HfZdpVXuxTs46ELh8VSoAOASUJ8nZqeFCNPh1U5pdVavDFD1XWsSAcAAOZp1kr0o5k57uHhoTlz5jTn8A327dunF198UTfffLP+9re/ac2aNbr++usbjp2VlSVJioiIaHS7iIiIhuuOpLq6WtXV1Q2XS0pKjisnAABov7bn1ijiogdVa1gUFeCpcwdFy5MVjwBgqlBfp6YPidVH69OUVVKlTzZmaNrgGHnYj2siKQAAQLM06zeQBQsW6MMPPzxs+4cffqjXX3/9uEMd4na7lZSUpIcfflhDhgzR1VdfrauuukovvfTScR33kUceUUBAQMNHXFxcCyUGAADtyY+78/TA9wWyOr0V5nRr2uAYCnQAaCPC/Jz1o1zsVmUWV+mTTemqdbnNjgUAADqhZpXojzzyiEJDQw/bHh4erocffvi4Qx0SFRWlvn37NtrWp08fpaSkSJIiIyMlSdnZ2Y32yc7ObrjuSO644w4VFxc3fKSmprZYZgAA0D4s35Gty19fo2qXocp9azU6rI4VjgDQxoT7e2rakBh52KzKKKrSp5syKNIBAECra9YrxZSUlEYn+DwkISGhoeBuCaNHj9bOnTsbbdu1a5cSEhIk1Z9kNDIyUsuWLWu4vqSkRKtWrdKoUaOaPK7T6ZS/v3+jDwAA0Hks2ZKpa95cp5o6t0bEOJWz6EHZ6M8BoE2K9PfUtCHR8rBZlVZYqc82Z6iOIh0AALSiZr1cDA8P1+bNmw/bvmnTJoWEhBx3qENuuukm/fLLL3r44Ye1Z88evfPOO3rllVd03XXXSZIsFotuvPFGPfjgg/r000+1ZcsWXXrppYqOjta0adNaLAcAAOg4Pt6QpuveWa9al6Epg6J166ggyVVndiwAwO+ICvDS1MHRctgsSi2o1H82Z1KkAwCAVtOsEv3iiy/W9ddfrxUrVsjlcsnlcmn58uW64YYbNHPmzBYLN3z4cH388cd699131b9/fz3wwAOaP3++Zs2a1bDP7bffrr/85S+6+uqrNXz4cJWVlWnp0qXy9PRssRwAAKBj+Ghdmm7+YJPchnT+0FjNv2iw7FaL2bEAAEchOtBLUwfFyG616GBBhT7fkqk6N0U6AAA48ezNudEDDzygAwcOaNy4cbLb6w/hdrt16aWXtuhMdEmaPHmyJk+e3OT1FotF999/v+6///4WvV8AANCxfLIxXbct3CTDkGaNjNcDU/vLSoEOAO1KTJCXzh0UrU83ZehAfoWWbMnSxAFRsvHvOQAAOIGatRLdw8ND77//vnbs2KG3335bixYt0t69e/Xvf/9bHh4eLZ0RAADguHyxJbNhBfrFI+Io0AGgHYsL9taUQdGyWS3al1euJVsz5XIbZscCAAAdWLNWoh/Ss2dP9ezZs6WyAAAAtLivtmXp+nc3yOU2dP7QWD00bQAFOgC0c/HB3poyMEqfbcrU3txyfbktS+f0i+TfdwAAcEI0q0R3uVx67bXXtGzZMuXk5Mj9mzl0y5cvb5FwAAAAx2PFjhxd98561bkNTR0crXkzBlKwAEAHkRDio0kDo/SfzRnanVMmKUvj+0Uy2gUAALS4ZpXoN9xwg1577TVNmjRJ/fv3l8XCLykAAKBt+WF3rq55a51qXYYmDYjSkxcMolgBgA6ma6iPJg2I0udbMrU7p0xuI1MT+jMjHQAAtKxmlejvvfeePvjgA02cOLGl8wAAABy3lXvzdeXra1VT59bZfSM0f+Zg2W3NOhUMAKCN6xbmq0kDo/TF5iztzS3XF1syNWFApOxW/t0HAAAto9knFu3Ro0dLZwEAADhum9OKdOXra1Rd59YZvcP13CVJclCgA0CH1i3UV5MHRTWcbPTzzZmqc7n/+IYAAABHoVkr0W+55RY9/fTTeu655xjlAgAA2oy9uWW6bMEalde4NKpbiF6YlSQPOwU6jk5ycrLZEUzRWR83Op4uIT46d1C0PtuUoQP5Ffpsc6amDIzinUgAAOC4NatE//HHH7VixQotWbJE/fr1k8PhaHT9okWLWiQcAADA0cosrtSlr65WQXmNBsQE6JVLh8rTYTM7FtqBkoJcSdLs2bNNTmKusrIysyMAxy0+2FtTB0frk40ZSimo0KebMjRlUDTvSAIAAMelWSV6YGCgzjvvvJbOAgAA0CyF5TW69NXVSi+qVLdQH702d7j8PB1/fENAUmVZiSRp0jV3qtfAoSanaX3Jq7/TktefVlVVldlRgBYRG+StaYNj9MmmdKUWVuqTjRk6d1A070wCAADN1qwSfcGCBS2dAwAAoFkqaup0+etrtDunTJH+nnrjihEK8XWaHQvtUEh0gmIT+5kdo9Vlp+w1OwLQ4mKCvOqL9I0ZSi+q1OKN6Zo6OFpOO+9QAgAAx67Zf4qvq6vTN998o5dfflmlpaWSpIyMDN4GCgAAWk1NnVv/89Z6bUgpUoCXQ29cMUKxQd5mxwIAtAHRgV46b0iMnHarMourtHhDhqrrXGbHAgAA7VCzSvSDBw9qwIABmjp1qq677jrl5tbPkZw3b55uvfXWFg0IAABwJG63oVs/3KTvd+XKy2HTgrnD1TPCz+xYAIA2JDLAU9P/W6RnlVRp0fp0VdVSpAMAgGPTrBL9hhtu0LBhw1RYWCgvL6+G7eedd56WLVvWYuEAAACa8ujSHfp0U4bsVotenJ2kpPggsyMBANqgcH9PzUiKlafDqpzSai3akK5KinQAAHAMmlWi//DDD7rrrrvk4eHRaHuXLl2Unp7eIsEAAACa8ubKA3rl+32SpMcvGKjTeoWbnAgA0JaF+Tk1IylWXg6bckurtWh9mipq6syOBQAA2olmlehut1su1+F/uU9LS5OfH2+jBgAAJ84327N1z6fbJEm3nNVT5w2JNTkRAKA9CPV1akZSjLw9bMorq9Gi9ekqr6ZIBwAAf6xZJfrZZ5+t+fPnN1y2WCwqKyvTPffco4kTJ7ZUNgAAgEY2pxXpL+9ukNuQLhoWpz+f0cPsSACAdiTE16nzk2Ll47Qpv7xGC9elqYIeHQAA/IFmlehPPvmkfvrpJ/Xt21dVVVW65JJLGka5zJs3r6UzAgAAKLWgQpe/tlaVtS6dkhiqB8/rL4vFYnYsAEA7E+TjofOTYuXnaVdRZa2+zXbIHhRtdiwAANCG2Ztzo9jYWG3atEnvvfeeNm/erLKyMl1xxRWaNWtWoxONAgAAtITiilrNfW2N8sqq1TvSTy/MSpLD1qy1AAAAKNDbQxcMjdXHG9JVWFGryFnzdKCoVklmBwMAAG1Ss0p0SbLb7Zo9e3ZLZgEAADhMdZ1L17y1VntyyhTp76kFc4fLz9NhdiwAQDvn5+nQ+UNj9cEve1XsE6S7V+SrS49CJcUHmR0NAAC0Mc0q0d94443fvf7SSy9tVhgAAIBfMwxDdyzaol/2FcjHw6Z/XzZcUQG86w0A0DK8Pew6NaJOH/6yR4rtq9n/WqV/XjpMo3uEmh0NAAC0Ic0q0W+44YZGl2tra1VRUSEPDw95e3tTogMAgBbxyvf7tGh9umxWi56flaS+0f5mRwIAdDAeVinng7s1Zd5n2pRdo7kL1ui5S4bo7H6RZkcDAABtRLOGiRYWFjb6KCsr086dOzVmzBi9++67LZ0RAAB0Qt9sz9ajS3dIku6e1Een9Qo3OREAoKMyaqv1tzHBGt8vQjUut/737fX6YG2q2bEAAEAb0WJn5EpMTNSjjz562Cp1AACAY7Uzq1Q3vLdBhiFdMjJec07uYnYkAEAH57BZ9PwlSTp/aKxcbkO3L9ysF7/dK8MwzI4GAABM1mIlulR/stGMjIyWPCQAAOhk8suqdcXra1Re49JJ3YJ137n9ZLFYzI4FAOgE7DarHj9/oK4Z202SNG/pDj34ebLcbop0AAA6s2bNRP/0008bXTYMQ5mZmXruuec0evToFgkGAAA6n5q6+rfQpxVWKiHEWy/OGiqHrUX/5g8AwO+yWCy6Y0Ifhfk69eDnyXr1x/0qKK/RY+cP5GcSAACdVLNK9GnTpjW6bLFYFBYWpjPOOENPPvlkS+QCAACdjGEYunvxVq3eXyA/p12vzhmmIB8Ps2MBADqpK0/ppmAfD92+cLM+3pCugvIavTg7Sd4ezXoZDQAA2rFm/fR3u90tnQMAAHRy//7pgN5fmyqrRXr2kiHqEe5ndiQAQCc3PSlWQT4e+t+31um7Xbm65J+r9O/LhiuYP/ICANCp8F40AABguh935+mhz7dLku6c1Fen9Qo3OREAAPVO7xWud646SYHeDm1MLdKMF3/Wwfxys2MBAIBW1KyV6DfffPNR7/vUU0815y4AAEAnkVpQoT+/u15uQ7pgaKwuH93F7EgAADSSFB+khf8zSnP+vUb788o1/YWf9a85wzQkPsjsaAAAoBU0q0TfsGGDNmzYoNraWvXq1UuStGvXLtlsNiUlJTXsZ7FYWiYlAADokCprXLr6zXUqqqjVoLhAPTCtP78/AADapB7hfvr42pN1+etrtDW9RBf/8xc9M3OIzu4XaXY0AABwgjVrnMuUKVN06qmnKi0tTevXr9f69euVmpqq008/XZMnT9aKFSu0YsUKLV++vKXzAgCADsIwDP110WYlZ5Yo1NdDL81OkqfDZnYsAACaFO7vqfevHqXTe4Wpqtata95ap9d/PmB2LAAAcII1q0R/8skn9cgjjygo6P+/dS0oKEgPPvignnzyyRYLBwAAOq5Xf9yvTzZmyG616PlLkhQV4GV2JAAA/pCP065/XjpMF4+Il2FI93y6TQ9/kSy32zA7GgAAOEGaVaKXlJQoNzf3sO25ubkqLS097lAAAKBj+3lPnh7+IlmSdPfkvhrZLcTkRAAAHD27zaqHz+uv28bXjzd95ft9+su7G1RZ4zI5GQAAOBGaVaKfd955mjt3rhYtWqS0tDSlpaXpo48+0hVXXKHp06e3dEYAANCBpBVW6Lp36k8kOiMpVpeOSjA7EgAAx8xisei603to/kWD5bBZ9PmWTM18ZaVySqrMjgYAAFpYs0r0l156SRMmTNAll1yihIQEJSQk6JJLLtE555yjF154oaUzAgCADqKyxqVr3lynwopaDYgJ0EPncSJRAED7Nm1IjN66YqSCvB3alFasqc//pK3pxWbHAgAALahZJbq3t7deeOEF5efna8OGDdqwYYMKCgr0wgsvyMfHp6UzAgCADsAwDN25eIu2ZZQoxMdDL/9pKCcSBQB0CCO7hWjxdaPVI9xXmcVVuuCllfpyW5bZsQAAQAtpVol+SGZmpjIzM5WYmCgfHx8ZBidSAQAAR/bO6hQtWp8uq0V69pIhig7kRKIAgI4jIcRHi649Wackhqqy1qX/eWudXvx2L6+TAQDoAJpVoufn52vcuHHq2bOnJk6cqMzMTEnSFVdcoVtuuaVFAwIAgPZvc1qR7vt0uyTp9nN66+TuoSYnAgCg5fl7OrTgsuG6dFSCDEOat3SHblu4WdV1nHAUAID2rFkl+k033SSHw6GUlBR5e3s3bL/ooou0dOnSFgsHAADav8LyGv3vW+tV43Lr7L4RuubUbmZHAgDghLHbrLp/an/dd24/WS3SwnVpmvnKL8rmhKMAALRbzSrRv/rqK82bN0+xsbGNticmJurgwYMtEgwAALR/brehG9/fqPSiSnUJ8dYTFw7iRKIAgE5hzsld9NrcEfL3tGtDSpGmPPuj1h0sNDsWAABohmaV6OXl5Y1WoB9SUFAgp9N53KEAAEDH8OzyPfpuV648HVa9OHuo/D0dZkcCAKDVnNozTJ/+eYx6Rvgqp7RaM19ZqfdWp5gdCwAAHKNmleinnHKK3njjjYbLFotFbrdbjz32mE4//fQWCwcAANqv73blav6yXZKkB6cNUJ8of5MTAQDQ+rqE+mjRtaN1Tr9I1boM/XXRFt29eKtq6txmRwMAAEfJ3pwbPfbYYxo3bpzWrl2rmpoa3X777dq2bZsKCgr0008/tXRGAADQzqQVVuiG9zbIMKSLR8Tr/KGxf3wjAAA6KF+nXS/MStIL3+7Rk1/v0pu/HNTOrFI9PytJYX68mxsAgLauWSvR+/fvr127dmnMmDGaOnWqysvLNX36dG3YsEHdu3dv6YwAAKAdqalz67p3NqioolYDYgJ0z5S+ZkcCAMB0VqtFfz4jUf+6dJj8nHatPlCgyc/+oLUHCsyOBgAA/sAxr0Svra3VOeeco5deekl33nnnicgEAADasUeX7NCm1CIFeDn0wqwkeTpsZkcCAKDNGNcnQov/PFrXvLlOe3LKNPOVX3THxD66fHQXTr4NAEAbdcwr0R0OhzZv3nwisgAAgHbu6+3Z+vdP+yVJT1wwSHHBh5+IHACAzq57mK8+uW60zh0UrTq3oQf+s13XvbNepVW1ZkcDAABH0KxxLrNnz9arr77a0lkAAEA7llZYoVs/3CRJumJMV53VN8LkRAAAtF0+TruenjlY953bTw6bRV9sydLU537SzqxSs6MBAIDfaNaJRevq6vTvf/9b33zzjYYOHSofH59G1z/11FMtEg4AALQPtS63rn93g4orazUoNkD/d05vsyMBANDmWSwWzTm5iwbEBujPb6/XvrxyTXv+Jz08vb/OG8JJuQEAaCuOqUTft2+funTpoq1btyopKUmStGvXrkb7MMMNAIDO54mvdmp9SpH8PO167pIkedib9WY3AAA6paT4IP3n+lN0w3sb9MPuPN30/iat3Juve8/tJ2+PZq19AwAALeiYfhonJiYqMzNTK1askCRddNFFeuaZZxQRwdu1AQDorFbszNHL3+2TJD02YyBz0AEAaIZgHw+9NneEnlm2W88s360P1qZpfUqRnrtkiHpH+psdDwCATu2YlokZhtHo8pIlS1ReXt6igQAAQPuRVVylWz6on4N+6agETRgQZXIiAADaL5vVopvO6qm3rxypcD+n9uSUaepzP+ntVQcPez0OAABaz3G915of4gAAdF51/52DXlBeo75R/vrbxD5mRwIAoEM4uXuoltxwik7rFabqOrfu/Hir/vxO/blHAABA6zumEt1isRw285wZ6AAAdE5PL9ut1QcK5ONh0/OzkuTpsJkdCQCADiPE16l/zxmuv03sLbvVos+3ZGrSMz9oQ0qh2dEAAOh0jmkmumEYuuyyy+R0OiVJVVVV+p//+R/5+Pg02m/RokUtlxAAALQ5P+7O03Mr9kiSHp4+QF1Dff7gFgAA4FhZrRZdfWp3jegaor+8u16pBZU6/6WVumFcoq49rbvsNk7kDQBAazimEn3OnDmNLs+ePbtFwwAAgLYvp7RKN76/UYYhXTwiTlMHx5gdCQCADm1wXKA+v/4U3fnxVn22KUNPfb1L3+/K1T8uGswJvQEAaAXHVKIvWLDgROUAAADtgMtt6Mb3NiqvrFq9Ivx0z5R+ZkcCAKBT8Pd06JmZg3VG7zDdvXib1h4s1ISnf9AD0/pp2uAYRq0CAHAC8d4vAABw1J5fsUc/782Xl8Om52cNYQ46AACtyGKx6LwhsVpywykalhCksuo63fT+Jl3/3kZOOgoAwAl0TCvRAQBA5/XLvnzN/2aXJOnBaf3VI9zP5EQAAHROccHeeu/qk/Tit3s1f9lufbYpQ+sOFOix8wdpTGLoMR8vJSVFeXl5JyBp+xAaGqr4+HizYwAA2jBKdAAA8Ifyy6p1w3sb5DakGUmxmjE01uxIAAB0anabVX8Zl6gxiaG68f2NOphfodmvrtKfTkrQHRN7y9vj6F7up6SkqHefPqqsqDjBidsuL29v7UhOpkgHADSJEh0AAPwut9vQzR9sUnZJtbqH+eiBacxBBwCgrRgSH6Qvrj9Fjy7ZoTd/Oag3fzmo73fn6okLBml4l+A/vH1eXp4qKyo06/8eV0R891ZI3LZkp+zV2/NuU15eHiU6AKBJlOgAAOB3vfz9Pn23K1dOu1XPz0o66pVtAACgdfg47XpgWn+N7xep2xdu0sH8Cl348kpdOaarbjm711GdwyQivrtiE/lDOQAAR8KJRQEAQJPWHijQE1/tlCTdd24/9Y70NzkRAABoypjEUC296VRdMDRWhiH984f9mvTMD9qYWmR2NAAA2jVKdAAAcESF5TW6/t0NcrkNnTsoWhcNjzM7EgAA+AP+ng49fsEgvTpnmML8nNqbW64ZL/6sJ77cqZo6t9nxAABolyjRAQDAYQzD0G0LNymjuEpdQrz18PQBslgsZscCAABHaVyfCH1146k6d1C0XG5Dz63Yo6nP/6TtGSVmRwMAoN2hRAcAAId59cf9+iY5Rx42q567JEm+TuagAwDQ3gT5eOiZi4fohVlJCvbxUHJmiaY+/6OeW75bdS5WpQMAcLQo0QEAQCMbU4s0b+kOSdLdk/uof0yAyYkAAMDxmDggSl/eeKrO7huhWpehJ77apRkv/qw9OaVmRwMAoF2gRAcAAA2KK2v153fWq9ZlaOKASM0+KcHsSAAAoAWE+Tn18p+G6h8XDZK/p12b0oo18ZkftSi5TLJQDQAA8Hv4SQkAACTVz0H/v4WblVZYqbhgLz0yfSBz0AEA6EAsFovOGxKrr24aq9N6hammzq23tpQqcvYTKqnhZz4AAE2hRAcAAJKkN385qKXbsuSwWfTcxUkK8HKYHQkAAJwAkQGeWnDZcD1+/kB5OyxyRvfUsiy71hwokNttmB0PAIA2hxIdAABoa3qxHvxPsiTprxP6aFBcoLmBAADACWWxWHTBsDg9PT5MFXtWyy2Lft6br/fXpiqvrNrseAAAtCmU6AAAdHKlVfVz0Gtcbp3ZJ0KXj+5idiQAANBKQrxtyv3ofg0LqZPTblVOabXeXZ2iVfvz5WJVOgAAkijRAQDo1AzD0N8+3qoD+RWKCfTSExcwBx0AgM4owcetP52UoG6hPnIb0i/7CvT+2lTllrIqHQAASnQAADqx99