684 lines
334 KiB
Plaintext
684 lines
334 KiB
Plaintext
{
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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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"## **Лабораторная работа №7**\n",
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"\n",
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"**Столбцы датасета и их пояснение:**\n",
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"\n",
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"**Date** - Дата, на которую относятся данные. Эта характеристика указывает конкретный день, в который происходила торговля акциями Walmart.\n",
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"\n",
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"**Open** - Цена открытия. Стоимость акций Walmart в начале торгового дня. Это важный показатель, который показывает, по какой цене начались торги в конкретный день, и часто используется для сравнения с ценой закрытия для определения дневного тренда.\n",
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"\n",
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"**High** - Максимальная цена за день. Наибольшая цена, достигнутая акциями Walmart в течение торгового дня. Эта характеристика указывает, какой была самая высокая стоимость акций за день.\n",
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"\n",
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"**Low** - Минимальная цена за день. Наименьшая цена, по которой торговались акции Walmart в течение дня.\n",
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"\n",
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"**Close** - Цена закрытия. Стоимость акций Walmart в конце торгового дня. Цена закрытия — один из основных показателей, используемых для анализа акций, так как она отображает итоговую стоимость акций за день и часто используется для расчета дневных изменений и трендов на длительных временных периодах.\n",
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"\n",
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"**Adj Close** - Скорректированная цена закрытия. Цена закрытия, скорректированная с учетом всех корпоративных действий.\n",
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"\n",
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"**Volume** - Объем торгов. Количество акций Walmart, проданных и купленных в течение дня. "
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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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"**Выгружаем данные**"
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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": 18,
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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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" Date Open High Low Close Adj Close Volume\n",
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"0 1972-08-25 0.021159 0.021566 0.021159 0.021484 0.011664 7526400\n",
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"1 1972-08-28 0.021484 0.021647 0.021403 0.021403 0.011620 2918400\n",
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"2 1972-08-29 0.021322 0.021322 0.021159 0.021159 0.011488 5836800\n",
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"3 1972-08-30 0.021159 0.021159 0.020996 0.021159 0.011488 1228800\n",
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"4 1972-08-31 0.020996 0.020996 0.020833 0.020833 0.011311 2611200\n",
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"Index(['Date', 'Open', 'High', 'Low', 'Close', 'Adj Close', 'Volume'], dtype='object')\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Date</th>\n",
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" <th>Open</th>\n",
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" <th>High</th>\n",
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" <th>Low</th>\n",
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" <th>Close</th>\n",
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" <th>Adj Close</th>\n",
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" <th>Volume</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>1972-08-25</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.021566</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.021484</td>\n",
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" <td>0.011664</td>\n",
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" <td>7526400</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>1972-08-28</td>\n",
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" <td>0.021484</td>\n",
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" <td>0.021647</td>\n",
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" <td>0.021403</td>\n",
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" <td>0.021403</td>\n",
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" <td>0.011620</td>\n",
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" <td>2918400</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1972-08-29</td>\n",
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" <td>0.021322</td>\n",
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" <td>0.021322</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.011488</td>\n",
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" <td>5836800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>1972-08-30</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.021159</td>\n",
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" <td>0.011488</td>\n",
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" <td>1228800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>1972-08-31</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.011311</td>\n",
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" <td>2611200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>1972-09-01</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.011400</td>\n",
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" <td>768000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>1972-09-05</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.011311</td>\n",
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" <td>1689600</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>1972-09-06</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.011400</td>\n",
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" <td>768000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>1972-09-07</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.011356</td>\n",
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" <td>3532800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>1972-09-08</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.020752</td>\n",
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" <td>0.020752</td>\n",
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" <td>0.011267</td>\n",