ak6rNNGbJZLXrm4iEK9PYwOxIAADCJj9OuyQOjNL5fhDztVuWWVuu9NSn6ZR+r0gEAnRslOgAAnVRyZonu/XSbJOm28b00NCHI5EQAAMBsFotFvSP9NfukBHUPq1+Vvmp/gd5bk6Kckiqz4wEAYApKdAAAOqHy6jr9+Z31qq5z67ReYbr6lG5mRwIAAG2Ij9OuSQOiNKF/pLwcNuWV1ei9talauTdfdW632fEAAGhVlOgAAHRCd3+yVXtzyxXh79STFwyS1cocdAAA0JjFYlHPCD/NPileieG+Mgxp9YECvbc6VdmsSgcAdCKU6AAAdDIL16Vp0fp0WS3SMzOHKMTXaXYkAADQhnl72DVxQJQm/ndVen55jd5fm6qf9uSpzsWqdABAx0eJDgBAJ7I7u1R3L94qSbrpzJ4a2S3E5EQAAKC9SIzw059OSlDPiPpV6WsPFurd1anKKmZVOgCgY6NEBwCgk6iscem6d9arstalMT1Cde3pPcyOBAAA2hkvD5sm9I/SpAFR8vawqaCiRh+sTdWPu1mVDgDouCjRAQDoJO7+ZKt2ZZcp1Neppy4aJBtz0AEAQDP1CPfV7JMS1DvST4akdSmFemd1ijKLK82OBgBAi6NEBwCgE/hgbaoWrkurn4N+8WCF+3maHQkAALRzXg6bxveL1JSBUfLxsKmwolYfrE3T97tzVcuqdABAB9KuSvRHH31UFotFN954Y8O2qqoqXXfddQoJCZGvr69mzJih7Oxs80ICANDG7Mgq0d8/qZ+DfvNZPXVy91CTEwEAgI6kW1j9qvQ+UX6SpA0pRXpnVYrSi1iVDgDoGNpNib5mzRq9/PLLGjhwYKPtN910kz777DN9+OGH+u6775SRkaHp06eblBIAgLalrLpO1769XlW1bp3aM0zXnsYcdAAA0PI8HTad3TdS5w6Klq/TrqLKWi1cl6bvdrEqHQDQ/rWLEr2srEyzZs3SP//5TwUFBTVsLy4u1quvvqqnnnpKZ5xxhoYOHaoFCxbo559/1i+//GJiYgAAzGcYhu5YtEX7cssV6e+p+RcNlpU56AAA4ATqGuqj2SPj1TfKX5K0MbVIb69iVjoAoH1rFyX6ddddp0mTJunMM89stH3dunWqra1ttL13796Kj4/XypUrWzsmAABtyturUvTZpgzZrRY9P2uIgn08zI4EAAA6AafDprP6Rmja4PpV6cWVtfpwbZpW7s2Xy22YHQ8AgGNmNzvAH3nvvfe0fv16rVmz5rDrsrKy5OHhocDAwEbbIyIilJWV1eQxq6urVV1d3XC5pKSkxfICANAWbE0v1v2fbZck3X5OLw1NCDY5EQAA6GwSQupXpX+7K1c7skq1+kCBDuSXa3y/SP64DwBoV9r0SvTU1FTdcMMNevvtt+Xp6dlix33kkUcUEBDQ8BEXF9dixwYAwGwlVbW69u31qnG5dWafcF11SjezIwEAgE7K6bBpfL9ITewfKU+7VTml1XpndYo2pBTKMFiVDgBoH9p0ib5u3Trl5OQoKSlJdrtddrtd3333nZ555hnZ7XZFRESopqZGRUVFjW6XnZ2tyMjIJo97xx13qLi4uOEjNTX1BD8SAABah2EYuv3DzUopqFBskJeevGCwLBbmoAMAAHMlRvhp1kkJSgj2lstt6Pvdefp4Q7rKqurMjgYAwB9q0yX6uHHjtGXLFm3cuLHhY9iwYZo1a1bD/zscDi1btqzhNjt37lRKSopGjRrV5HGdTqf8/f0bfQAA0BEs+OmAlm7LksNm0fOXJCnA22F2JAAAAEmSr9OuqYOjdXqvMNmtFqUWVurtVQe1N7fM7GgAAPyuNj0T3c/PT/3792+0zcfHRyEhIQ3br7jiCt18880KDg6Wv7+//vKXv2jUqFE66aSTzIgMAIBp1qcU6uEvkiVJd03qq0FxgeYGAgAA+A2LxaKBsYGKC/bW0q1Zyimt1n82Z6p/jL9OTQyTw9am1/oBADqpNl2iH41//OMfslqtmjFjhqqrqzV+/Hi98MILZscCAKBVFVXU6C/vbFCd29CkAVG6dFSC2ZEAAACaFOTtoQuHxWnlvnytO1ioreklyiis0jn9IxXm5zQ7HgAAjbS7Ev3bb79tdNnT01PPP/+8nn/+eXMCAQBgMrfb0C0fbFJ6UaW6hHjr0RkDmIMOAADaPJvVojE9QhUf7K2vtmWpoKJG769J1egeIRocF8jvMwCANoP3SQEA0M698sM+LduRIw+7Vc/PSpKfJ3PQAQBA+xEf7K1ZIxPULdRHLqP+pKOfbspQZY3L7GgAAEiiRAcAoF1bvb9Aj3+5U5J037n91C86wOREAAAAx87Lw6bJA6N0eq8w2awWHciv0DurU5RRVGl2NAAA2t84FwAAUC+vrFp/eXe9XG5D5w2J0czhcc0+VkpKivLy8lowXfuRnJxsdgQAAKD/f9LRqAAvfbE1U0UVtVq4Pk0ndw/R0PggxrsAAExDiQ4AQDvkchu68b2Nyi6pVo9wXz04rX+zX1impKSod58+qqyoaOGU7UtZWZnZEQAAgKQwP6cuHh6vZTuytSu7TD/tyVd6YaXO7hcpL4fN7HgAgE6IEh0AgHboia926sc9efJy2PTCrCT5OJv/Iz0vL0+VFRWa9X+PKyK+ewumbB+SV3+nJa8/raqqKrOjAACA//KwW3VOv0jFBZXo21259eNdVqVoQv9IRQd6mR0PANDJUKIDANDOLN2aqRe/3StJeuz8geoZ4dcix42I767YxH4tcqz2JDtlr9kRAADAEVgsFvWPCVCEv2ej8S6n9AjV4LhAxrsAAFoNJxYFAKAd2ZNTpls+2CRJunJMV00ZFG1yIgAAgBPr0HiXnhG+Mgzp+915WrotS7Uut9nRAACdBCU6AADtRFl1na55c63Ka1wa2TVYf53Q2+xIAAAAreLQeJexPcNktUi7ssv0/ppUFVXUmB0NANAJUKIDANAOGIahWz/YpL255Yr099RzlyTJbuPHOAAA6DwsFosGxwVq+pBYeXvYlF9eo3fXpGpfHicHBwCcWLz6BgCgHXjpu31aui1LHjarXpydpDA/p9mRAAAATBET5KWLR8QrKsBTNXVufbYpUyv35cswDLOjAQA6KEp0AADauB935+nxL3dIku45t6+GxAeZnAgAAMBcvk67ZiTFamBsgCRp9f4CfbopQ9V1LpOTAQA6Ikp0AADasNSCCv3l3fVyG9KFw2J1yYh4syMBAAC0CTarRaf3CtfZfSNks1p0IL9CH6xJY046AKDFUaIDANBGlVfX6ao31qqwolYDYgJ0/9T+slgsZscCAABoU/pE+euCobHycdpUUFGj99akKrWgwuxYAIAOhBIdAIA2yO02dOuHm7Qjq1Shvk69/Keh8nTYzI4FAADQJkX4e+ri4fGK8Hequs6tjzema1NqEXPSAQAtghIdAIA26Jnlu7Vka/2JRF/+U5KiA73MjgQAANCm+TjtOj8pVr0j/WQY0re7crV8Z45cbop0AMDxoUQHAKCNWbo1U/O/2S1JenBafw1NCDY5EQAAQPtgt1l1dt8Ije4RIknaml6ijzekq7KWE44CAJrPbnYAAADMlpKSory8PLNjSJIOFNXqjmX5kqTJiT7qYcvV+vW5J/Q+k5OTT+jxAQAAWpPFYtGwhGAF+3joy63ZSi+q1AdrUjV1cLQCvT3MjgcAaIco0QEAnVpKSop69+mjygrzTz5l9fJX1Jx/yB4Qocr96/X8Y/fqecPdavdfVlbWavcFAABwonUL9dUFwxz6dFOGiipr9f7aVE0ZGM2YPADAMaNEBwB0anl5eaqsqNCs/3tcEfHdTcvhNqQfcuzKq7bKx25oyin95TF2Yavcd/Lq77Tk9adVVVXVKvcHAADQWkJ9nbpoWJw+3ZShnNJqLdqQrrP7RqhnhJ/Z0QAA7QglOgAAkiLiuys2sZ8p920YhpbvzFFedYk8bFZNHxanYJ/We6txdsreVrsvAACA1ubjtOv8obFaujVL+/LKtWRrlooqazU8IcjsaACAdoITiwIAYLINKUXaml4iSTqnf2SrFugAAACdgcNm1aSBURocFyhJWrk3X8t25MhtmJsLANA+sBIdAAAT7ckp0w976k9qempiqLqG+picCAAAoGOyWiwa2zNMgV4OfbcrV9sySpTraZfFgxnpAIDfx0p0AABMklVcpS+3ZUmSBsUGNKyMAgAAwIkzKC5QkwdFyW61KKfKqoiZD6moymV2LABAG0aJDgCACUoqa/XZ5gzVuQ11CfHWqYlhslgsZscCAADoFLqF+mpGUqw8rIacUT31t+X5OphfbnYsAEAbRYkOAEArq65z6dNNGaqocSnU10MT+kfJaqVABwAAaE2RAZ46LaJWdUVZyipzacaLP2trerHZsQAAbRAlOgAArcjlNvTFlizll9fIx2nTuYOi5WHnxzEAAIAZ/BxS1lu3qUugXXllNbro5ZX6cXee2bEAAG0Mr9oBAGglhmHo2505SimokMNm0bkDo+Xn6TA7FgAAQKfmKi/UA6eFaFS3EJXXuDT3tdX6ZGO62bEAAG0IJToAAK1k9YECbc0okUXSOf0iFe7vaXYkAAAASPLxsOq1y4dr0sAo1boM3fDeRr2x8oDZsQAAbQQlOgAArWBLWrF+2VcgSRrbM0zdwnxNTgQAAIBfc9ptenbmEM0ZlSBJ+vsn2/Tc8t0yDMPkZAAAs1GiAwBwgu3JKdOKnTmSpBFdgjUoLtDcQAAAADgiq9Wie8/tp+vHJUqSnvhqlx5ZsoMiHQA6OUp0AABOoLTCCi3dliVDUv9of53ULdjsSAAAAPgdFotFN5/VU3dN6iNJeuX7fbpj0Ra53BTpANBZUaIDAHCC5JZW67NNmXK5DXUP89HpvcJlsVjMjgUAAICjcOUp3fTYjIGyWqT31qTq+nc3qKbObXYsAIAJKNEBADgBiitrtXhjumpcbkUHeuqcfpGyWinQAQAA2pMLh8fp+UuS5LBZ9PmWTF31xlpV1rjMjgUAaGWU6AAAtLCKmjp9vCFdFTUuhfh66NyB0bLb+JELAADQHk0YEKVX5wyXl8Om73blas6/V6usus7sWACAVsQregAAWlBVrUuLN2SouLJWfp52TRscI6fDZnYsAAAAHIdTe4bprStHyM/TrtUHCvSnV1epuLLW7FgAgFZCiQ4AQAuprnNp8cZ05ZZVy8th03lDYuTrtJsdCwAAAC1gaEKw3rnyJAV6O7QhpUiz/vWLCstrzI4FAGgFlOgAALSAmjq3PtmYoeySank6rJqeFKMgbw+zYwEAAKAFDYgN0LtXnaQQHw9tTS/RzFd+UW5ptdmxAAAnGCU6AADHqc7l1mebM5RZXCWn3arzBsco1NdpdiwAAACcAH2i/PX+NScp3M+pndmluuiVlcoqrjI7FgDgBKJEBwDgONS53frP5kylFVbKw2bVtMExCvf3NDsWAAAATqAe4X764JpRign00r7ccl348kqlFVaYHQsAcIIwqBUAgGZyuQ0t2ZKlgwUVslstOndQtCIDKNABAADam+Tk5Gbd7u7Rvrrn2xqlFFRo2rPf6/7TghXp2/6qltDQUMXHx5sdAwDarPb3LzsAAG2Ay23oy21Z2pdXLpvVoimDohUT5GV2LAAAAByDkoJcSdLs2bObfQybb4giZj6oPMXp6ne3KfvdO1RXnN1SEVuFl7e3diQnU6QDQBMo0QEAOEZ1breWbs3S3txyWS3S5AFRig/2NjsWAAAAjlFlWYkkadI1d6rXwKHNP45L+j7bUFlAuBKv+5dOiahVe1mQnp2yV2/Pu015eXmU6ADQhHbyTzoAAG1Dncutz7dk6kB+hWwWiyYOjFSXUB+zYwEAAOA4hEQnKDax33EdI7prnT5an6bCilr9XOCtGUmxCvBytFBCAICZOLEoAABHqdbl1iebMnQgv34G+pRBUeoW6mt2LAAAALQBPk67ZiTFKsjbodKq+kK9uLLW7FgAgBbASnQAAI5CdZ1Ln27MUEZxlRy2+pOIxgYxwgUAgI6iuSeWbO866+M+UQ4V6YdWpH+0Po0V6QDQAVCiAwDwB6pqXVq8MV3ZJdXysFs1bXC0ogI4iSgAAB1BS5xYsiMoKyszO0KHQZEOAB0PJToAAL+joqZOizdkKLesWp4Oq84bHKNwf0+zYwEAgBbSUieWbK+SV3+nJa8/raqqKrOjdCgU6QDQsVCiAwDQhOLKWi3ekK6iylp5e9h03pAYhfo6zY4FAABOgJY4sWR7lJ2y1+wIHRZFOgB0HJxYFACAI8gpqdIHa1NVVFkrP0+7zk+KpUAHAADAMeFkowDQMVCiAwDwGwfzy7VwfZoqalwK9fXQhcPiFOTjYXYsAAAAtEMU6QDQ/lGiAwDwK8mZJfp0U4ZqXYZig7x0/tBY+TqZfgYAAIDmo0gHgPaNEh0AAEmGIa09UKCvtmfLbUg9I3w1bXCMnHab2dEAAADQAVCkA0D7RYkOAIDFqk2FNv20N1+SlBQfqHP6RcpmtZgcDAAAAB3Jb4v0heso0gGgPaBEBwB0amU1boVfcK/2ltWvOD8lMVSnJIbJYqFABwAAQMv7dZFeVl2nRevTVEKRDgBtGiU6AKDT2ptbpr8uy5NX1yTZLIYmDohUUnyQ2bEAAADQwfk47ZqeFKtAL4dKquq0aEO6Sqso0gGgraJEBwB0St/tytW0539SRqlLdcU5Oi2iTonhfmbHAgAAQCfh+98V6QFeDhVX1uqj9ekqq6ozOxYA4Ago0QEAnYphGPrXD/s0d8FqlVbVqXeoQ5lv3KRAD8PsaAAAAOhkfD3tmpEUI39Pe32RviFN5dUU6QDQ1lCiAwA6jeo6l25buFkPfp4styFdOCxW940Nkbui2OxoAAAA6KT8PB2akRQrP0+7iipqtWh9OkU6ALQxlOgAgE4hJb9C57+4UgvXpclqkf4+ua/mzRgoh40TiAIAAMBc/l71Rbqv066Cihp9vCFdFTUU6QDQVlCiAwA6vKVbszTp2R+0Jb1Ygd4OvTZ3hC4f01UWCwU6AAAA2oYAL4dmJMXIx2lTfnmNFm1IV2WNy+xYAABRogMAOrCaOrce+M92/c9b61RaVaek+EB9cf0pOrVnmNnRAAAAgMMEentoRlKsvD1syi+rX5FeVUuRDgBmo0QHAHRI6UWVuvDllXr1x/2SpKtO6ar3rxml6EAvk5MBAAAATQv6VZGeW1ZNkQ4AbQAlOgCgw1mWnK1Jz/ygjalF8ve065U/DdWdk/rKYePHHgAAANq+YB8PTR8SIy+H7f+1d+fhUdWHGsff2TKZ7BvZSYCwJOwgiIgCKnVDWoq1qKgoblVQkV6r1utWW616rVZErJaKWrVqFS0oKkJBERRkR8IWluwb2TOZLDPn/hGcmgqKmuRk+X6eZ56ZOefMzHt4DofMyy+/o+Lqer29NU/1TRTpAGAW2gQAQJdRW9+k3y7Zoatf+EIV7kYNSw7XuzefrrMHxZsdDQAAAPheokOcmjYySYEOq4qq6vX2lnyKdAAwCSU6AKBL2JxdrslPfqJXPs+WJM0a11uv/2qsekYFmZwMAAAA+GFiQpyaNiJZTrtVhVUevbM1Xw1NPrNjAUC3Q4kOAOjUGr0+PfbhHv1i4TodOuJWQnigXr5mjO6ZMlBOu83seAAAAMCP0iPUqWkjkuS0W1VQ6dG/tuWr0UuRDgDtiRIdANBp7S+u1s+f/lTzV+2Xz5B+PiJJ788dr3F9Y8yOBgAAALSa2LBATR2RpACbVXkVdRTpANDOKNEBAJ1Ok9enZ9ZkafKTa7Uzr0oRQQ4tuHSkHp8+XOEuh9nxAAAAgFYXHxaoqSMSFWCzKre8Tku356uJIh0A2gUlOgCgU9mRW6mfPvWp/rh8t+qbfBrfv4c+mDtek4cmmB0NAAAAaFMJ4S79bHiiHDaLcsrqtGx7AUU6ALQDSnQAQKfgbmjS75ft0s8WrNWugubR54/+YqheuGq04sICzY4HAAAAtIvECJd+NixJdqtFh8vcendHgZp8FOkA0JYo0QEAHd6avSU6+/GP9de1B+UzpJ8OS9RH8yboolE9ZbFYzI4HAAAAtKukyOYR6XarRYeOuLV8R6G8PsPsWADQZdnNDgAAwPEUVnr00PJMvbM1X5KUFOHS76cO1hnpsSYnAwAAAMyVHBmkKcMS9a9t+TpQWqvlOwt03uAE2awMMgGA1kaJDgDocOqbvFq09qCeWrVf7gavLBbpylN76X/OHqBgJ/90AQAAAJKUEhWkKUMTtHR7gbJKKNIBoK3QRAAAOpRVu4v0u6W7dOiIW5I0MiVC9/10kIYmR5gbDAAAAOiAUqODdcGQBC2jSAeANkOJDgDoEA6W1uqBZbu0anexJKlHqFN3npeuqcOTZOULAAAAAHBcvWKCdcHQBC3bQZEOAG2BEh0AYKry2gbNX7VfL312SI1eQw6bRbPG9dZNZ/VTCFO3AAAAACfEX6QzIh0AWh3tBABA2dnZKi0tbdfPrG8y9O6+Wr21u0buRkOSNCLeqVnDw5QUVqe9X25vlxyZmZnt8jkAAABAW+sVHdxijvT3dhTo/CEU6QDwY1GiA0A3l52drfSMDNW53e3zgRarggdNVMTpl8se1kOS1FB0QOWrn9fbh7bo7fZJ8Q01NTUmfTIAAADQelK/VqQfKKVIB4DWQIkOAN1caWmp6txuzbj9UcWlpLXZ5xiGVOix6MsKmyobrZIkl83QoAivUnomyzL67jb77G+TuWGNlr/wZ3k8HlM+HwAAAGht/12kv7ujQOcPiZfdajU7GgB0SpToAABJUlxKmpL7DWr19zUMQznldfrswBEVVDYX1U67VaN7RWlYcrjsNnN/kC/KzjL18wEAAIC28PUi/WBprZZtK9AFQxNM//kbADojSnQAQJvJK6/T+gNHlFdRJ0myWy0amhyu0b2iFOiwmZwOAAAA6NpSo4P1s2GJ+te2fB0uc+udbfn66bBEOSjSAeB7oUQHALS6wkqP1h84ouyy5nnWbRaLhiSFa1SvSAU7+acHAAAAaC89o4I0dXiS3tmWp9zyOr29NU8/G5akADtFOgCcqA59xnzooYc0evRohYaGKjY2VlOnTtWePXtabOPxeDR79mxFR0crJCREF154oYqKikxKDADdW15FnZZsydNrX+Qou8wtq0UanBSmmaemasKAHhToAAAAgAmSIl36+Yjm4jy/wqMlW/JU3+g1OxYAdBodukRfs2aNZs+erc8++0wrVqxQY2Ojzj77bNXW1vq3ufXWW7V06VK98cYbWrNmjfLz8zVt2jQTUwNA92IYhrLL3Prnplz9c1OussvcslikgQlhumJsL52VHqfQQIfZMQEAAIBuLSHcpWkjkuS0W1VY5dFbW/LkoUgHgBPSoYcEvv/++y2eL168WLGxsdq0aZPGjx+vyspKLVq0SK+88orOPPNMSdLzzz+vjIwMffbZZzrllFPMiA0A3YJhGDp8xK0Nh8r8Fwy1Hi3PR/WKUriL4hwAAADoSOLCAnXhyGQt2ZKn4up6vbk5V2PCzU4FAB1fhy7R/1tlZaUkKSoqSpK0adMmNTY2atKkSf5t0tPTlZKSovXr1x+3RK+vr1d9fb3/eVVVVRumBoCuxecztK+4RpsOl6ukpvlcarNaNDgxTCelRjLqHAAAAOjAeoQ6deHIJL21JU+lNQ1a43HIFhpjdiwA6NA6TYnu8/k0d+5cjRs3ToMHD5YkFRYWKiAgQBERES22jYuLU2Fh4XHf66GHHtL999/flnEBoMtp9Pr0ZX6VtmSXq8rTJEmyWy0amhyukSlcMBQAAADoLKJDnPrFSc0j0qs9TYqf8Yjyq5s00uxgANBBdZrGY/bs2dq5c6fWrl37o9/rzjvv1Lx58/zPq6qq1LNnzx/9vgDQFbkbmrQtt1LbcyrkafJJklwOm4b3jNCQ5HC5HDaTEwIAAAD4viKDAvSLk5L1xucHVRMeq//99xGl9a9SRkKY2dEAoMPpFCX6nDlztGzZMn388cdKTk72L4+Pj1dDQ4MqKipajEYvKipSfHz8cd/P6XTK6XS2ZWQA6PQq3A3anF2hXQVV8voMSVK4y6GRKREamBAmu61DX5saAAAAwHcIC3RoQlyjlmzOUUVcmqb/Zb0WzzpZI1MizY4GAB1Kh25ADMPQnDlztGTJEq1atUq9e/dusf6kk06Sw+HQypUr/cv27Nmj7OxsjR07tr3jAkCXUFjl0Xs7CvTi+sPakVcpr89QXJhT5w+O1xVjUzU0OYICHQAAAOgiAm1S4au/1YBoh6o8Tbrsr59r7b5Ss2MBQIfSoUeiz549W6+88oreeecdhYaG+uc5Dw8Pl8vlUnh4uK6++mrNmzdPUVFRCgsL00033aSxY8ce96KiAIBjK6yz6PPNucotr/Mv6xUdpJNSI5UU4ZLFYjExHQAAAIC2YtTX6t4JUVq4w6tP9pVq1uKNmn/pCJ0z6Pi/5Q8A3UmHHkq4cOFCVVZWauLEiUpISPDfXnvtNf82jz/+uC644AJdeOGFGj9+vOLj4/XWW2+ZmBoAOo9Gr09rDruVcNV8fVriUG55nawWKSM+VDPGpOhnw5OUHBlEgQ4AAAB0cYF2q/46c5TOGRSnBq9PN/x9k17dkG12LADoEDr0SHTDML5zm8DAQC1YsEALFixoh0QA0DXU1jfpHxtztOiTA8qv9CggtrfsFkNDekZqRM8IhQY6zI4IAAAAoJ057TYtuHSkfrtkh17/Ild3vrVDxVX1uvmsvgysAdCtdegSHQDQukqq67V43UG9tP6wqjxNkqSIQKsOfvC8rphxifr062FyQgAAAABmstusevjCoYoNDdRT/96vxz/aq+Jqj373s8GyWSnSAXRPlOgA0A0cKKnRc58c1Jubc9XQ5JMk9YkJ1rXj+6i3pURj739DAZdfYnJKAAAAAB2BxWLR/5wzQD1Cnbpv6Zd6+fNsHalp0BMXD1egw2Z2PABod5ToANCFbcku11/WHNAHuwr11QxZI1IidP34NP1kYJxsVos2by41NyQAAACADmnmqb0UE+LUra9t1ftfFuqKv23Qc1eMUriL6R8BdC+U6ADQxfh8hlbvLdYzaw5ow8Ey//JJGbG6fkKaRqVGMp8hAAAAgBMyeWiCIoMduv7FTdpwsEzT/7Jef7tytBIjXGZHA4B2Q4kOAF1Eo9enpdvy9cyaLO0tqpEkOWwWTR2epOvG91G/uFCTEwIAAADojE5Ni9Fr14/VzOc3aHdhtX7+9KdaNHO0BieFmx0NANoFJToAdHLuhia9tjFHf/3koPIq6iRJIU67ZoxJ0VXjeis+PNDkhAAAAAA6u4GJYVpy46matXij9hbV6Jd/Wa8nLx6hSQPjzI4GAG2OEh0AOqny2ga9uP6wFq87qHJ3oyQpJiRAs07rrRljUpmnEAAAAECrSo4M0j9vOFWzX96sT/aV6rqXvtDdFwzUVeN6mx0NANoUJToAdDL5FXVatPagXt2QLXeDV5KUEhWk68b30S9OSlagw2ZyQgAAAABdVVigQ3+7crTueWenXt2Qo/uX7tLhI27dfcFA2axcewlA10SJDgCdxP7iaj2z5oDe3pKnJp8hSRqYEKYbJqbpvMHxstusJicEAAAA0B04bFY9+PMh6hUdrIeW79bidYeUU+bWk5eMULCTqglA18OZDQA6uC3Z5Vq4Oksf7iryLzulT5RumNhX4/vFyGJhtAcAAACA9mWxWHT9hDT1jArSra9t1crdxbpw4To9d8Uo9YwKMjseALQqSnQA6IAMw9BnB8o0f9U+rcs64l9+zqA4/WpCmkakRJqYDgAAAACanT8kQQnhgbr2xU3aXVitnz61VgtmjNSpaTFmRwOAVkOJDgAdiGEY+mRfqeav2qeNh8olSXarRT8fkaTrJ/RR39hQkxMCAAAAQEsjUiK19KZxuv6lTdqeW6nLF23Q3ZMzNPPUXvzmLIAugRIdADoAwzC0anex5q/ar605FZKkAJtV00f31K8mpikpwmVuQAAAAAD4FgnhLr1+/Vjd+dYOLdmSp/uW7tKugio9MHWwnHab2fEA4EehRAcAE/l8hj7cVaj5q/bry/wqSVKgw6pLT07V9RP6KC4s0OSEAAAAAHBiAh02/emXwzQwIUwPLc/U61/kan9xjZ657CTF8t0GQCdGiQ4AJvD6DL27o0ALVu3XnqJqSVJQgE2Xj03VNaf1UY9Qp8kJAQAAAOD7s1gsunZ8Hw2ID9WcVzZrc3aFpjy1Vk9dOlKje0WZHQ8AfhBKdABoR01en97Zmq8Fq/frQEmtJCnUadeV43pp1rjeigwOMDkhAAAAAPx44/v30L/mnKZrX/xC+4prdPGzn+mOc9N1zem9mScdQKdDiQ4A7aDJ69OSLXmav2q/ssvckqRwl0NXn9ZbM0/tpXCXw+SEAAAAANC6esUE6+3Z4/TbJTv0ztZ8/eG9TG08VKZHLxrGdyAAnQolOgC0Ia/P0LLt+frzR/t0oLR55Hl0cICuOb2PLh+bqhAnp2EAAAAAXVew064npg/X6F5R+t3SXfpwV5F2z1+rp2eM1OCkcLPjAcAJob0BgDbg8xlavrNQT3y0V/uKayRJUcEB+tWEPrrslFQFBXD6BQAAANA9WCwWXXZKqoYlR+jGVzYpu8ytaQvX6d4pA3XpySlM7wKgw6PFAYBWZBiGVuwq0uMf7VNmQZUkKSzQrusnpGnmqb0YeQ4AAACg2xqSHK5lc07Xr9/Ypo8yi3TXkp1an3VEf5g6ROFBTO8CoOOizQGAVmAYhlbvLdHjK/Zqe26lpOYLhs46rbeuPr23wgL5gRAAAAAAwoMceu6Kk/Tsxwf0yAd7tGx7gTYfLtefpg/XKX2izY4HAMdEiQ4AP4JhGFqXdUSPfbhHm7MrJElBATZdeWovXTe+jyKCAswNCAAAAAAdjMVi0fUT0jSmT7Ru+ccWHT7i1iXPfaYbJ6Zp7qT+ctisZkcEgBYo0QHgB9pwsEyPfbhHnx8skyQ57VZdMTZVv5qQpugQp8npAAAAAKBjG94zQu/dfLruX/qlXv8iVwv+naVP9pXqzxePUO+YYLPjAYAfJToAfE+bs8v1+Iq9+mRfqSQpwGbVpWNSdOPENMWGBZqcDgAAAAA6j2CnXY/8YpgmDojVnW/t0PbcSp3/509075SBmj66JxcdBdAhUKIDwAnakVupP63Yo3/vKZEk2a0W/XJ0T805o68SI1wmpwMAAACAzuv8IQkakRKhea9t0/oDR3THWzv03s5CPTRtiJL4vgXAZJToACApOztbpaWlx1x3qKJR//iyWhvy6iVJVot0Ri+XLhoYotjgRhUeyFRhe4ZtZZmZmWZHAAAAAAAlhLv08jVj9Ne1B/R/H+7Vx3tLdM7jH+vO89N16ckpjEoHYBpKdADdXnZ2ttIzMlTndrdYbo9OVsS4SxWcMV6SZBg+1X65WpXr/qG/lefrb2aEbUM1NTVmRwAAAADQzVmtFl03Pk1nZcTpN//crk2Hy3XXkp16b0eB/jhtqHpGBZkdEUA3RIkOoNsrLS1VndutGbc/qriUNNU0SpmVNmW7rZKaRzokB3mVEe5VWOpp0vmnmRu4lWVuWKPlL/xZHo/H7CgAAAAAIElK6xGi168fq8XrDunRD3br0/1HdM4TH+uO89J12ZhUWa2MSgfQfijRAeCokMQ0ZTbGKLOwSobRvCytR7DG9I5Wj1CnueHaUFF2ltkRAAAAAOAbbFaLrj6tt85Kj9Vv3tyuDQfLdM87X+rtLXn6/dQhGpgYZnZEAN2E1ewAAGC2UrdXUWfP1gf5Du0qaC7Qe0UH6eLRPXXB0MQuXaADAAAAQEfXKyZY/7j2FN3/00EKDrBpc3aFpjy1Vg8s26Wa+iaz4wHoBhiJDqDbKq7y6OnVWfr7Z8UKHXGeDEkpUUE6pU+UEsK5+jsAAAAAdBRWq0UzT+2lswfF6ffLMvXujgItWntQy7bn6+4LBmrykAQuPAqgzVCiA+h2jtTU65k1WXrps8PyNPokSZ7sHTp7VLpGDEkyOR0AAAAA4HgSwl1aMGOkfrm3RPe+s1OHjrg155Uteq1fju7/6SD16RFidkQAXRDTuQDoNircDXrk/d06/ZF/67lPDsrT6NPIlAjdNyFKRa/eqR6BhtkRAQAAAAAnYEL/Hnp/7njNndRPAXarPtlXqnOe+FgPLNulSnej2fEAdDGMRAfQ5VW4G7Ro7UE9/+kh/3x5Q5LCNe/s/prYv4e2bNlickIAAAAAwPcV6LBp7qT+mjo8Sfct/VKr95Ro0dqDenNzrm45q58uOyVVDhvjRwH8eJToALqsY5Xn6fGhmveT/vrJwDjmywMAAACALqBXTLAWX3Wy1uwt0R/e3aW9RTW6f+kuvbT+sO48P0OTMmL5/gfgR6FEB9DlHK88nzupv84eGCerlR+eAAAAAKCrmdC/h8alna7Xv8jVn1bs0YHSWl374hca2ydat5+XruE9I8yOCKCTokQH0GVQngMAAABA92a3WXXpmBRNGZaghauz9Ne1B7X+wBFNXfCpJmXEad5P+mtgYpjZMQF0MpToADo9ynMAAAAAwNeFBjr0m3PTdemYFD3x0T69tTlXH2UW6aPMIk0emqBbJ/VT39hQs2MC6CQo0QF0WpTnAAAAAIBvkxwZpP+7aJhumJimJz7ap6Xb8vXu9gIt31GgqSOSdMtZ/ZQaHWx2TAAdHCU6gE6nuNqj5z89pJfWH6Y8BwAAAAB8p7QeIZp/yQjdODFNj6/Yqw93FemtzXl6e0ueLhiaqBsmpikjgWleABwbJTqATiP7iFvPfpKl17/IVUOTTxLlOQAAAADgxGUkhOnZK0ZpW06FHv9or1bvKdG/tuXrX9vydWZ6rG6cmKZRvaLMjgmgg6FEB9DhZRZU6Zk1WVq6LV8+o3nZiJQI3TAhTZMyKM8BAAAAAN/PsJ4RWnzVydqZV6mFa7K0fEeBVu0u1qrdxTq5V5RuOCNNE/v3kMXC900AlOgAOrCNh8q0cHWWVu0u9i8b37+HbpyYpjG9o/hhBgAAAADwowxOCteCS0fqYGmtnv04S29uytOGQ2Xa8HyZ+saGaOapvXThyCQFBVChAd0ZZwAAHYphGPr3nmI9/e8sfXG4XJJktUjnDUnQDRPSNDgp3OSEAAAAAICupndMsB6aNlS3nNVfi9Ye0KsbcrS/uEZ3v71Tj76/W9NH99QVY3upZ1SQ2VEBmIASHUCH0OT16d0dBVq4Oku7C6slSQE2qy48KVnXje+j3jFcLR0AAAAA0LbiwwN11+SBuvmsfvrnply9sO6QDh1x67lPDmrR2oP6ycA4XTG2l8b2iWZqUaAboUQHYKra+ia98UWOFn16UDlldZKk4ACbLjslVbNO6624sECTEwIAAAAAupvQQIeuGtdbM8f20uq9xXr+00P6ZF+pPviySB98WaTU6CD9clRPXTQqWbGhfG8FujpKdACmyC1364V1h/SPjTmq9jRJkqKCAzRrXC9dfkovhQc5TE4IAAAAAOjurFaLzkyP05npcdpXVK0X1x/W21vydPiIW49+sEePr9irszJidfHJKRrfr4dsjE4HuiRKdADtatPhcv1t7UG9/2WhvD5DktQnJlhXndZbvxiZLFeAzeSEAAAAAAB8U7+4UD0wdbDuPD9d724v0KsbsrU5u8I/Oj0xPFBTRyTp5yOS1C8u1Oy4AFoRJTqANudp9Oq9HQV6Yf1hbcup8C8f1zdaV5/WWxP7xzKXHAAAAACgUwgKsOuiUT110aie2lNYrX9szNZbm/OUX+nR06uz9PTqLA1OCtPU4Un66bBExTJNKdDpUaIDaDO55W69/Hm2XtuYo7LaBknNFwv92fBEzTqttzISwkxOCAAAAADADzcgPlT3Thmk289N18rMYi3ZkqfVe4q1M69KO/Oq9OB7mRrXN0Y/HZaoswfGM3Up0ElRogNoVT6foU+zSvXi+sNamVmkozO2KCE8UDPGpGj66BT1CHWaGxIAAAAAgFYU6LBp8tAETR6aoLLaBr27PV9LtuRpc3aFPtlXqk/2leq3th0a1zdG5w9O0NmD4hQRFGB2bAAniBIdQKsorvbon5ty9drGHB0+4vYvH9c3Wpef0kuTMmJlt1lNTAgAAAAAQNuLCg7Q5WN76fKxvXT4SK3e3pKv5TsLtLuwWqv3lGj1nhL9dolFY9Oidf6QBJ2VHsuUL0AHR4kOQJKUnZ2t0tLS7/Uar8/QtqJ6rTjg1hf59fIeHXXusls0sZdL5/UNUnKYQ2rI1/Zt+W2QunVkZmaaHQEAAAAATNWdvxfV19fL6Wy735g+PUo6fXyI8qoCtT63TutyPTpU0eQfoS5JfaMcGpXg1OjEQPWKsMtiab/rhsXExCglJaXdPg/ojCjRASg7O1vpGRmqc7u/e2NJ9vA4BQ8+SyFDJskeHutf7snLVM22D+Te/Yl2N9brmbYK3EZqamrMjgAAAAAA7aqqrESSdNlll5mcxEwWSUa7fqI9MlFBA8YpqN8pciYO0P6yRu0va9Q/vqxRU1Wx6vZvUN2BTfJk75DR6GnTLK6gIO3OzKRIB74FJToAlZaWqs7t1ozbH1VcStoxt2n0Sbluq7JrrSqt/8+0LA6rodRgn3oF+xSekiaNvVHSje2UvHVkblij5S/8WR5P2/5gAgAAAAAdTV1NlSRp8vV3acDQk0xO0/6++j5o5v57vA0qqLOqoM6qYo9FCotV6MgLFDryAllkKMZpKC7Qp1iXoQiHodYcpF6UnaWXH75NpaWllOjAt6BEB+AXl5Km5H6D/M99PkM55W5lFlQrq6RGTb7//M98SlSQMhJC1bdHSKef67woO8vsCAAAAABgqujE1BbfB7uLr74Pmr3/fY/eN3l9yimv08HSWh0+UqsqT5NK6i0qqbdKlZLLYVPPKJd6RgYpOdKlcJejXad+AborSnQALRiGoYJKj/YUVWtfUY3qGr3+dZFBDmUkhCk9PlShgQ4TUwIAAAAA0PXYbVb1jglW75hgGYahirpGZR9x63CZW7nlbtU1erW3qEZ7i5qnIw1x2pUc6Tp6C1JYYPvOpw50F5ToAGQYhhyxvbWj3KYP1x1StafJvy7QYVX/uFBlJIQpLtTJP8YAAAAAALQDi8WiyKAARQYFaFjPCHl9hgoq65RTVqfcCrcKKz2qqW/S7sJq7S6sltRcqieEByoxwqWE8ED1CHHKauV7PPBjUaID3ZRhGNqRV6nlOwv1zqYSJV41X3urJalJDptFaT1CNCAuVD2jgmTjH1wAAAAAAExls1qUHBmk5MggSdFq9PpUUOlRbrlbueV1KqpqLtX3FddoX3HzSHWHzaL4sEAlhLsUF+5UXGiggp3UgcD3xd8aoBvx+gxtzi7X8h2F+uDLQuVV1PnXGU0NSgq1a3haonrHBHf6ec4BAAAAAOjKHDarUqKClBIVJElq9PpUVOVRfoVH+ZV1Kqj0qKGpeY71nPL/fP8PDbQrPixQcWGBsnossgQEmbULQKdBiQ50ce6GJq3dV6qVmcVaubtYpTX1/nUuh01npPdQerBHc6f/RL94/GUlx4WamBYAAAAAAPwQDpv1ayPVm38D/UhtgwoqPCqsar6V1Tao2tOkas9Xo9UdSrn1dd3wbrGG7fxCGQlhykgI06DEMCVHupjSFTiKEh3ogvIr6rRyd7FWZhZpXdYRNTT5/OtCA+2alBGncwfHa0L/Hgp02LR582YZDXXf8o4AAAAAAKAzsVgsiglxKibEqSEKlyTVN3lVXFWvoqOlen5Zjeq8FhXVevXhriJ9uKvI//pQp13pCc3XSBt4tFwfEB+qQIfNrF0CTEOJDnQB9U1ebTxYro/3lejjvSX+C4p8JTnSpUkZcTorI1ZjekcrwM5ULQAAAAAAdDdOu009o4LU8+gUMLn7vtQTv75Cf1vyoZpC4pVZUKXMgirtK6pRdX2TNh4q18ZD5f7XWy1S75hgpfUIUZ8eIerTI1hpPYLVJyZEkcEBZu3Wj5Kdna3S0lKzY5gqJiZGKSkpZsfo0CjRgU7IMAxlldTqk6Ol+WcHylTX6PWvt1ikkSmROisjVpMy4tQvNoRfwQIAAAAAAN/g89RoSKxTI0f29i9r9PqUVVJztFSv1q785nL9SG2DskpqlVVSK6moxftEBjnUp0dIc6neI0R9YprvU6KCOuxgvuzsbKVnZKjO7TY7iql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|