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" <td>1996800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>1972-09-11</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.011356</td>\n",
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" <td>2764800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>1972-09-12</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.011356</td>\n",
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" <td>1843200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>12</th>\n",
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" <td>1972-09-13</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.011356</td>\n",
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" <td>460800</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>1972-09-14</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.021077</td>\n",
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" <td>0.020833</td>\n",
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" <td>0.021077</td>\n",
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" <td>0.011443</td>\n",
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" <td>3840000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>1972-09-15</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020996</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.020915</td>\n",
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" <td>0.011356</td>\n",
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" <td>1536000</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Date Open High Low Close Adj Close Volume\n",
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"0 1972-08-25 0.021159 0.021566 0.021159 0.021484 0.011664 7526400\n",
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"1 1972-08-28 0.021484 0.021647 0.021403 0.021403 0.011620 2918400\n",
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"2 1972-08-29 0.021322 0.021322 0.021159 0.021159 0.011488 5836800\n",
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"3 1972-08-30 0.021159 0.021159 0.020996 0.021159 0.011488 1228800\n",
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"4 1972-08-31 0.020996 0.020996 0.020833 0.020833 0.011311 2611200\n",
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"5 1972-09-01 0.020915 0.020996 0.020915 0.020996 0.011400 768000\n",
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"6 1972-09-05 0.020996 0.020996 0.020833 0.020833 0.011311 1689600\n",
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"7 1972-09-06 0.020996 0.020996 0.020996 0.020996 0.011400 768000\n",
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"8 1972-09-07 0.020996 0.020996 0.020915 0.020915 0.011356 3532800\n",
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"9 1972-09-08 0.020833 0.020833 0.020752 0.020752 0.011267 1996800\n",
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"10 1972-09-11 0.020915 0.020915 0.020915 0.020915 0.011356 2764800\n",
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"11 1972-09-12 0.020915 0.020915 0.020915 0.020915 0.011356 1843200\n",
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"12 1972-09-13 0.020915 0.020915 0.020915 0.020915 0.011356 460800\n",
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"13 1972-09-14 0.020915 0.021077 0.020833 0.021077 0.011443 3840000\n",
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"14 1972-09-15 0.020996 0.020996 0.020915 0.020915 0.011356 1536000"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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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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"Date 0\n",
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"Open 0\n",
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"High 0\n",
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"Low 0\n",
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"Close 0\n",
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"Adj Close 0\n",
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"Volume 0\n",
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"dtype: int64\n",
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"\n",
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"Максимальные значения по каждому столбцу:\n",
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"Date 2024-10-14\n",
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"Open 81.040001\n",
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"High 81.599998\n",
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"Low 80.68\n",
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"Close 81.400002\n",
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"Adj Close 81.400002\n",
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"Volume 395500800\n",
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"dtype: object\n",
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"\\Минимальные значения по каждому столбцу:\n",
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"Date 1972-08-25\n",
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"Open 0.005208\n",
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"High 0.005208\n",
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"Low 0.004801\n",
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"Close 0.005208\n",
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"Adj Close 0.002845\n",
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"Volume 0\n",
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"dtype: object\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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"\n",
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"df = pd.read_csv(\"..//static//csv//WMT.csv\")\n",
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"\n",
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"print(df.head())\n",
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"print(df.columns)\n",
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"display(df.head(15))\n",
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"print(df.isnull().sum()) \n",
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"\n",
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"print(\"\\nМаксимальные значения по каждому столбцу:\")\n",
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"print(df.max())\n",
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"\n",
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"print(\"\\Минимальные значения по каждому столбцу:\")\n",
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"print(df.min())"
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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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"## Выбор входных и выходных переменных"
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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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"Входные переменные будут Open (цена открытия) и Volume (объем торгов)\n",
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"\n",
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"Выходная переменная - Close (цена закрытия)"
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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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"## Настройка параметров лингвистических переменных"
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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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"Термы: Low, Medium, High"
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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": null,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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yOiB9IveRz9Zxwrv+3hv2h0ycd6R/zhIsOKaYSVqbXmlSb7eQCfENn7M1mvvZOqMXWGisoIcjOciVfmzqsxFy8CvBpqQmSnAgfStLE9x9991NPk5OrsgokPRjQ/L9IvuPjE4I+ezlJIkEHI77lT462lgg6Lh/SwAoo0By4ka+ryTFUT4j+T1qyecjI67ynSMj0TIipaeQNiS/N7I0g+yHOhkldFZ50V2yLzbWf/r/O3IcbRPyeyUZAi0ZKZfnlM9Bnstx35CTZvLeGr6m/I459q+cLJPfQ/l9lJMbRMGOqXpEAUpGBZYuXapKB8vBgBwcy2iEpNHJH0tJsZODKKmW5+wPoqTlyYGynH2UQEfOvLaWPjIlQZk8nzy3/AFvDXmPMjIh85VcnVWVuTLy/ltbua45ZNRD0ht1UqFL0hPl83CkV++S1ClPnNHVg1bHOSJSRUv6qSH5fOXirPy8M1KRTQ6smjo4lwpz0gYJUBvOU5GfZe6IToKU5557Tt1XnlcOsvWRTzlYE9IvEng0nKPRXHIQKGl58jqO7ZGgXVKwZF8U8vshB/xygqDhwbK7yx225rOVwO7LL7/Eaaed5jL9Tk+xEnL/5pxokGBEvg+kf5xV3WxIPlMZjZDfNcdUMfn9lRMvMm9H5owJOTkgo1+yv+jk4F1+/+QETXMDH32Ol75PS9Aj+7Gz0WL5zBpL/5Xvut9++02NZjXWl/IaDT9nGelsOIewNaRfpLKl4++ifB/Jd4UEk+np6fXuL1VPJRh2DO7k5EvD7xBXrykanvjSR3b1/b8xEryKhqXLiYIVR5yIApicAZYDHfljK6NGkjIkZ+Tnzp2rzmLLpbFgQ/6gytlaSX2SP9TNKTTREnIQJQfgkiIjJckdyYGF41lhfdK5nG2VAw+ZYK2TCeuSvtOcgzG5r5T49WRRiqYOfGVStRzsyVlmWUdIDi7l7LcjKeMs/SBzMTxBRvJktElKG8tnKKMq8nnLQZmcrdfJwac+yiAH9XIQ7VhoQw7o5DZJdZKRDym6IfNL5LmaClBlVEBGWeTgXA6wJdVKAh9ph5Q+lnQs/XVl5E8m78s+0Bg50H3mmWdUP0paYnMCg4YjJdIWCc6kBL70v/55SGl5vby+BG0S5EiaqfxeyOchwZyMBuijYC3l7mcrB/nSXhlFks/Q8bPRCxU4jgDIqJGM5srJCClH3hQpzCD9KQUTWjrqKp+rFAyQ/Vg+OxkNk3LkclAtSxjoZBRZ+lJSRmXfkYBU2iuj3HKCo7HfP3lv8l4lyJKAXoJd+Yz0+ZdyokWCSdnH5bkl4JP9dMOGDSqokP1N5iY1JJ+7zNFqKgCV55Q+kVE4+V2R7yDpK09+V0gZdiklL9+nUo5cRvYlfVB+N6RASsNRX/l/6WvZfyRAleBH5io1TM9typAhQ+oWOZfgUsq5y3eovK78bjqOiuvrTOn7m3wPvPDCCyogZoEIolpGl/UjIt9xVo68KTfddJMqWfv+++8f93/uliN39Pbbb6vbv/zyy3r3a+riWHpbfg4JCbGvXr263vPKfZyVI+/atau9pKSk3n29VY78559/tl933XWq1HabNm3sl156qf3AgQP1HquXbf7ss8/q3S7P5245cimd/e9//1s9Xko/Dxs2zP7VV18d95zyGFd9rf+JePLJJ+2jRo2yv/fee8e9fmOf7SeffGKfMGGC6h+5pKamqrLiUn5c/+zls1u8eHGzyjlPnDhRPYdear255cgdy4/L48PCwlRp9htvvPG4suMiIyNDvZaU2JZ2Dx482P7888/b3SlH3pzP1hm9D1xdZL+U/uvbt6/9H//4x3Fl6BuWI5cy4ImJiapMt6PmliMXa9assU+ePFnt01KmWsqfL1my5Lj7SRl4KX/fuXNnVcJ84MCB9ldffdXpc+rt1C8Wi8XevXt31Vc7d+6sd18p3/3AAw+o9yzPK88/fvx4VbJdL//vqry5s/+XfeGqq65SzyfvTd5jVlaW0xLd7pYjF1LK/U9/+pMqCR8ZGWkfPXq0+v109nl88MEH6r3KEgtRUVFqmYAdO3bUu6+rcuT6MgKyhICUPZf9PykpST1veXm5031Wv0hfSBl/KctORJoQ+UcPooiIGk4kl5QmSbtpbAFIX5KUJ1lAVi5mJUUq5AyxlDuXghpmJQt7ykX61Bk5ey8jBfwTYc79XFK7ZF+Tz5ACi3zuMhIko/1SgpyIzINznIio0fkFkrIhVc3MEDQRERERGYlznIioHqk8Jbn9MmdAJvK7Uw3MWyS/v+ECp+QemRfWVJEHmQ8iFRXJ96Rqmquy+jKHTV+8moiIfIOBExHVI5Oy5YBZikHI5OzmlEL2FX0iP7Weq8qCMsnesSgB+Y5UJnRFCjwQEZFvcY4TERERERGRC5zjRERERERE5AIDJyIiIiIiIheCbo6TLKy3e/dutSBjU4s4EhERERFRYLPb7SgqKkJiYuJxC1Ej2AMnCZqSkpKMbgYREREREZlEfn4+unfv3uR9gi5wkpEmvXPatWtndHNQVVWFSZMm4fvvv3dZfpbc72PpX+ln9rF3sI+9j33sfexj72Mfex/72PvYx4HVx0ePHlWDKnqM0JSgC5z09DwJmswSOFmtVtUW/vJ5r49lAVf2sfewj72Pfex97GPvYx97H/vY+9jHgdnHzZnCw+IQRERERERELjBwIiIiIiIicoGBExERERERkQsMnIiIiIiIiFxg4EREREREROQCAyciIiIiIiIXGDgRERERERG5wMCJiIiIiIjIBQZORERERERELjBwIiIiIiIicoGBExERERERkQsMnIiIiIiIiFxg4EREREREROQCAyciIiIiIiIXGDgRERERERG5wMCJiIiIiIjIBQZORERERERELjBwIiIiIiIicoGBExERERERkQsMnIiIiIiIiFxg4EREREREROQCAyciIiIiIiIXGDgRERERERG5wMCJiIiIiIjIBQZORERERERELjBwIiIiIiIicoGBExERERERkQsMnIiIiIiIiFxg4EREREREROQCAyciIiIiIiIXGDgRERERERG5wMCJiIiIiIjIzIHTL7/8gnPOOQeJiYkICQnB559/7vIxixYtwvDhwxEREYG+ffvirbfe8klbiYiIiIgoeBkaOJWUlGDIkCGYM2dOs+6/fft2nH322Tj11FOxbt063HHHHbj22mvx3Xffeb2tREREREQUvEKNfPEzzzxTXZpr7ty56NWrF55++mn1c1paGjIyMvDMM89g8uTJTh9TUVGhLrqjR4+q66qqKnUx0r/+ZcGLL4bi8OEuSEwMRUiI3en9QkJcPxfv0zi73Yry8omIirI22sfNeR4zvafm8lV7QkOtOPvsrpg40djfqUCmf18Z/b0VsMr3wbL4IvSv7ImqqolGtyZgcT/2LrvdjqlfTMU3W75B2JYwhMBDf0yoHjvsqKqsYh97wNppa9Elpouh3xUteQ1DA6eWWrp0Kc4444x6t0nAJCNPjXn88cfxyCOPHHf7999/j+joaBhpw4Z07N/fTw387d/PXzzvkb419rMOfCEoK+uP8eMXGt2QgLdwIfvYGwZWvIY+1UuRhqX4/rtTUGaJN7pJAY37sXfsrdiLeZnztB+qjW5NEGAft9rC/y1Ex7COhn5XlJaWBmbgVFBQgPj4+n/M5GcZRSorK0NUVNRxj3nggQcwffr0up/lvklJSZg0aRLatWsHIw0fDvz1r2W46qr9ePPNMoSGHv9x2BsfIDHlfZrzHM3RvLaENOt5qqursXz5cowZMyYg+thT9/HU6xw+DFx4YShyc9tj7NiJiI0Nc/0gcuuMmPwBmThxIsLC2MceVXUEoV9dXvfjqV3XASOeNbRJgYr7sXe9//v7QCbQO6o35l0yz+nfPGo9Oa6Qk/njxo1jH7dSSqcUhFnDDP2u0LPRmiPgP20pIiGXhuRDMPpLOykJSEgAoqKqMWRIqOHtCVRVVXYcPHgYY8daERYW8Lu8IXr0sGPHjhCsXRuOP/yBfexNZvjuCjhb3wCqi+p+DN3xFkKG/hOI7GxoswIZ92PvWL57uboe2GYghiYOZR97iRzU747azT4OkO+Kljy/X5UjT0hIwN69e+vdJj/LyJGz0SYi8o1x47ShqSVLmHJKfqamAtg8W21Wj3oNhy29EVJTBmxtXtEiIjPJyMtQ12kxaUY3hSgg+VXgJEOiP/zwQ73bZBhPbici44wfz8CJ/FTuu0DZHiC6O+zJf8bWsAu027c8D1Q3P++dyGiHyw/j932/q20GTkQBGDgVFxersuJy0cuNy3ZeXl7d/KQrrrii7v433HADtm3bhnvvvRdZWVl48cUX8eGHH+LOO+807D0QkZzUsKnr5ctDUM3JsuQv7DYgc4a2nXInYAnHHus42GN6AxUHgJw3jG4hUbMt27lMVXvr27EvOoR1MLo5RAHJ0MBp1apVGDZsmLoIKeIg2w899JD6ec+ePXVBlJBS5AsWLFCjTLL+k5Qlf+211xotRU5EvjFwIBAdXYXi4hBs2GB0a4iaaeeXwNHNgBxk9p2mbrKHWGHrX1upNetpwMYzAeRfaXrjujMLh8hbDJ3Ffcopp6g1Bxrz1ltvOX3M2rVrvdwyImoJqxVISTmItWvjsXgxUHsuhMi85G/Ppie17f43AWFtZca3+tHWayqsmx4FSnKBvI+AnlOMbStRMyzOX6yux3cfD+wxujVEgcmv5jgRkXmlph5U1xnaSU8icyvMAA4sAywRQP9b6/+fNerYbZlPeW6dBSIvqaqpwvKdWkW98UnjjW4OUcBi4EREHpGergVOMuJEZHr6aFPvqUBUwvH/3/9mwBoNHFoHFHCxVjK3dQXrUFZdhtioWLUuDhF5BwMnIvKIfv0OwWq1Y+dOwGFqIpH5HP4d2L0AQAiQerfz+0TE1s17wqanfNo8InfnN8lokyWEh3ZE3sLfLiLyiMjIGgwdqqU0MV2PTC1zpnaddAHQrl/j90udDoRYgb0/AAdX+6x5RO7Ob5qQNMHophAFNAZOROTx9ZyYrkemVZIP5L6nbaff1/R9Y5KBHrWFITjqRCYlRbb0wOmE5BOMbg5RQGPgREQew8CJTG/zbMBeDXQ5Beg0yvX90+/VrvM/BopyvN48opbadmgbCooLEG4Nx8jEkUY3hyigMXAiIo8HTr/9Bhw5YnRriBqoPARkv9K80SZdh0FA1zO1xXJlXScik9FHm0Z0HYHI0Eijm0MU0Bg4EZHHdO0qC1Vr1ZuXLTO6NUQNbH0JqC4GOgwGurZg4XQ9yNr2JlC+z2vNI3LH4rza+U3JnN9E5G0MnIjIoybU/u1muh6ZSnUZsPlZbTvtXiAkpPmP7XIS0Gk0UFMObH7Oa00kckdGvlaN54Qkzm8i8jYGTkTkUSfU/u1m4ESmsv0/2mhRtBR8uLhlj5UgSx912jIHqCr2ShOJWupg2UFsKtyktrnwLZH3MXAiIq8ETpKqV1VldGuIANhqjpUgT7sLsIS1/Dm6nQe07QdUHQZyXvV4E4ncsTR/qbqWRW/jYuKMbg5RwGPgREQelZ4OdOgAlJYC69cb3RoiADs/A4qzgfBYoM817j2HxQqk3aNtZ80CbDwrQMarK0POND0in2DgREQeZbFIdT1tm+l6ZDipVLLpSW27/81AaIz7z9XrciAyHijdCeR+4LEmErkrI692fhPXbyLyCQZOROS1dL0M7W86kXH2LQIOrgKskUD/W1v3XPIcKXdo25lPaUEZkUEqayqxcvdKtc2KekS+wcCJiLxaIILHlmSoTU9p172vBiI9MAek3w1AaFvgyEZg99etfz4iN63Zswbl1eWIi45Dv9h+RjeHKCgwcCIijxs1CggLA/bsAXJzjW4NBa1D64E93wIhFq0ohCeEdwD6XX9s1InI4DQ9qaYX0pLy+kTkNgZORORx0dHA8OHaNuc5kWEyZ2jXSRcBbXp77nklXU8q8+37BdjPlZ7JGCwMQeR7DJyIyCs4z4kMVZwL7Jinbaff69nnju4G9LysfiogkQ/Z7XYsztMCJ85vIvIdBk5E5BUTav+Wc8SJDJH1DGCvARLOAGJrhz89SS9NvvNz4Ohmzz8/UROyD2ajsLQQEdYIDO/qhf2biJxi4EREXqGXJN+4ETh0yOjWUFCpOADkvKZtp9/nnddonwZ0O1fO/R9bXJfIx/ObRnUbhYjQCKObQxQ0GDgRkVfExwN9+2pV9ZZqi9sT+caWOUBNKdBxGBB/uvdeRw/Ktv8HKNvjvdchamR+04QkpukR+RIDJyLyGqbrkc9VlwJbnj8W2Hiz2ljceCDuBMBWCWx+1nuvQ9RYYQgufEvkUwyciMgn6zkR+cS2N4GK/UBMLyDpQu+/XlrtqNPWl4DKI95/PQp6+0v3I2t/