||
"text/plain": [
|
||
"<Figure size 1500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"# Выбираем столбцы для очистки\n",
|
||
"columns_to_clean = ['BloodPressure']\n",
|
||
"\n",
|
||
"# Функция для удаления выбросов\n",
|
||
"def remove_outliers(df3, columns):\n",
|
||
" for col in columns:\n",
|
||
" Q1 = df3[col].quantile(0.25)\n",
|
||
" Q3 = df3[col].quantile(0.75)\n",
|
||
" IQR = Q3 - Q1\n",
|
||
" lower_bound = Q1 - 1.5 * IQR\n",
|
||
" upper_bound = Q3 + 1.5 * IQR\n",
|
||
" \n",
|
||
" # Удаляем строки, содержащие выбросы\n",
|
||
" df3 = df3[(df3[col] >= lower_bound) & (df3[col] <= upper_bound)]\n",
|
||
" \n",
|
||
" return df3\n",
|
||
"\n",
|
||
"# Удаляем выбросы\n",
|
||
"df3_cleaned = remove_outliers(df3, columns_to_clean)\n",
|
||
"\n",
|
||
"# Выводим количество удаленных строк\n",
|
||
"print(f\"Количество удаленных строк: {len(df3) - len(df3_cleaned)}\")\n",
|
||
"\n",
|
||
"df3 = df3_cleaned\n",
|
||
"\n",
|
||
"# Выбираем столбцы для анализа\n",
|
||
"columns_to_check = ['BloodPressure']\n",
|
||
"\n",
|
||
"# Функция для подсчета выбросов\n",
|
||
"def count_outliers(df3, columns):\n",
|
||
" outliers_count = {}\n",
|
||
" for col in columns:\n",
|
||
" Q1 = df3[col].quantile(0.25)\n",
|
||
" Q3 = df3[col].quantile(0.75)\n",
|
||
" IQR = Q3 - Q1\n",
|
||
" lower_bound = Q1 - 1.5 * IQR\n",
|
||
" upper_bound = Q3 + 1.5 * IQR\n",
|
||
" \n",
|
||
" # Считаем количество выбросов\n",
|
||
" outliers = df3[(df3[col] < lower_bound) | (df3[col] > upper_bound)]\n",
|
||
" outliers_count[col] = len(outliers)\n",
|
||
" \n",
|
||
" return outliers_count\n",
|
||
"\n",
|
||
"# Подсчитываем выбросы\n",
|
||
"outliers_count = count_outliers(df3, columns_to_check)\n",
|
||
"\n",
|
||
"# Выводим количество выбросов для каждого столбца\n",
|
||
"for col, count in outliers_count.items():\n",
|
||
" print(f\"Количество выбросов в столбце '{col}': {count}\")\n",
|
||
"\n",
|
||
"# Создаем гистограммы для очищенных данных\n",
|
||
"plt.figure(figsize=(15, 6))\n",
|
||
"\n",
|
||
"# Гистограмма для BloodPressure\n",
|
||
"sns.histplot(df3_cleaned['BloodPressure'], kde=True)\n",
|
||
"plt.title('Histogram of Blood Pressure (Cleaned)')\n",
|
||
"plt.xlabel('Blood Pressure')\n",
|
||
"plt.ylabel('Frequency')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"видно, что количество выбросов сократилось."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Оценка качества данных**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Все атрибуты (например, уровень глюкозы, индекс массы тела, уровень инсулина) являются важными показателями, которые могут существенно влиять на наличие диабета. Набор данных содержит достаточное количество релевантных признаков для анализа. Чтобы определить соответствие реальным данным, необходимо провести анализ статистики для проверки, соответствуют ли значения разумным медицинским стандартам."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### **Разбиение данных на выборки**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 104,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Размер обучающей выборки: 433\n",
|
||
"Размер контрольной выборки: 145\n",
|
||
"Размер тестовой выборки: 145\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"# Разделение на признаки (X) и целевую переменную (y)\n",
|
||
"X = df3.drop('Outcome', axis=1) # Признаки\n",
|
||
"y = df3['Outcome'] # Целевая переменная\n",
|
||
"\n",
|
||
"# Разбиение на обучающую и оставшуюся часть (контрольная + тестовая)\n",
|
||
"X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42)\n",
|
||
"\n",
|
||
"# Разбиение оставшейся части на контрольную и тестовую выборки\n",
|
||
"X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n",
|
||
"\n",
|
||
"# Вывод размеров выборок\n",
|
||
"print(\"Размер обучающей выборки:\", X_train.shape[0])\n",
|
||
"print(\"Размер контрольной выборки:\", X_val.shape[0])\n",
|
||
"print(\"Размер тестовой выборки:\", X_test.shape[0])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 105,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Сбалансированность обучающей выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.658199\n",
|
||
"1 0.341801\n",
|
||
"Name: proportion, dtype: float64\n",
|
||
"\n",
|
||
"Сбалансированность контрольной выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.655172\n",
|
||
"1 0.344828\n",
|
||
"Name: proportion, dtype: float64\n",
|
||
"\n",
|
||
"Сбалансированность тестовой выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.662069\n",
|
||
"1 0.337931\n",
|
||
"Name: proportion, dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"\n",
|
||
"# Разделение на признаки (X) и целевую переменную (y)\n",
|
||
"X = df3.drop('Outcome', axis=1) # Признаки\n",
|
||
"y = df3['Outcome'] # Целевая переменная\n",
|
||
"\n",
|
||
"# Разбиение на обучающую и оставшуюся часть (контрольная + тестовая)\n",
|
||
"X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)\n",
|
||
"\n",
|
||
"# Разбиение оставшейся части на контрольную и тестовую выборки\n",
|
||
"X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n",
|
||
"\n",
|
||
"# Функция для проверки сбалансированности выборок\n",
|
||
"def check_balance(y_train, y_val, y_test):\n",
|
||
" print(\"Сбалансированность обучающей выборки:\")\n",
|
||
" print(y_train.value_counts(normalize=True))\n",
|
||
" \n",
|
||
" print(\"\\nСбалансированность контрольной выборки:\")\n",
|
||
" print(y_val.value_counts(normalize=True))\n",
|
||
" \n",
|
||
" print(\"\\nСбалансированность тестовой выборки:\")\n",
|
||
" print(y_test.value_counts(normalize=True))\n",
|
||
"\n",
|
||
"# Проверка сбалансированности\n",
|
||
"check_balance(y_train, y_val, y_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"В обучающей выборке наблюдается незначительный дисбаланс между классами, где количество случаев отсутствия диабета превышает количество случаев наличия диабета. Это может привести к смещению модели в сторону предсказания класса 0."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Сбалансированность обучающей выборки после SMOTE:\n",
|
||
"Outcome\n",
|
||
"0 0.5\n",
|
||
"1 0.5\n",
|
||
"Name: proportion, dtype: float64\n",
|
||
"Сбалансированность обучающей выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.5\n",
|
||
"1 0.5\n",
|
||
"Name: proportion, dtype: float64\n",
|
||
"\n",
|
||
"Сбалансированность контрольной выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.655172\n",
|
||
"1 0.344828\n",
|
||
"Name: proportion, dtype: float64\n",
|
||
"\n",
|
||
"Сбалансированность тестовой выборки:\n",
|
||
"Outcome\n",
|
||
"0 0.662069\n",
|
||
"1 0.337931\n",
|
||
"Name: proportion, dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from imblearn.over_sampling import SMOTE\n",
|
||
"\n",
|
||
"# Разделение на признаки (X) и целевую переменную (y)\n",
|
||
"X = df3.drop('Outcome', axis=1) # Признаки\n",
|
||
"y = df3['Outcome'] # Целевая переменная\n",
|
||
"\n",
|
||
"# Разбиение на обучающую и оставшуюся часть (контрольная + тестовая)\n",
|
||
"X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.4, random_state=42, stratify=y)\n",
|
||
"\n",
|
||
"# Разбиение оставшейся части на контрольную и тестовую выборки\n",
|
||
"X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42, stratify=y_temp)\n",
|
||
"\n",
|
||
"# Применение SMOTE для балансировки обучающей выборки\n",
|
||
"smote = SMOTE(random_state=42)\n",
|
||
"X_train_resampled, y_train_resampled = smote.fit_resample(X_train, y_train)\n",
|
||
"\n",
|
||
"# Функция для проверки сбалансированности выборок\n",
|
||
"def check_balance(y_train, y_val, y_test):\n",
|
||
" print(\"Сбалансированность обучающей выборки:\")\n",
|
||
" print(y_train.value_counts(normalize=True))\n",
|
||
" \n",
|
||
" print(\"\\nСбалансированность контрольной выборки:\")\n",
|
||
" print(y_val.value_counts(normalize=True))\n",
|
||
" \n",
|
||
" print(\"\\nСбалансированность тестовой выборки:\")\n",
|
||
" print(y_test.value_counts(normalize=True))\n",
|
||
"\n",
|
||
"# Проверка сбалансированности после SMOTE\n",
|
||
"print(\"Сбалансированность обучающей выборки после SMOTE:\")\n",
|
||
"print(y_train_resampled.value_counts(normalize=True))\n",
|
||
"\n",
|
||
"# Проверка сбалансированности контрольной и тестовой выборок\n",
|
||
"check_balance(y_train_resampled, y_val, y_test)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Выборка сбалансирована"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.12.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|