Vl0pciLyHQZOROT1wGn5cqCy0ujWUMCzVQOZT2vbsm6TJdT7r9ntbKB9OlB1FMh+xfuvR0FvSf4SdZ3WOQ2xUbFGN4coqDBwIiKvSUkBYmOB8nJg7VqjW0MBL+9joGQ7ENEZ6H2Vb15TLa5bW2Fv8zNATYVvXpeCFsuQExmHgRMReY3FwnQ98hGpQpJZu6ZS/1uB0GjfvXaPvwBR3bQCEbnv+e51KShl5GsV9bjwLZHvMXAiIq9i4EQ+UfA/4NBawBoN9L/Zt69tDQdS79S2JXiz23z7+hQ0yqvLsWr3KrXNwhBEvsfAiYh8EjhlZGiDAkReoY829bkWiOjk+9fvOw0Ia68thrvrv75/fQoKq3evRmVNJeJj4tGnYx+jm0MUdBg4EZFXjRwJhIcD+/YBOTlGt4YC0sHV2ohTiBVIm25MG8LaAf1u0rY3PcmzBOT1MuQh3iy1T0ROMXAiIq+KjNSCJ8F0PfKKTTO06x5/BmJ6GNeOlNsASwSwfylQqM1DIfKkjDzObyIyEgMnIvJpuh6RRxXlAPkfadtp9xrblqgEoPdUbXtTbeogkYfY7fa6UuSsqEdkDAZOROR1LBBBXpM1SyvG0PUPQMfBRrcGSL1LapQDu78CDv9udGsogGw+sBkHyg4gKjQKwxKGGd0coqDEwImIvG587eL2mZnAgQNGt4YCRvk+YNsb2nb6fTCFdv2BpAu07cyZRreGAjBNb3S30QizhhndHKKgxMCJiLwuLk5bDFcs0TJNiFpvywtATTkQOwrocjJMQ08ZlDWdSvKNbg0FWmEIzm8iMgwDJyLyCabrkUdVFWuBk0i/FzBThbHOo4EupwD2amDzbKNbQwFicZ725cn5TUTGYeBERD4xofZvPQMn8oic14HKQ0CbvkD3P8J0JJgT2a9o7SRqhb3Fe7H14FaEIATjksYZ3RyioMXAiYh8OuK0ciVQUWF0a8iv2aq0ohAi7W7AYoXpSLGKDoOA6mJg60tGt4b8nF5Nb0CXAegQ2cHo5hAFLQZOROQT/fppc50kaFq92ujWkF/bMR8ozQMiuxwr/202kjqoz3Xa/CxQXWZ0iygA5jdNSGKaHpGRGDgRkc+OIznPiVrNbgcya9dISrkdsEbCtHpcAkQna9X/tv/H6NZQIBSGSGZhCCIjMXAiIp9h4ESttudb4PAGILQN0O9GmJolDEi761hpcluN0S0iP1RWVYbVu7VhelbUIzIWAyciMiRwkoEDohbbVDva1Pc6ILwjTK/PNUB4LFCcDez8zOjWkB9auXslqmxV6NqmK3p26Gl0c4iCGgMnIvKZ4cOBiAhg/35gyxajW0N+Z/8KYN8iICQUSL0TfiE0Buh/i7a96UmeMaBWlSEPMVPZfaIgxMCJiHxGgqbRo7VtputRi+lzm3peCkR3h9+QwMkaBRxcpQV+RC2QkZ+hrpmmR2Q8Bk5EZEi6XoZ2LEDUPEe3Avmfattp98CvRMYBva8+NupE1Ew2u62uFDkLQxAZj4ETEfkUC0SQW7JmSkk9IPH/gA4D4HfSpgMhFmDPd8Ch9Ua3hvxEZmEmDpcfRkxYDIYmDDW6OURBj4ETEfnU+PHatcxxKiw0ujXkF8oKgG1va9vptWsj+Zs2vYHki+sXuCBqZhnyMd3HINQSanRziIIeAyci8qnYWCA9XdteomWgEDVt83OArQLoPA6I8+MFQPUFcfPmA8W5RreG/EBGHuc3EZkJAyci8jnOc6JmqyoCtr54LPDw56piscOAhImAvQbImmV0a8iPRpykoh4RGY+BExH53ITaYwDOcyKXsl8Bqo4A7VKA7ufC7+mphjmvAeX7jW4Nmdieoj3YdmgbLCEWjO0+1ujmEBEDJyIycsRp1SqgrMzo1pBp1VQCWc8cq6QnxRX8XfzpQMfhQE0ZsHWO0a0hPxhtGtRlENpFtDO6OUTEwImIjNC7NxAfD1RVacETkVM73gfKdgFRXYGelyEgSKqhPuq05XmgutToFpHJF77l/CYi82DgRESGHDuyLDk1yW4DMmdo2yl3ANYIBIykC7UqexUHgJw3jG4NmRTnNxGZDwMnIjIE5zlRk3YtAI5sAsLaAX2vR0CRstKpd2nbWU8DtmqjW0QmU1JZgjV71qhtLnxLZB4MnIjIEPqIk5Qkt9mMbg2ZTmbtWkd9bwDC2yPg9L4KiIgDSnKBvI+Mbg2ZzIpdK1Bjr0H3dt2R3D7Z6OYQUS0GTkRkiGHDgKgo4OBBICvL6NaQqRQuAQozAEs4kHI7AlJoFND/Vm1705OA3W50i8hEmKZHZE4MnIjIEGFhwJgx2jbT9cjpaFOvy4HoRASs/jcD1mjg8HqgYKHRrSETBk4sDEFkLgyciMgwLBBBxzmSBez8QkqIAKl3I6BFxAJ9px0bdSKSKvy2GizJX6K2GTgRmQsDJyIyPHDKyDC6JWQaeiW97ucB7VMR8FKnAyFWYO+PwAHW5idgY+FGHK04ijbhbTAofpDRzSEiBwyciMgw48ZppclzcoC9e41uDRmudDeQ+462nVa71lGgi0kGekypn6JIQU1fv2lc93EIlQqMRGQaDJyIyDAdOgADB2rbTNcjbJ4N2KqAuBOBuHEIGvqCuPmfAEXZRreGDJaRrw3BM02PyHwYOBGRoZiuR0rlEWDr3PqBRLDoMAhIPKt20d+njW4NmWTEies3EZkPAyciMhQLRJCSPReoLgLaD9CCiGCjpyZuexMoY95qsNp5dCd2HNkBa4gVY7rVlh0lItNg4EREhppQu0zJmjVAaanRrSFD1FQAWbO17bR7gJAg/NPU5SSg0xjAVgFsed7o1pDBo01DEoagbURbo5tDRA0E4V8nIjKTHj2AxESguhpYudLo1pAhtr8DlBcA0d2PFUoINlIlRU9R3DIHqCo2ukVkAK7fRGRuDJyIyPDjRc5zCmJqXk9tCfKUOwFrOIJWt/OAtv2BqsNAzqtGt4YMDJwmJNcOxRORqTBwIiLTpOtxnlMQ2vklULQFCOtwbDHYYGWxAmm1i/5mzdIqDFLQKKoowrqCdWqbI05E5mR44DRnzhz07NkTkZGRGDNmDFasWNHk/WfPno2UlBRERUUhKSkJd955J8rLy33WXiLyPH3EackSwGYzujXkM3Y7sOlJbbv/TUAY53Sg1+VAZAJQuhPI/cDo1pAPLd+1HDa7DT3a90C3dt2Mbg4RmS1wmj9/PqZPn46HH34Ya9aswZAhQzB58mTs27fP6f3ff/993H///er+mZmZeP3119Vz/PWvf/V524nIc4YMAWJigCNHgI0bjW4N+UxhBnBgGWCJAPrfZnRrzMEaCaTcfmxBXAkuKSiwDDmR+Rm6JPWsWbMwbdo0XHXVVernuXPnYsGCBXjjjTdUgNTQkiVLcMIJJ+Avf/mL+llGqqZMmYLly5c3+hoVFRXqojt69Ki6rqqqUhej6W0wQ1sCFfvYP/p49GgrfvrJgl9+qUFqKoedgmE/tm58Qp29q+l5BWyhsfLmDG2Pafq45zUI3fhvhBzZiOr8L2HvGjjl2U3TxyaUkadN8hyXOK5V/cM+9j72cWD1cUtew7DAqbKyEqtXr8YDDzxQd5vFYsEZZ5yBpUuXOn3M+PHj8e6776p0vtGjR2Pbtm34+uuvcfnllzf6Oo8//jgeeeSR427//vvvER0dDbNYuHCh0U0IeOxjc/dxly4pAFLx0Ue70b37Go+2K5AEyn7c1rYDp5V9DTtC8NOeYSj5+muYhRn6OD3kdPTD5zi85G9YHIWAY4Y+NpMaew0ydmiBU01uDb7e2/rfB/ax97GPA6OPS1uwFophgdP+/ftRU1OD+Pj4erfLz1lZWU4fIyNN8rgJEybAbrejuroaN9xwQ5OpehKYSTqg44iTzI2aNGkS2rVrB6NJlPvYY49h4sSJCAsLM7o5AUn6WH7x2Mfm7uOwsBDMnw/s2NEdZ52V4PE2+rtA24+tK64GdgD27n/EyeOuhRmYqo/LhsC+YAE62zbi7DGdYJc1ngKAqfrYRNYWrEX5+nK0i2iH6/94PaxSKMRN7GPvYx8HVh/r2WimT9VrqUWLFuHf//43XnzxRVVIIjs7G7fffjseffRRPPjgg04fExERoS4NyYdgpp3dbO0JROxjc/exVNazWIDc3BAUFoaptZ0oQPfjknwgb57atAy4HxaTvR9T9HFYT6DXZcC2NxG6ZRZw0qcIJKboYxNZsUcrjDU+aTwiIyI98pzsY+9jHwdGH7fk+Q0rDtG5c2dYrVbs3bu33u3yc0KC87PNEhxJWt61116LQYMG4Y9//KMKpCQdz8ZSXER+TQaABw/WtlmWPMBlPQPYq4H4U4FOo4xujXml3aNd7/wcOLrZ6NaQD+Y3sQw5kbkZFjiFh4djxIgR+OGHH+puk+BHfh43blyjOYgyD8qRBF9CUveIKDDKkjNwCmCVh4CcV7TttHuNbo25tU8Dup0rf+GAzJlGt4Z8sPAtAyciczO0HLnMPXr11Vfx9ttvq/LiN954I0pKSuqq7F1xxRX1ikecc845eOmllzBv3jxs375d5T7KKJTcrgdQROT/gVOGdvKVAtHWl4DqEqDDYKDrZKNbY37p92nX2/8DlO0xujXkBXlH8rDz6E5YQ6wY3W200c0hIrPOcbrkkktQWFiIhx56CAUFBRg6dCi+/fbbuoIReXl59UaY/v73vyMkJERd79q1C3FxcSpokuIKROT/ZJ6TWLcOKC4G2rQxukXkUdVlwOZnj402hYQY3SLzixsPxJ0AFC4GsmYDw2oXDKaAW79peNfhiAmPMbo5RGTm4hC33HKLujRWDMJRaGioWvxWLkQUeJKStEt+PrBiBXDaaUa3iDxKRk3K9wHRyUCPi41ujf9Iuw8oPBfIngsM+CsQ3t7oFpEHcX4Tkf8wNFWPiKghpusFKFvNsXk6aXcBFlaiarZuZwPt04Gqo0D2y0a3hrw1vymZgROR2TFwIiJTYYGIALXzM6A4GwiPBfpcY3Rr/EuI5ViFvc2zgZoKo1tEHnKk/Ag27NugtjniRGR+DJyIyJTznJYuBWpqjG4NeYRUPd1UOzen/y1AKOdxtFiPvwBR3bQCEbnvGt0a8pBlO5fBZrehd8fe6Nq2q9HNISIXGDgRkakMGgS0bQsUFQG//250a8gj9i0CDq4CrFFa4EQtZw0HUu/UtjNnAHauXRgIWIacyL8wcCIiU5GVBcaO1bY5zylA6KNNva8GIuOMbo3/6nsdENZeWwx355dGt4Y8GDhNSK4daiciU2PgRESmTdfjPKcAcGg9sOe72nk6041ujX8Lawv0u+lYMMqF3/1aVU0Vlu9crrY54kTkHxg4EZHpsEBEANn0lHadfDHQprfRrfF/KbcBlgjgwDKgkEOy/mz93vUoqSpBh8gOSItLM7o5RNQMDJyIyHTGjNFS9vLytDWdyE8V5wJ5848teEutF5UA9J5aPyglv174dnzSeFhkRJaITI+/qURkOm3aAEOHatscdfJjWc8A9hogYSIQO8zo1gSO1LulRjmw+yvgMCuo+P38piTObyLyFwyciMiUmK7n5yoOADmvadvpHG3yqHb9gKQLtG19UWHyK3a7HRl5WqolF74l8h8MnIjI1IETK+v5qS1zgJpSoOMwIP50o1sTeNLv065z3wNKmM/qb3IP52JP8R6EWcIwKnGU0c0homZi4EREpg6cfvtNW9OJ/Eh1KbDl+WMH+CEhRrco8HQaBXQ5BbBXA5tnG90acjNNb0TiCESFRRndHCJqJgZORGRK3boBPXsCNhuwbJnRraEW2fYmULEfiOkFJF1odGsCf9Qp+xWg8pDRraEWqEvTYxlyIr/CwImITIvznPyQrfrYvJu0uwFLqNEtClxdJwMdBgPVxcDWl4xuDbkx4sTAici/MHAiItPiPCc/lPcxUJILRHQGel9pdGsCm6RA6mXeNz8LVJcZ3SJqhsPlh7Fx30a1zcIQRP6FgRMRmdaE2iq9kqpXXW10a8glux3IfFLb7n8bEBptdIsCX4+LgehkoHwfsP0/RreGmmFp/lLYYUe/2H7oEtPF6OYQUQswcCIi0xowAGjfHigp0YpEkMkV/A84tA6wRgP9bzK6NcHBEgak3aVtS4qkrcboFpELLENO5L8YOBGRaVkswLhx2jbT9fxA5lPadd9pQEQno1sTPPpcA4THAsXZwM7PjG4NucD5TUT+i4ETEZkaC0T4iYOrtRGnECuQeqfRrQkuoTFA/1u07U1PaimTZEqVNZVYsWuF2p6QXJuLTER+g4ETEfnFPCcZceLxoIltmqFd9/gzENPD6NYEHwmcrFHAwVXA3p+Mbg01Yu2etSirLkOnqE5I6ZRidHOIqIUYOBGRqY0eDYSGArt3Azt2GN0acqooB8j/SNvWq7yRb0XGAb2vrp8ySaZN0xufNB4hXBiayO8wcCIiU4uOBoYN07aZrmdSWbMAuw3o+geg42CjWxO80qYDIRZgz3dakQ4ybeDEND0i/8TAiYj8Jl2PgZMJSRnsbW9o2+n3Gd2a4NamN5B8cf3USTINu91+rKIeC0MQ+SUGTkRkeiwQYWJbXgBqyoHYUUCXk41uDempknnzgeJco1tDDnIO5WBfyT6EW8MxInGE0c0hIjcwcCIivwmcNmwADh82ujVUp6pYC5z00SbO2TBe7DAgYSJgr9FSKMk0FudpZ35GJo5EZGik0c0hIjcwcCIi00tIAPr00arqLVtmdGuoTs7rQOUhoG0/oPv5RreGdOm1o045rwHl+41uDTWc35TE+U1E/oqBExH5BabrmYyt6tiIRtrdgMVqdItIF3860HE4UFMGbJ1jdGuoVt38pmTObyLyVwyciMivAidZz4lMYMd8oDQPiIwHel1hdGvIkaRM6oU6tjwPVJcY3aKgd7DsIDL3Z9aVIici/8TAiYj8KnBavhyoqjK6NUFOcib1tYJSbgesnK9hOkkXaFX2Kg4AOW8a3ZqgtyR/ibpO7ZyKztGdjW4OEbmJgRMR+YW0NKBjR6CsDFjHJWqMtedb4PAGILQN0O8Go1tDzlhCtRRKkfU0YKs2ukVBjWXIiQIDAyci8gsWCzC+NsOF6XoG21Q72tT3OiC8o9Gtocb0uhKIiANKcoG8j4xuTVDTC0MwcCLybwyciMhvsECECexfAexbBISEAql3Gt0aakpoFJBym7a96UktxZJ8rqK6Ait3rVTbE5JZUY/InzFwIiK/MWHCscCJx4AG0ec29bwUiO5udGvIlX43AaExwOH1QMFCo1sTlFbvWY2KmgrERcehb2xfo5tDRK3AwImI/MbIkUBYGFBQAGzfbnRrgtDRLUD+p9p22j1Gt4aaIyIW6DPt2KgTGbbwrZQhD+Ei0UR+jYETEfmNqChgxAhtm/OcDCBFBmAHEv8P6DDA6NZQc0lKpaRW7v0ROLDK6NYEHc5vIgocDJyIyG/T9ciHygqAbW9r2/oaQeQfYpKBHlPqp1qST9jt9rrAifObiPwfAyci8issEGGQzc8Btgqg8zggjmfO/U56bWpl/idAUbbRrQkaWw5swf7S/YgMjcTwrsONbg4RtRIDJyLyK3pJ8o0bgYMHjW5NkKgqAra+eGy0ifM0/E+HQUDiWYDdBmRKyiX5gj7aNCpxFMKt4UY3h4haiYETEfmVLl2Afv207aVLjW5NkMh+Bag6ArRLBbqdY3RryF1p92rX294EyvYa3ZqgKgzBND2iwMDAiYj8Duc5+VBNJZD1zLFKeiH8s+G3upwEdBqjpVxued7o1gSFjHytig0LQxAFBv4FJCK/w3lOPrTjfaBsFxDVVVu7ifyXpFim1446bZkDVBUb3aKAVlhSqOY4iXFJ44xuDhF5AAMnIvLbwGnFCqCy0ujWBDA1H2aGtp1yB2CNMLpF1FrdzgPa9geqDgM5rxrdmoC2JH+Juk6PS0dsVKzRzSEiD2DgRER+JyUF6NQJKC8H1qwxujUBbNcC4MgmIKwd0Pd6o1tDnmCxAml3a9tZs7RUTPKKujLkSZzfRBQoGDgRkV9mHDFdzwf0NX/63gCEtze6NeQpvS4HIhOA0p3AjnlGtyZgZeTVzm9K5vwmokDBwImI/JIeOGVoxybkaYVLgMIMwBIOpNxudGvIk6yRxz5TCY4lJZM8qry6HKv3rFbbLAxBFDgYOBGR31fWs9uNbk0AjzbJ6ER0otGtIU/rdwMQ2hY4shHY/Y3RrQk4q3avQmVNJRLaJKB3x95GN4eIPISBExH5pREjgIgIoLAQyM42ujUB5kgmsPMLSYrUSpBT4AnvAPSrnbe26UmjWxO4aXpJJyCEC0YTBQwGTkTklyRoGjlS22a6nodlztSuu58HtEsxujXkLVIp0RIGFP4KFHI1aW8UhmCaHlFg8UjgtHr1arzxxhtYIbWBiYh8hAUivKB0N5D7jradfp/RrSFviu4G9Ly8fmomtZrNbqsrRT4hmRX1iAJJqwOnN998E6NHj8b999+P8ePHY+7cuZ5pGRFRC+Y5kYdsng3YqoC4E4HOY41uDXmbXppcUjOPZBndmoCQtT8LB8sOIjosGkMThhrdHCIyU+D07LPPYubMmdi3bx/ee+89PPPMM55pGRGRC+PHa9dZWcD+/Ua3JgBUHgG21p784mhTcGifpqVkwg5k1aZoUqssztPO5IzuNhph1jCjm0NEZgqc8vLycNZZZ6nts88+G7m5uZ5oFxGRS7IIbmqqtr1Ey4yh1sieC1QXAe0HAIlnGt0a8pW0e7Xr7e9oqZrUKpzfRBS4Wh04VVVVITw8XG2HhYWhurraE+0iImoWput5SE0FkDVb25ZKeiGsHRQ04sYDcRMAWyWw+VmjWxMwgRPnNxEFnlB3HnTBBRfUbZeXl+OGG25ATEwMbDYuokdEvi8Q8dprDJxaTUYbyguA6O5AjylGt4aMGHWSBY9l1HHAX4Hw9ka3yC/tLd6L7IPZCEEIxnUfZ3RziMgMgVO7du3q1iW47LLL6v3fFVdc4ZmWERG1oLLeypVyIgeIjDS6RX7IbgMyZ2jbKXcCVi2LgIJIt7OB9unAkU1A9stAem36Hrk12jSwy0C0j2TwSRRo3Aqc3nrrLc+3hIjIDX37AnFx2kK4q1cfC6SoBaSiWtEWIKwD0Hea0a0hI0hqpqRoLrtKq6yYcjtgjTC6VX5bGIJpekSBya0k9tNOOw2HDx/2fGuIiFpIBr85z6kV7HZg05Padv+bgLC2RreIjNLjL0BUN6BsD5D7rtGt8UsZ+dpq3CwMQRSY3AqcFi1ahMrKSs+3hojIDfooU4Z2zEItIfNaDiwHLBFA/9uMbg0ZSVI0U+/UtiV1U1I4qdlKq0qxZs8atX1CMgMnokDkdtkkfY4TEZFZAicpSS4DKNQC+mhT7yuBqHijW0NG63sdENYeOLoZ2Pml0a3xKyt3rUS1rRqJbRPRo30Po5tDRGaZ4yT++Mc/1pUhb+jHH39sTZuIiFpk+HCtKMSBA8DmzcfWdiIXDv8O7F4gp8KAtLuNbg2ZgaRq9rsJ2PS4FlTL4rg8UdosGXkZdfObeHKZKDC5HTiNGzcObdq08WxriIjcIOdwRo8GfvlFm+fEwKmZ9Ep6SRcCbfsa3Royi5TbgKxZwIFlWipnlxONbpFf4MK3RIHPrcBJzqTcc8896NKli+dbRETkZrqeBE4yz+maa4xujR8oyQdy39e2WXqaHEUlAL2nAtmvAJueYuDUDDa7DUt3LlXbDJyIApdbc5zsnERARCbDynotlPUMYK8G4k8FOo0yujVkNqmSuhkC7P5KS+mkJm0q3ITD5YcRExaDIQlDjG4OEZkpcHr44YeZpkdEpjJunHa9dSuwb5/RrTG5ykNAzivadhpHm8iJdv2ApAvqp3SSy/lNY7uPRajF7VkQRBSIgdMVV1yBXbt2HXf71q1bkZub64l2ERG1SMeOwIAB2jZHnVzY8iJQXQJ0GAx0nWx0a8is0u/TriWlU1I7qVGc30QUHNwKnK688koskbq/DSxfvlz9HxGRkWXJGTg1oboM2PLcsdEmVv+ixkgKZ5dTtJROSe2kRi3OW1xXUY+IApdbgdPatWtxgn6E4mDs2LFYt25di55rzpw56NmzJyIjIzFmzBisWLGiyfsfPnwYN998M7p27YqIiAj0798fX3/9dYvfAxEFHs5zaobtbwPl+4CYHkCPi41uDfnLqJOkdkqKJx1nd9FubD+8HZYQi0rVI6LAZXG3ql5RUdFxtx85cgQ1NTXNfp758+dj+vTpas7UmjVrMGTIEEyePBn7GpmgUFlZiYkTJ6p0wI8//hibN2/Gq6++im7durnzNogowOjnc1avBsrKjG6NCdlqgMyZ2nbqdMASZnSLyOwklVNSOiW1U1I8qdHRpsHxg9E2oq3RzSEiL3JrBuNJJ52Exx9/HB988AGsVqu6TQImuW2Cfsq3GWbNmoVp06bhqquuUj/PnTsXCxYswBtvvIH777//uPvL7QcPHlRpgmFh2h98Ga1qSkVFhbrojh49qq6rqqrUxWh6G8zQlkDFPg6ePu7eHUhICEVBQQiWLq3GiScGTgVQT/RxyM5PEFqcA3t4LKqTr5An82AL/Z9Z9mOzCek/HaErroR983Oo7nsrYI1y+7kCsY9/3fGruh7XbZwp3lcg9rHZsI8Dq49b8hohdjdqi2/atEkFTx06dMCJJ2rrO/z6668qKPnxxx8xcOBAl88ho0fR0dFq5Oj888+vu33q1KkqHe+LL7447jFnnXUWYmNj1ePk/+Pi4vCXv/wF9913X10A19A//vEPPPLII8fd/v7776vnMYPHHnsMf/vb34xuBlFAeOqpkViypBsuu2wT/vSnrUY3xzzsdpxUfg862rKRFXYJNodPMbpF5CdC7NU4o+xGRNsLsT78BuSG/cHoJpnK3ZvvRnZZNu7qcRdO7Mg1r4j8TWlpqYonJHOuXbt2nh9xSk9Px2+//YYXXngB69evR1RUlKq0d8stt6jApjn279+vRqni4+Pr3S4/Z2VlOX3Mtm3bVGB26aWXqnlN2dnZuOmmm1SkKOl+zjzwwAMqHVAnwV1SUhImTZrksnN8QdougZOkIOqjaOT5Pl64cCH7OEj6ODvbAqldc/BgKs46qx8CRWv7OGTfIoT+nA27NQp9zpyFPhFxXmmnPzPTfmw2lq15wLrpGBy2EOlnPgOEOD9ZGWx9XFxZjO3rt6vtm865CUntkoxuUsD1sRmxjwOrj/VstOZwe7GBxMRE/Pvf/4Yv2Ww2dOnSBa+88ooaYRoxYoQqiz5jxoxGAycpICGXhuRDMNPObrb2BCL2cXD08UknaddLllhgtVpgcWsmZwD28Zan1VVI76sR1ibR8w0LIGbYj02n/3XApn8hpCQHYQX/BZIvatXTBUofr925FjX2GhUw9e7UG2YSKH1sZuzjwOjjljy/24GTpNO9/vrryMzMVD8PGDAAV199Ndq3b9+sx3fu3FkFP3v37q13u/yckJDg9DFSSU/enGNaXlpaGgoKClTqX3h4uLtvh4gCxNChgGThHj4MyNeTvrZTUDu0HtjzHRBiAdKOjcATNVtoDND/FuD3fwKbngSS/sRS9ixDThR03AqcVq1aparfSYre6NGj6wo9SMrZ999/j+HDh7t8DglyZMTohx9+qJvjJCNK8rOk/DkjJdBlbpLcz1J7GnnLli0qoGLQRERCThyNGQP89JNWlpyBk0xMfUq7Tr4YaGOus+LkRyRwypwBHFwN7P0JSDgNwS4jPyPgFr6VaRQsetA06Z/Q0FCUl5e3qJo0GdfHEifosYPPA6c777wT5557rioFLm9KVFdX49prr8Udd9yBX375pVnPI3OPpBjEyJEjVQA2e/ZslJSU1FXZk3lTUmpcqvWJG2+8Uc2ruv3223Hrrbdi69atKl3wtttuc+dtEFEAlyWXwCkjA7juOgS34lwgb/6xBW+J3BUZB/S+Gtg6B8h8KugDpxpbDZbmL1XbJyT7f+AktcIkg0cyish1X0l2VH5+vlqih8zfxxI09erVq9UDLW6PODkGTeqJQkNx7733qiCouS655BIUFhbioYceUr+sQ4cOxbfffltXMCIvL69edChFHb777jsVuA0ePFgFVRJESVU9IqKG6zlxIVwAWbMAew2QMBGIHWZ0a8jfpd0FZL+kpX4eWgd0HIpg9fu+31FUWYS24W0xqMsg+Ds9aJK55FJ1mAFB4yTzqbi4GG3atPHIKAZ5t4/luXbv3o09e/YgOTm5Vfu2W4GTVKOToCY1NbXe7RIVtm3bssXfJC2vsdS8RYsWHXfbuHHjsGzZsha2mIiCybhx2vSLbdvkYEDWdkJwKt8P5LymbadztIk8oE0vLeVzxzxg0wzghPcQrDLytDS9cUnjYLW4V2XQLCQVSg+aOnXqZHRzTE8OxGVufWRkJAMnP+ljWcJIgifJkGtNsQm3WiIjRddccw3mz5+vgiW5zJs3T6XqTZnCtUGIyFhSo2ZQ7QngoB51kpSqmjKg43Ag/nSjW0OBQk/5lBRQSQUNUovzFwfM/CZ9TpNZ1rck8jQ9Ra+186XcGnGaOXOmGuaSOUgSuQmJ3mQO0hNPPNGqBhEReSpd77fftHlOF16I4FNdCmx5/thoE9NuyFMk5VNSPwsWaqmgI59DMAqkwEnH9DwKVCEe2rct7kZtzz77LA4dOoR169apy8GDB/HMM884XTOJiMjXJkwI8hGnbW8CFQe0KnpJwRg5klel184tllRQSQkNMvlH8pF3JA/WECvGdB9jdHOIyEdalTQoQ7qDBg1SFw7vEpEZC0SsXQuUlCC42KqBzJnadupdgMXtJfuInIs/TUsBlVRQSQkN0tGmoQlD0Sa8jdHNISIfceuv6QUXXNDk/3/66afutoeIyCOSk4Fu3YBdu4AVK4BTT0XwyPsYKMkFIqR8tLa8A5FHSdqLjDotvkRLCU27W1skN8gWvg2kND3yrQEDBqgiaJLFJRWp16xZ47LA2oEDB5CWloYVK1agZ8+e8LWxY8finnvuwYVBmf/eihGn9u3b110WLFigql043kZEZIbjuqBM17Pbgcwnte3+twKhUUa3iAJV0gVaKqikhOa8iWAccZqQXPslQ4a58sorcf755x93uwQlMq/FrOtSyTqmiYmJiI2NxVlnndWsqtSPPfYYzjvvvLqgKTc3V71HmTLjC3//+99x//33q4p3wcqtEac33zz2Bfnxxx/jqaeeQu/eXI2eiMyXrjd/fpAFTgX/09bXsUYD/W8yujUUyCQFVEaaVt4EZD0N9LshKNJCiyqKsH7v+oBZ+JaMIWuf3nDDDarImgRPrpSWluL1119X65ka5cwzz1QVtL/55hucffbZCEYsPk9EAT/PackSKUGK4LCpdrSp7zQgguuxkJf1ulJLCZXU0LyPEAyW7VwGm92Gnh16IrFtIgJ58Frmhxpxkdf2tLfeegsdOnSod9tJJ51Ub8Tml19+UalwMm9fMqgmT56MrVu31t1fRnpmz55d9/ODDz6I7t27q5Gf5r6G40iYrIsqQdPll1+ubvv8888bbf/XX3+tCrBJulxzVVRU4LbbblPrc8l6SBMmTMDKlSvr/l9SBKVStk5G7qRKtiw8K3bu3KnalZ2drX62Wq1qdEyWIApWDJyIKGANHgzExABHjwIbNyLwHVwN7P0BCLECqXca3RoKBpIKmnLbsaDdG0e8JhOIZcidKS0F2rQx5iKv7W0yH3+tVA9y0K1bN7zwwgvYuHEjMjIy1FSU66+/3unj5X6vvPIKFi5c2Oh8I2ev0dDq1avx5Zdfumzvr7/+ihEjRqClo1qffPIJ3n77bTWHqm/fvioYlErY4uSTT1aBnLDb7eo1JPCT9y5+/vln1SfyON3o0aPV/YKVW4HTc889V3eRIUaJsB1vIyIyg9BQYNw4bTso0vU2PaVd95gCxPQwujUULPrdpBWGOLwe2PM9Al1GnnZQyflN5vHVV1+hTZs29S6SVtbUgr/33Xefujjq06cPTj/9dPTq1Qv9+vVD165dnS6Y+tprr6lpKjIKJCNULXmNhqZPn64KLriyY8cONSequUpKSvDSSy9hxowZqi/S09Px6quvIioqSqX8iVNOOUUFSfIef/vtN1Wo4tJLL60LpuRagitHiYmJyM/PD9p5Tm4lI8t6TbqEhAS88847dT/LkJ4MCxIRmSVd73//0wKnG29E4CrKAfI/1rbTXP8RJvKYiFigzzRg82wg8ykgcTICVbWtWqXqBcOIk6wyU5uxZchrt8Spp56qggRHy5cvx2WXXeb0/nPmzFGpeBIkSLqdo7y8PBVklJWVqaDov//9b73//+KLL1RKn4zCDBw4sNE2NfUaOknN27ZtG+66665G76OT9ki6XXPl5OSo4O0EPWcdUGl4MmKUmZmpfj7xxBNRVFSkRsWWLFmigiQJpp544om6EaeGQV1UVJQKmiQNULaDjVuB0/bt2z3fEiIiL9D/ZtRmHgSurFmA3QZ0PRPoONjo1lCwkdTQLS8Ae38EDqwCOo1EIPpt728oqSpB+4j2GNBlAAK9MqmkOvuDmJiYeulk+vwcZw4dOoRHH30Un332mTrZ35CMqMh8pIKCAjzwwAMqiHj55Zfr/n/x4sX44IMP8NBDD+GRRx6pCzJa8hpCghpJpZNKec0JQDp37qye15MkLW/IkCFqZGnp0qWYOHGimpN1ySWXYMuWLWp+V8MRp4MHD6r+DsagyStznAoLCz39lEREbpN5tBaLpDloazoFpPJ9wLY3tO30e41uDQWjmGQtRVTIqFOAr980Pmk8LCGcJu6PJKCRkRYJEJwJDQ1VQZgUUrj77rvx3nvv1ft/Kcf9pz/9SY0oSaEIx2ILzX0NISNkklIohSGaY9iwYdi0aROaS9IOJfVOAj3HYE3aKyNqOgmMfvrpJzWKJqNNUqxCRtokoJNUxf79+9d73t9//121JVi59Vv/j3/8w+ntkvOZmpra2jYREXmMLI0xZEiAz3OSM/015UCn0UCX+mcHiXwmvTalJ/8ToEirwhVoMvIzgiJNL1BJSW8p6CDzkxqbKyWBhqTrSeqa3K9hkKCXDpdCDbfffjuuuuoqVFZWNvs1dPL/Tz/9dKMjUg1JUQcpWuFs1Gnz5s1qlMzxIkHTjTfeqFLtvv32WxV0TZs2TbXvmmuuqXusBEtS4lwCRv0YXm6TgLHhaJOQwhCTJk1CsHIrcHr//fdVHXd9YpgM50knS4QtlTuIiMwkoNP1qoq1wEmk3avl1xAZocMgIPEsLWU082kEGqk6po84cf0m/yQjLhLoNBxFcUzvk4VppTDEH//4R1VRruGIU8OBBDkWdhxQcPUajvOy5NJcgwYNwvDhw/Hhhx8e939//vOfVYDneNm7d69KI7zwwgvVqJY8VsqKS5DUsWPHusfKyJi8B8cgSY7ppWCEXDvatWuXCijl/QUrt+Y4STR+zjnnqMWvpJ68RM0SSOlVTYiIzBY4vfBCgI445bwOVB4C2vYDup9vdGso2KXfB+z+Gtj2JjDoH0BUPAJF3pE87CrahVBLKEZ3G210c6iWVHZ2Rg76JdjVXXnlleriSMqIO95HFqSVS2P09Zr0gQNZV8kxfa45r9GwXTpntzUk86pkBElGjqRUesPndsZVxWsZQWtYIU/Wc3L2vM8995x6f7J2VbBya8QpLi5O5UNKdY5//vOfaiGsZ599lkETEZnShNqqwbL+YFERAoetSisKIdLuBixWo1tEwS7uRKDTGMBWAWx5HoFYhnx41+GIDmth2TciD5ABi+uuu06N/BihS5cuKrssmLk14iS13oUMTUoZQ8nxlJKL+mrJg2XVSSIik5CTY8nJUmZWStQCZ5yBwLBjPlCaB0TGA72uMLo1RFqqqIw6/XoBsGWOth3WFoEgWBa+JXO74447DHvtu+66C8HOrcBp6NCh9SazyXCengcptztbLIyIyOh0PQmcJF0vIAInSaPQq5el3A5Ym7++B5FXdTsXaNsfKNoC5LymlSoPAAyciMji7jpOsmBXVlaWKrUoVTjWrFlTdzsRkVnT9QJmntOeb4HDG4DQNkC/xnPyiXxOUkb1RZgllbTmWMUxf3W4/DA27N2gtlkYgih4uTXi1KNHD5WiJ5PHpO67VPiQUSgiIrNX1lu6FKiulrU64N82Pald970eCD9WIYnIFHpdBvz2IFC6E9gxD+jt36mky3Yugx129OnYBwltEoxuDhH504jT7t271cJgUs5QatBLWcKrr77a4ysaExF5ysCBQLt2QHExsEE7cey/9i8H9v0MWMKAVOPy3YkaJamj+r4pKaVSotyPsQw5EbkdOI0ZMwannXYaPvroIzVJTVYRLiwsVCl7ssYTEZHZWK3AuHEBkq6XOUO77nkpEB28ZWHJ5GQ0NLQtcGQjsPsbBML8pglJtTm/RBSU3Aqc7rzzTjzzzDN1BSKSk5Px3//+F88//7yqL09EZOZ0Pb8OnGTCff6n2rY+j4TIjMI7HJt/p6eW+qGqmiqVqic44kQU3NwKnKZPn+709osvvrjeQmBERGYMnDK05Vj8kmXLbCmpB3Q7B2ifbnRziJomFR8lpbTwV6BwKfzRuoJ1KKsuQ8fIjkjtnGp0c4jI3wIncfjwYbz22mt44IEHcPDgQXWbVNYrlgkEREQmNGaMlrK3c6dWmtzfRNgOwZL7jvZD2r1GN4fItehuQM/LtW29fL6fpumNTxoPS4jbh01EbpFsLn3R2Tlz5uDuu+9u1uMefPBBtViuLy1atEhlo0mMIN566626NV69SQZtunfvjpKSEq+/lsXdBXD79++PJ598EjNnzqzroE8//VQFUkREZhQTAwwb5r/per2rv0KIrQLoPA6IY8oQ+Ym02gO9nV8AR7PgbzLytCHqCcmc32RWBQUFuPXWW9G7d29EREQgKSkJ55xzDn744Qf4O8nmevvttxEWFoZ//etfuOaaa5rVH88++yz+9re/1d125ZVXqqDmhhuOX77i5ptvVv8n9/GkSy65BFu2bIG3paenY+zYsZg1a5Z5U/Wkc7du3YrIyGOLLp511lmqPDkRkVn57TynqqPoVVU7wT79Pllt3OgWETVP+zSg+3kqxdS65Rn4E7vdzoVvTS43NxcjRozAjz/+iBkzZmDDhg349ttvceqpp6qAwN/Fx8er4GPHjh3Iz89HWlqay8dIRtj48ePV8kGOJKCcN28eysrK6m4rLy9Xhd2kXoGnRUVFoUuXLvAFqfD90ksvoVrWGzFb4LRy5Upcf/31x93erVs3FeUSEZmVv85zsmx7HWEohb1tija/icif1KaWhux4D5E2Lb3fH2w/vB0FxQUIs4RhZOJIBBW7HaguMeYir91MN910kxotWbFiBS688EKVETVgwAB1kn/ZMq2oh5D7yIH1mWeeqQ7oZXTq448/rvdcEpjICI+kl8XGxuK8885TgZkj+dlqtaoleeRantcxPU1/rc8//7ze40455RRViVrXs2dPzJ4tc1Y1Mjomj5M1Uhs+xmKxIDExETk5OWrkydXaqRIcyYhbQ8OHD1fBk2SI6WRbgqZhejpGLZvNhscffxy9evVS/TVkyJDj+uvrr79W/S3/L4Fqw75qmKongy6O70/I+5P36fieZfRQCtFJH3Xt2hWvvvqqSsOT4Kht27bo27cvvvmmfqXOiRMnqqlDP//8M7zJrSUgZRj06NGjx90uEXFcXJwn2kVE5NXASdZykq8xWdvJ9GoqYdn6nLaZchdCOc+C/E3ceCBuAkIKM9C7+r8ALoM/rd8kQVNUWBSCSk0p8GEbY1774mIgNMbl3eRAWUaXHnvsMcRILnYDDefXyLyfJ554QqWxvfPOO/jzn/+sRqhkFKeqqgqTJ0/GuHHj8OuvvyI0NFSlxv3hD39QU1TCw8PrPZcERqNGjVLBmQRsrSFByl133YU2bZrub6lc7Zjp1VifyJyfkSOdB/qy7uqbb76JSy+9VP38xhtvqIBE5ic5kqDp3Xffxdy5c9GvXz+VUXbZZZep4/yTTz5ZBZkXXHCBGtWTuVSrVq1S78ETJDVR3qsEkxKc3Xjjjfjss8/wxz/+EX/9619VZe/LL78ceXl5iI6OVo+Rz0cCSvnsTj/9dHiLW399zz33XPzzn/9UO5mQCFkaf99997V65yEi8qbERKBXL/lDBTicjDS3He8jpGwXykJiYU+eYnRriFo16tSz6jug6gj8aX4T0/TMKTs7W6VTyjqizXHRRRfh2muvVaMkUnBBggspviDmz5+vAhhJcxs0aJAKpiTAkONbx6CioqJCXUsKWkJCghqZ8kSgIM8rI1yN+emnn7BkyRLV/qZIe6VPZITKGQl+MjIyVOqfXBYvXqxucyRt+fe//62CKgkmZXRORosuu+wyvPzyy+o+MnrXp08fPP3000hJSVGBmKfmSMnolszPkue///77VbDYuXNnTJs2TQVxDz30EA4cOKACWkfynuU9mW7ESTrpT3/6k9ppJE9SIk9J0ZMoXaJ+IiKzjzpt366l602aBHOz2+oWvN0Weg76WyOMbhGRe7qdDXu7NIQdzURNzqvAIPMXk6qb3xSM6zdZo7WRH6NeuxkkQGgJOU5t+PO6devU9vr161UgJqlgjmQOkKTI6eSAXTS8X0NTpkxRqXw6OV52lmJXWlqKv//972pk55NPPmn0fcpozsMPP1z3+o3R5y81NjIlI0Znn322SqOT55VtCUocST9IuyT9zVFlZWVdSl9mZibGSKnaJvrXXYMHD67blj7s1KmTCmYd532Jffv21XucpAxKu00XOLVv3x4LFy5UEatEe1KCXPImzzjjDM+3kIjIwyZMAN59108KROxaABzZBHtoO+SGTUJ/o9tD5K4Qi5ZquvJaWLY+D6RPB0x8IuBQ2SFsLNwYvCNOUoCmGelyRpLRB8l6yspqfbVGOZaVIhPvvffecf/nOA1l27ZtKi1M5t40RdLJHI+L9dS4hqSghYzYyJykxgKn//znP2qOj1TEczVAoQdBhw4danT6jKTr3XLLLXUlzhvSlxZasGCBql/QcLqOu2SuVsNgV89ecyTzuBzJZ+x4m/wsZISwYZqijFKZLnDSTZgwQV2IiPxxntPy5fKlLV/SMK/atW9sfa5D9U5zH8QQuWJP/jPKVt2HqPI9QO67QB/XpZWNsiR/ibru36k/4mI4f9uMJE1OUsnk4P+22247bp6TFGxwnOck85GuuOKKej/rIygyACDpepJN1a6Jya9SfEAq1jmOJjkjaXxSxMBxNKShPXv2qJS3pgoayAiKpK298MILxwUUzkjgIO2XeU6SkuiMzNuS0SMJQKT/nJX3lgBJ0v4kq8yZtLQ0fPnll/VucyzG4YwEcr///nu922TErznvqznkuSUjznSBk1QqaYov6qgTEbkrPV0mDcsfVUnPABqZQ2u8wiVAYQZgCYet363AzrVGt4iodSzhyAk7BwMr39JSUHtfpUaizIhlyP2DBE0nnHACRo8erebfS5qXlKSWzCgJSiSlTPfRRx+peU1y0l9GlqQS3+uvv143IiSjPzLPSJ5HFlSV+TJSde7ee+9VI0wyH0hKd0vhhL1796qgRkY59LSxli72Km2X2gANK9o5kteTkbCG1eiaGtWRkS7JCmvsMRL06f3iLACUNERZaFcq28mojvTXkSNH1PuXoGzq1Klq9Eum7kgRB5l3tXr1apX+15TTTjtN9bGMoElanxSfkGCnqfffXFLRb9euXV7PfnMrcJLyifKGG1YYcRw+IyIyK4tFcrEBqWYq6XqmDZxqR5vQ6wogStJCGDiR/9sROhkD7J8j5OhmYOeXQFLzDgh9jYGTf5DCBWvWrFEpbDIPSEZxZGRDgg0JnBw98sgjqlS3lDCXQOiDDz5QoytCqrNJ5TgpdCbV4oqKilSamlRok2BBqsjpoy+33377ce2QdLuWzrmSoMRV6p0EZxKgtIQEMlJI4amnnlKBlDNNjaoJKZ4h/ShBoqQnSlA4fPhwVdVOSAlzSS2U4EoKbEjgKgUlJA2wMTK6JZUNJRCVuWNyXxkBlMqGrSWf5aRJk45bu8rj7G4ICQmx79271+6Pjhw5Inu1ujaDyspK+6hRo9Q1eYf07eeff84+9iJ/7OPHHpO/cHb7RRfZzenwJrv9Pdjt74XY7Uey/LKP/Q372Hd9XL36Pm3//nas3W6z2c2morrCHvmvSDv+AXtWYZY90PfjsrIy+6ZNm9R1oJJjv88++8ztx2/fvt3eo0cPtV1TU2M/dOiQuta1b9/ebhY2m00dW77//vt2f1XjpI8bU1FRYU9OTrZnZGS4tY+3JDZwa3xcX+yLiMjf5znJiFMLTxL6RuZM7br7eUC7FKNbQ+RRtn63AJYI4MAyLR3VZNbsWYPy6nJ0ju6s5jgRSUpbU2uV6pXezECO0V955RWVshgM8vLy1EiYpGx6m1upehK4S612WahLJuJJ3XTJT5TVmPWFqIiIzGzUKCA0FNi9W3KjtbWdTKN0F5D7jradfp/RrSHyvMh4oPeVQPbLwKYngS4nwowL345PGs8TxaQkJSVh5cqVjf7/5s2bYSZS+txZ+fNA1Ldv33qFOLzJrREnyUeUqFtWVS4sLMQ333yjVvCVspCOk/CIiMxKzvGMGKFtm64s+eZnAVsVEHci0Hms0a0h8o7Uu+TcOLB7AXC4fqUts8xvmpDEysGBQk76N7fAApFHR5ycVc2Q+vKy2JdU1/jqq6/ceVoiIp+SUX0pSS6BU4OF041TeRjYOlfb5mgTBbJ2/YCkC4H8j7UKe+PehlkOsDPyMoJ34VsiapTHaoBKyp6UGHS1kjIRkVno6dAZZppiIalL1UVA+wFA4plGt4bIu9Lv1a5z3wdK8mEG2QezUVhaiAhrBEZ0rR2WJiLyZOCkl2KUcoBERP4UOG3cqK3pZLiaCiBrtraddq9p17ch8phOo4D4UwF7NZD1DMyUpjcycSQiQiOMbg4RmYhbf5WPHj3q9JKdna2qjshKzrKiMBGRmUkRJJlPKlX1li41ujUAtr8DlBcA0d2BHn82ujVEviEnCUTOK0DlIaNbU5emNyGZ85uIyANznGQRLGdVZiQvWG7XV1EmIvKHUafsbC1d70wjM+PsNm2eh0idDliPX2CcKCB1nQx0GAwc/g3Y8iIw8G+GNocL3xKRRwMn8fHHH6uRJUcHDhzARRdd5O5TEhEZEji9/bYJKuvt/AIo2gKEdQD6XGtwY4h8SE7EyqjT0suALc9pJw5Cowxpyv7S/cjan1VXipyIyJHbCfSyyNTJJ59c7+KLhaeIiDxpQm02zooVQFWVQY2QXEFZy0b0vxkIY5EdCjI9LgZiegDl+4DtxlXXW5K/RF2ndU5Dp+hOhrWDSMg0GFmLqbi4GDt37mz2WkWyplRCQgKKiopa/JqSOfb55583+/6LFi1SjzncxEThuXPn4pxzzkFQB06bNm1Sazbt2rVLpegREfmjlBRABs/LyoC1aw1qROGvwIHlgCUC6H+rQY0gMpAlTBtpEpkzAVuNoQvfMk3Pf1x55ZXqwF2/dOrUCX/4wx/w22+/wd+1a9cOEyZMUFNkevbsiRtvvLFZj3vggQdw66231lW6biq4keedPbu2KBGAPXv24EwP561fffXVWLNmDX799VcEbeB0+umnY+DAgUhOTkZ0dLT6WdL3iIj8icUCjB9vcFnyTU9p172vBKLiDWoEkcH6XAOExwLFOcDOTw1pQt38Jq7f5FckUJIDfrn88MMPCA0Nxf/93/8hELzwwgvYt2+fqh9w112yaHTT8vLy1HqqElC6Q0aqIiI8W00yPDwcf/nLX/Dcc88hKAOn7du3Y9u2bWrEKSMjA6+99hr69OmD++7jYo1E5L/peobMczr8O7B7gSRIAGl3G9AAIpMIjQH636JtS+qqj7NZyqvLsXL3SrXNinpawa+SyhJDLi3NZJIDfTngl4uktt1///3Iz89HYWGh+v/c3Fw14rJu3Tqnj5cRnbfeeqvuZ0mLmzJliprLL+uUjhw5EstltfRaL730EoYNG4bIyEi1FM8777zTaLqbvJcrrrgCgwcPxqFDWtXIf/zjH6qdusrKSpWG5zgqJO2Rdglph4w+nXTSSU2+D/Hhhx9iyJAh6NatW4v60FnbxZIlS1Rb5b2OHDlS/Z+zNqxevVr9vwymjB8/XqULOpJUvS+//BJlkt4RbMUhevToUe/ncePG4dJLL8Vll12GU045Bb1790ZcXFy9nYyIyKz06ZkSOMnfaydFQ71Hr6SXdCHQtnn560QBSwIn+Z04uBrY+xOQcJrPXnr17tWorKlEl5gu6NOxD4JdaVUp2jzexpDXLn6gGDHhMe49trgY7777rgpEJG3PncfLvH0JPORAX4IxSTOz2Wzq/z/77DPceeed+Pe//61Gtb7++mtcddVV6N69O0499dTjnu+2225TwYcMNHTs2LHRUaW9e/c22a5PP/0Ua5uRTy7pcBLAeGqOlQQ8Z511Ft5//33s2LEDd9xxh9P7/u1vf8PTTz+tjv9vuOEGlZ632OFspLSpurpaxQYSKwRdVT1nJA9TRqOErOdEROQP5G9MeDggf7dycrS1nXyiJB/IfV/bTq9dy4YomEXGAb2vBrbOATKf8mng5FiG3NmSK2RekprWpo0W5JWUlKBr167qNovkYreQBAgyUrVy5cq66tGORRlmzpyJqVOn4tprr1WjQKmpqVi2bJm6vWHg9Pe//10FWhI0SQDmjKTg/etf/1JZWw8++KDT+1RVVan/b+o+OgluGgucJLhrqLS0tMm+kN+FV199VY04paenq9oG06ZNO+6+jz32mAo4hYz4nX322SgvL1ePEzIS1b59e9U+f+bRwEl20IajUUREZiff6yNGaIvgygkynwVOWc8A9mog/lSg0ygfvSiRyaXdBWS/BOz5Dji0Duh4LKXJm7h+U33RYdFq5Meo124JCVgkfU5IOtyLL76oChysWLGi3nGppJDJiX1JgZNtGSFpGExICpqk4TVcckcn01QkaHIkVaWfffbZ40aRZL7VaaedpgowNOaf//ynar8MPjRmzpw5KuiQ7C5XgZOkwunBirPRKL1ghK6p0R9Jt5MUQ8fnGz16tNP7yv10ErgKmZsltRB0UVFRTQZqAb+Ok+RRyiQ0yc10JEOaRET+RP5m6YHT1Kk+eMHKQ0DOK9p2GueHEtVp0wtIvhjYMU8rnHJC7aisF8k8FL2iHuc3aWSkwd10OV+TeUiOo0Iy914CDRkpkdEc3fz585GWloaCggKVQicpZTIy5UgO7j1BgjZJ45MiDS+//DKuv/764+6zdetW1VYJ1mRelTMSCD766KNq5Ko5I6GdO3eum0vVUK9evermTemkkIYnhIWF1W3r7dTTGx1H1ySVL+iKQ0hVDMnnjI+PV/mWEn1KHqkUjPB0CUMiIl/Oc/JZZb0tLwLVJUCHIUDXST56USI/IQviirwPgWJtCoA3bT6wGQfKDiAyNBLDug7z+uuRd8mBu2RBNSxEkJSUpAIsGd255pprnBZZkJETuV0O8p2RwEvmLDmSuTySxuZISnzLMbGMft1zzz1qoKEhSb2T0aum1meSoOnEE09UhSGaQ0bLZMkgT5DCFxs2bEBFRUXdbStXagVUWionJ0el7kn7gi5wkp3glVdewfPPP69KDN57771YuHChit6PHDni+VYSEXmZXpI8M1POinn5xarLgC3PHZvbxPkURPXFDgMSJgL2GiBrltdfTh9tGt1tNMKt4V5/PfIsObCXUSS5SCqdrGEkRR4aLroqGVJy8C7zbCRzSpbVaUiq6cl8pPPPP18FRDIo8Mknn2CppCQAKgh6++238frrr6sRo1mzZqnCDXffXb8qqp7qd+GFF6riCg3T+7Kzs9X6Sg899FCj70vS2uR4+6mnapesaIbJkyerttbUtH4tNCkhLqNG1113nerX7777Ts3lEi2dByhpglI8TqpwB13gJFGz5IbqQ5r6ysSXX345PvjgA8+2kIjIByR7QBbDFQ1OJnre9reB8n1ATA8tJYmIjpdem8Ka8zpQvt+rL5WRrw01T0himp4/+vbbb9W8GrmMGTNGjYp89NFHx83fkf+T41Ypry3FJCSFriEZEPj+++/RpUsXFfAMGjQITzzxRF3RMwmonnnmGTWHSf5PnuPNN99scq6Q3Hf9+vUqCNJJEQupRNfYXCq9KIRkePXv37/ZfSGjXJJ+97///Q+tJcUv/vvf/6oROOmzv/3tb3WBXmPzqBoj8YGzohL+xq3ERonEZQhTJtzJpC+pJiI146WiXktr7xMRmSldT5aekHlOXls70VYDZGpn7JB6F2DxaI0eosARfxoQO0IrTb7lBWDwP7w+4sSFb/2PrHfkuAaTM1KcoanjU33tJJ0c38qIVGNuvPFGVahBAgtnlfsavpbMO3IsNy7rOMnFkQRejo+TuVENF7F19T6EBE1//etf1UiYjD45e25HssZVU22XgRIJ+nTvvfeems+kF31w9twSZDnetnHjRhV8SW0Ef+fWiJNUCJHa9kIiYalnP3HiRFxyySX44x//6Ok2EhEFzjynnZ8CxTlAeCzQ52ovvhCRn5NUIH2u09YXtDmBXrCvZB+2Htyqtsd1H+eV1yDyJSlEIXOi9Iyw1vjPf/6jyqnL4Mjnn3+u5mVdfPHFLSqisWfPHvU8UrDD37l1qlOGGvVKGTfffLMqDCET5c4991ynVUOIiPyBXg1W5r7KXNiICA+/gJyB2/TksYU+Q/2jYhWRYWRh6Da9geJtQM4bQMqtHn+JJflabu7ALgPRMcr5AqVE/kRGnSStzhNk3pik58l1165dcdFFF6k1m1rijDPOQKBwK3CSYUnHock///nP6kJE5M/69dPmOhUWyrIKwDhPn3ze+5OWdmSN0gInImqaxQqk3Q2svAnIehrod6PH01sz8rQhZq7fRHQ8KQAnF9K49e3z22+/Nfn/jotgERH5U2aQ1L354gstXc/jgVNmbWWk3lcDkf69lgWRz/S6EvjtYaBkh1aevOdfPPr0XPj2GM5Tp0Bl99C+7VbgJJO+pAyhNEIvR6g3SH72RAlEIiKj5jlJ4CQFIu65x4NPfGg9sOc7IMQCpN3lwScmCnChUUDKbcBvD2oL4vaY4rES/mVVZVi9ezWCvTCEvniplL/21AKwRGYipeiFXh3Rp4GTTBDTgyWpgS8rI0sFEiKiQJnnJCXJ5XyQx5ZYkgM+IeXH2/Ty0JMSBYl+NwGbngAOywmI74FErVpYa63cvRJVtip0bdMVvToE7++lHEx26NAB+/btUz9HR0e3eJ2eYCLz/PU1oZxV1SNz9bE8V2FhodqvZf5Xa7j1aMcgSX6xunfvzsCJiALC8OFaUQiZ57R1K9CC5TMaV5wL5M3XtvUqYUTUfBFShXIasHm2lvLqocDJsQx5sAcKstSM0IMnapwMHJSVlanRuWDfb/yljyX4khLqrX0uLiBCRORAgqZRo7Q5TnLxSOCUNQuw1wAJE4HYYR54QqIglHqntp7T3h+BA6uATiNb/ZSc33SMHFBK1TRZ+FUWXqXGSf/88ssvquS3nuZI5u5jWdjYE6ODoZ74RWtt9DZnzhzMmDFDlTqUhXSff/55jB492uXj5s2bhylTpuC8885TteWJiDyVridBk8xzurq1Sy2V7wdyXtO20+/zRPOIglNMsja/KfcdbdRpQusW07TZbXWlyCck1+bokkrba+08kEAn/VNdXY3IyEgGTkHWx26FXh07dkRsbKy6FBcXY9iwYXU/y6Ul5s+fj+nTp+Phhx/GmjVrVOAkKx27GiqWlY7vvvtunHjiie68BSIilwvhSuDUalvnADVlQMfhQPxpHnhCoiCWXluxJf8ToCi7VU+VWZiJQ+WHEB0WjSHxQzzTPiIKaG6NOM2ePdtjDZg1axamTZuGq666Sv08d+5cLFiwAG+88Qbuv/9+p4+Rqn2XXnopHnnkEfz66684fPhwo89fUVGhLrqjR4/WDQGaYShab4MZ2hKo2MfeF2h9LKl6QBg2bwZ2765Sazu5pboUoZufh4zJV6fcBXt1tdttCrQ+NiP2sR/0cUwqrAlnwlLwDWo2zoBtxAtut+WX3F/U9ejE0YANqkhEIOB+7H3s48Dq45a8hluB09SpU+EJUi1j9erVeOCBB+puk/xDWWF46dKljT7un//8p8rBveaaa1Tg1JTHH39cBVgNff/996q6hlksXLjQ6CYEPPax9wVSHyclnYr8/HZ44YU1GDOmwK3n6FW1AIMrD6AkJB4//BYJ+4avW92uQOpjs2Ifm7uPO9VMwAR8A2x7Ez8UjEdFSAe3nuejHR+p67jyOFUdONBwP/Y+9nFg9LGU4fdq4KSP2jSmXbt2zXqe/fv3q9Gj+Pj4erfLz1lZWU4fk5GRgddffx3r1q1r1mtIUCapgI5tT0pKwqRJk5rdTm9HuY899hgmTpxoqhzOQCJ9LL947GPvCcQ+/u9/rXj9dRm1HomzzrK1/Als1Qj95g6gEogc+jec2fecVrUnEPvYbNjHftLH9jNh+/ELWA+uwMQeWbAN/KdbTzP9Re3YYOqpUzGp9yQECu7H3sc+Dqw+dhXXtDpwklr/zgpC6AviemsB3KKiIlx++eV49dVX0blz52Y9JiIiQl0akg/BTDu72doTiNjH3hdIfSzTJyVwWrrUirAwNyZK534MlOYCEXGw9rsW1lDP9Esg9bFZsY/9oI8H3A/8egGs2XNhHfhXIKxtix5eUFyAbYe3IQQhmNBjQkB+3tyPvY99HBh93JLndytw6t27tyreIHOQTtBnUbtBgh+pmrF37956t8vP+noCjnJyclRRiHPOOafeolZCFrTavHkz+vTp43Z7iIh0+lfb6tVAeTkQGdmCB8vKuVL1S/S/FQiN8kobiYJWt3OBtv2Boi1a1UopVe7G+k2D4gehfWR7LzWSiAKNW1X1MjMz8Y9//ANPP/00XnjhBbWg1Mknn1x3aUlN9REjRuCHH36oFwjJz+PGjTvu/qmpqdiwYYNK09Mv5557Lk499VS1LSl4RESeIOdgJIu4shJYtaqFDy74H3BoHWCNBvrf7KUWEgUxixVIu+fYOmk1lS16eEZehrqekMQy5ETk5cBJhrRk3tDWrVvRrVs3DB48GHfddVeT1e0aI88jqXdvv/22CshuvPFGlJSU1FXZu+KKK+qKR0gt94EDB9a7SNpg27Zt1bYEYkREniDZyG6XJd/0pHbddxoQ0bIlGoiomXpdBkQmAKU7gR3z3Fv4NpkL3xJR87VqCV1Zs0lKk69du1al0PXt27fFpcovueQSzJw5Ew899BCGDh2qRo6+/fbbuoIReXl52LNnT2uaSUTkFj1wksVwm+3gamDvD0CIFUg9VpiGiDzMGgmk3qFtS2qsvXlFXEqrSrG2YK3aPiGJgRMRwbtznGTB24bFIaQwhKyXJCNPd9xR+0XWTLfccou6OLNo0aImH/vWW2+16LWIiJprQm0Wz5IlkkYsyyU040Gbauc29ZgCxCR7tX1EQa/v9cDvjwFHNgK7vwa6/Z/Lh6zYtQLVtmp0b9cdye35O0pEXg6czj//fHceRkTkV4YNA6KigIMHoRbDTUtz8YCiHCD/Y207/V5fNJEouIV3APrdAGTO0E5aNCNw0uc3yWiTswrBREQeDZwefvhhdx5GRORXpELp6NHAzz9r6XouA6esp7V0oa5nAh0G+aiVREEu5Q5g82yg8FegcCkQd3xxKafzm5imR0S+nOO0atUqvPPOO+qyWmr2EhEFmGYXiCjfB2x7U9vmaBOR70QnAj0v17b1ZQAaUWOrwdL8pWqbhSGIyCcjTjt37sSUKVOwePFiVdVOSEW98ePHY968eejevbs7T0tEZNp5Ti4Dp83PAzXlQKfRQJfmL8tARB4gpcm3vQHs/AI4kgW0T3V6t42FG3Gk4gjahLfB4PjBPm8mEQXhiNO1116LqqoqVT784MGD6iLbsgaT/B8RUaCQJeVkGkR2tizO3cidqoqBrXO07bR7tQcQke9IoNT9PClVBWTNdLnw7djuYxFqcevcMREFMbcCp59//hkvvfQSUlJS6m6T7eeffx6//PKLJ9tHRGQoGVQfMMDFqFPO60DlIaBtP6A7i+cQGSLtPu16+ztA6W6nd+H8JiLyeeCUlJSkRpwaqqmpQWJiYqsaRETkV+l6tioga5a2nXY3YLH6tG1EVEuKQsRNAGyVwOZnm6yoNyG59peaiMjbgdOMGTNw6623quIQOtm+/fbb1WK2RERBUyBix3ygNA+IjAd6XeHrphGRo/TaUafsuUDlkXr/tevoLuw4sgOWEAvGdBtjTPuIyK+5leB75ZVXorS0FGPGjEFoqPYU1dXVavvqq69WF53MfyIiCoTASYqHlpYC0dG1/2G3H6vilXI7YI00rI1EBCDxLKB9OnBkE5D9cr0Kl3qa3pD4IWgb0dbARhJRUAVOzzzzDBeNI6Kg0bMnIFnIu3cDK1cCJ+tF8/Z8CxzeAIS2AfrdaHAriQghFq1Ay7IrtbWd1AmNiHqFITi/iYh8EjgdPXpUXV9wwQVN3q9du3ZuN4iIyGzkPJGMOn30kZauVxc4bXpSu+57PRCuLc1ARAbrMQX47e9A6U4g912gzzXq5ox8zm8iIh/OcZI1mzp27OjyQkQUqOl6GdqxF7B/ObDvZ8ASBqTeYWTTiMiRNRxIuVPbzpwB2G0orizG+oL16iYufEtEPkvV+/jjjxEbG+v2CxIR+XPgtHQpYLMBFn1uU89LgWgu+k1kKn2nAb8/ChzdDOz8Esur2qLGXoPk9sno3o6/r0Tko8DphBNOQJcuXdx8OSIi/zR0KBATAxw+DGSv3YL++Z9p/5F2j9FNI6KGwtoC/W8CNv5bpdRmRExWNzNNj4h8Xo6ciCjYSAHRMbUVjGs2yLILdqDbOVoFLyIyn/63AZYI4MAyLM5ZoG5iYQgiag0GTkRELUjXi29fgL6hb2s3SPUuIjKnqHig95WosQPL9qxTNzFwIiKfBU5SgpxlyIkoWE2YANw2+TmEWSqBzuOBLkz7ITK11LuwoRIoqqlGu/A2GNhloNEtIqJgmeNkt9vV4rcREdqaCI359NNPW9suIiLTGTviKEbveFFtH0y4FyyTQ2Ry7fohI3IogHUY17YdrBar0S0iomAJnKZOneq9lhARmVy7fa8CMUeQuSsVv4eeg4sGG90iInJlsV0raHUCCoCSfCAmyegmEVEwBE5vvvmm91pCRGRmNZVA1jNqc8aCe9BuqAUXXWx0o4jIlcV7M9X1CZE27Xd4xCyjm0REforFIYiImmPH+0DZLpQiEe8tvhSLFxvdICJyJe9IHvKP5sMaYsGYSAA5rwAVB41uFhH5KQZORESu2G3AJm3B24qed6CyOgJr1wLFxUY3jIiasjhPO8MxrOtwxMQOBqpLgK0vGd0sIvJTDJyIiFzZtQA4mgmEtUPHUdeje3egpgZYscLohhFRUxbnLz5WhlxfPmDzs0B1mbENIyK/xMCJiMiVzCe16343quBJypILpusRmVtGXoa6npA8AehxCRDTA6goBLbXrsVGRNQCDJyIiJpSuFi7WMKBlNvrFsIVDJyIzOtoxVFs2Lfh2IiTJVSt66RkzgRsNcY2kIj8DgMnIqKmZM7QrntdAUR1rRc4LVmipewRkfks27kMNrsNvTr0Qte22u8u+lwNRHQCinOAnVxzkohahoETEVFjjmQCO78AEAKk3V1386BBQNu2QFER8PvvhraQiFwUhjghufZMhwiNAfrdom1vehKw2w1qHRH5IwZORESNkXQe0f18oF1K3c2hocDYsdo20/WIzCkjv3Z+U1LtpERd/1sAaxRwcDWw9ydjGkdEfomBExGRM6W7gNx3tO302mpcDvR0vQzt2IyITKTaVo3lO5cfP+IkIjsDfa45NupERNRMDJyIiJyRksW2KqDLSUDn2uElB6ysR2Re6wvWo6SqBB0iOyA9Lv34O6ROB0KsQMH3wKF1RjSRiPwQAyciooYqDwNb52rb+tovDYwZA1itQF4ekJ/v2+YRUfPKkI9PGg9LiJNDnTa9gOSLte3axa2JiFxh4ERE1FD2y0B1EdB+IJB4ltO7tGkDDBmibXPUicjEC982Ju0e7TrvQ6B4u49aRkT+jIETEZGjmnIga/axA6uQkEbvyvWciMzHbrc3L3CKHQYkTALsNUDWLN81kIj8FgMnIiJH298FyguA6CSg55Qm78p5TkTmk3s4F7uLdiPMEoZR3UY1fWe98EvO60D5fp+0j4j8FwMnIiKdrebYgrepdwKWsCbvro84rV+vrelERMbTR5uGdx2O6LDopu8cfxoQOwKoKQO2vOCbBhKR32LgRESk2/UlULQFCOsA9LnW5d27dQN69ABsNmDZMp+0kIiau/BtU2l6OknF1QvAbH0BqC7xcuuIyJ8xcCIiEnb7sTVd+t8MhLVt1sOYrkdkLnXzmxqu39SYpAuBNr2BigNAzhvebRwR+TUGTkREovBX4MBywBIB9L+12Q9jgQgi8zhcfhi/7/u9+SNOwmIF0u7WtrOeBmzVXmwhEfkzBk5ERI5rufS+CoiKb3HgtHQpUM3jLSJDLc1fCjvs6BvbF/Ftmv97jF5XAhFxQMkOrTw5EZETDJyIiA7/DuxeAMhCmWl3teihAwYA7doBJSXAb795rYVE1AzNKkPuTGgUkHLbsZMokrpLRNQAAyciIr2Snsx1aNu3RQ+1WoHx47VtpusRGSsjL0NdT0iunXzYEv1uAkJjgMPrgT3fe75xROT3GDgRUXAryQNy39e29epaLaSn62Vox2xEZICqmiqs2LXCvREnEREL9JmmbWfWpu4SETlg4EREwS1rNmCv1tZz6TTSradwLBDBDB8iY6wtWIuy6jLERsUipXOKe08i67eFhAJ7fwQOrPJ0E4nIzzFwIqLgVXEQyHmlVaNNYvRoIDQU2LULyMvzXPOIqOVpejLaZJH5iu6ISQZ6TNG29eUJiIhqMXAiouC19SVtwcsOQ4Cuk9x+mpgYYNgwbZvznIj8rDBEQ+m1J1HyPwGKsj3QMiIKFAyciCg4VZcBW547dqAUEtKqp+M8JyLj2O12LM5r4cK3jekwEEg8W54VyJzpmQYSUUBg4EREwWn720D5PiCmB5B8caufbkJtES+OOBH53rZD27C3ZC/CreEYmejeXEWno07b3gLK9rb++YgoIDBwIqLgY6s5diY59S7AEtrqp9RHnDZsAI4cafXTEZEb85skaIoMjWz9E8adCHQaC9gqjo1ME1HQY+BERMFn56dAcQ4Q0Qnoc7VHnjIhAejdW6uqt3SpR56SiHw9v0knqbv6qNOWF4GqIs88LxH5NQZORBRcJLLRq2X1u0Vb8NJDHMuSE5EfB06i+3lA2/5A1WEg+1XPPS8R+S0GTkQUXPb+BBxcDVijgP63ePSpOc+JyPcOlh3EpsJNant80njPPbGUNE+7R9ve/AxQU+m55yYiv8TAiYiCS+ZT2nWfa4DIzh59an3EaflyoKrKo09NRI1Ykr9EXad0SkFcTJxnn7zX5UBkAlC6E9jxgWefm4j8DgMnIgoeh9YBe74DQqxA6nSPP31aGtChA1BaCqxb5/GnJyIn6sqQezJNT2eNAFLv0LYzZwB2m+dfg4j8BgMnIgoem2Zo11J+vE0vjz+9xcJ5TkSGzW9q7fpNjel7AxDaFjiyEdj9tXdeg4j8AgMnIgoOxblA3nxtW5+34AUMnIh8p6K6Ait2rVDbE5JrJxl6Wnh7oN8N2vam2lRfIgpKDJyIKDhkzQLsNUDCRCB2mNcDp4wMrYAfEXnPmj1rUFFTgbjoOPSL7ee9F0q5A7CEAYW/AoVcb4AoWDFwIqLAV74fyHlN206/z6svNWoUEBYGFBQA27d79aWIgp6epifV9EJk7SVviU4Eel5ev8AMEQUdBk5EFPi2zgFqyoCOw4H407z6UlFRwIgR2jbT9Yi8KyMvw7tpeo70FN+dXwBHsrz/ekRkOgyciCiwVZcCW54/NtrkzbPSTtL1iMg77HZ7XSlyr1TUa6h9qrYoLuxA1kzvvx4RmQ4DJyIKbDlvABUHgDa9gaQLfPKSLBBB5H1bD25FYWkhIqwRGN51uG9eNK021Xf7O0Dpbt+8JhGZBgMnIgpctmog62ltO+1uwBLq08Bp40bg0CGfvCRR0Kbpje42GhGhEb550bhxQNwEwFYJbH7WN69JRKbBwImIAlfeR0BJLhARB/S60mcv26UL0K+2wNdSFuAi8r+Fb5uiF5jJngtUHvHtaxORoRg4EVFgklrgevWrlNuA0CifvjznORH5+cK3jUk8C2ifDlQdBbJf9u1rE5GhGDgRUWAqWAgcWgeExgD9bvL5y0+oLfLFeU5EnldYUojNBzbXlSL3qRALkHavtr15NlBT4dvXJyLDMHAiosC0qXa0qc80ICLW5y+vjzitWAFUVvr85YkCml5NLz0uHbFRvv/9Ro8pQHR3oGyPViiCiIICAyciCjwHVwN7fwBCrEDqnYY0ISUF6NQJKC8H1qwxpAlEgZ+m5+v5TTprOJBS+92SOQOw24xpBxEFX+A0Z84c9OzZE5GRkRgzZgxWyCnaRrz66qs48cQT0bFjR3U544wzmrw/EQXxaJOcFY5JNqQJslzU+NoMIqbrEQVY4CT6TgPCOgBFW7RFcYko4BkeOM2fPx/Tp0/Hww8/jDVr1mDIkCGYPHky9u3b5/T+ixYtwpQpU/DTTz9h6dKlSEpKwqRJk7Br1y6ft52ITKgoB8j/WNtOr52HYBDOcyLyvPLqcqzavUptT0iu/SUzQlhboH/t/MlNT2oFaYgooPlmUZMmzJo1C9OmTcNVV12lfp47dy4WLFiAN954A/fff/9x93/vvffq/fzaa6/hk08+wQ8//IArrrjiuPtXVFSoi+7o0aPquqqqSl2MprfBDG0JVOzj4Opjy6YZsNptsCX8ATUxqdIow9oyZkyI+prNyLCjsrJajUIFQh8HKvaxf/TxsvxlqKypRHxMPJLaJBn7efW+EaGZTyPkwHJU7/kJ9rgTYTTux97HPg6sPm7JaxgaOFVWVmL16tV44IEH6m6zWCwq/U5Gk5qjtLRUveHYWOeTQx9//HE88sgjx93+/fffIzo6GmaxcOFCo5sQ8NjHgd/H4fbDmFT6ptpecngCDnz9taHtqay0IDT0LBQWWvH66z8jMbHE7/s4GLCPzd3Hn+79VF33Cu2Fb775BkYbbDkFvWzfYf+v92F55N9hFtyPvY99HBh9LLGEXwRO+/fvR01NDeLj4+vdLj9nZWU16znuu+8+JCYmqmDLGQnKJBXQccRJT+9r164djCZB32OPPYaJEyciLCzM6OYEJOlj+cVjHwd+H1t+fxjWzErYYkdhzGn3aBONDDZ6dAiWLAHCw0/BWWfZ/b6PAxn72D/6+JUPX1HXF4y8AGeNOQuGK+4P+zcDkFCzCmedkAy0H2hoc7gfex/7OLD6WM9G84tUvdZ44oknMG/ePDXvSQpLOBMREaEuDcmHYKad3WztCUTs4wDv46piIGeu2rQMuB+W8HCYgcxzksBp2bJQXHNN65+P+7H3sY/N28c2uw3Ldi1T2yf3Otkcn1PHNCDpQjW3MmzrbGDc2zAD7sfexz4OjD5uyfMbWhyic+fOsFqt2Lt3b73b5eeEhIQmHztz5kwVOEnK3eDBg73cUiIyvZzXgMpDQNt+QLfzYBb6ek4ZGUa3hMj/bd6/GQfLDiIqNArDEobBNPRCNLnvAyV5RreGiLzE0MApPDwcI0aMUIUddDabTf08bty4Rh/31FNP4dFHH8W3336LkSNH+qi1RGRatioga5a2nXYPYLHCLPSS5JJ9fOCA0a0hCowy5KO7jUaY1URn+juNAuJPBezVQNZso1tDRIFajlzmH8naTG+//TYyMzNx4403oqSkpK7KnlTKcywe8eSTT+LBBx9UVfdk7aeCggJ1KS4uNvBdEJGhdswDSvOByHig1+Uwk86dgdRUbVtS9ojIfRl5GcaXIW9M2n3adc4rQMVBo1tDRIEYOF1yySUq7e6hhx7C0KFDsW7dOjWSpBeMyMvLw549e+ru/9JLL6lqfH/605/QtWvXuos8BxEFIVk7RV/wNuUOwOp8vqORmK5HFEAL3zam6ySgwxCgugTY+pLRrSEiLzBFcYhbbrlFXZyRwg+OcnNzfdQqIvILe74FjvwOhLYB+t0AM5LA6fXXuRAuUWvsLd6L7IPZCEEIxiU1ns5vGKniKXOdllwKbH4WSJ0OhEYZ3SoiCqQRJyKiVtn0pHbd93ogvAPMSCrriZUrgfJyo1tD5N+jTQO7DESHSHP+riP5YiCmB1BRCGw3R3U9IvIcBk5E5L/2Lwf2/QxYwoDUO2BWffsCcXGyIC6werXRrSHyT4vzTJymp7OEAql3aduZMwFbjdEtIiIPYuBERP4rs3ZuU89LgejuMCvJ4NHnOTFdj6iV85uSTRw4iT5XAxGdgOIcYOenRreGiDyIgRMR+aejW4D8z46VIDc5PV2PgRNRy5VWlWLNnjXmH3ESoTFAv1uOpRJLARsiCggMnIjIP0kaDOxAt3OA9ukwO8cRJx5HEbXMyl0rUWWrQmLbRPTs0BOm1/8WwBoFHFwN7P3J6NYQkYcwcCIi/1NWcGzidXrt2ikmN3w4EBmpLYK7ebPRrSHy3zLkIZL7anaRnYE+19QvYENEfo+BExH5Hyn1a6sEOo8H4kyetlMrPBwYPVrbZroeUQCt39QYKUceYgUKvgcOrTO6NUTkAQyciMi/VB09trikn4w26VgggqjlbHYbluQvUdsTkmsnC/qDNr208uRCX6SbiPwaAyci8i/ZrwBVR4B2aUC3/4M/Bk4ZGUa3hMh/bCrchMPlhxETFoMhCUPgV/TCNXkfAsXbjW4NEbUSAyci8h81lUDWM8cOSEL86yts3DjteutWYN8+o1tD5F/rN43pPgahsk6SP4kdBiRMAuw1QNYso1tDRK3kX0cdRBTcdrwPlO0GohKBnn+Bv4mNBQYM0LaXaJlHRORCRn6G/81vcpR+r3ad8zpQXmh0a4ioFRg4EZF/sNuOzRNIuQOwRsAfcZ4TkXsjTn41v8lR/GlA7AigpgzYMsfo1hBRKzBwIiL/sGsBcDQTCGsH9Lse/orznIiab0/RHmw/vB2WEAvGdh8LvyTl0/VCNlueB6pLjG4REbmJgRMR+YfM2rVQ+t2oBU9+akLtSfPVq4GyMqNbQ+QfZcgHdRmEdhH++3uP7hcAbfoAlQeBnDeMbg0RuYmBExGZX+Fi7WIJB1Juhz/r1QtISACqqoBVq4xuDZG5ZeRl+Heans5iBdLu1razngZsVUa3iIjcwMCJiMxPn9vU6wogqiv8mWTtMF2PKIAXvm1Mr6lAZBegZAeQ95HRrSEiNzBwIiJzO5IJ7PpSQo5jZ2z9nJ6uxwIRRI0rqSzB2j1r1fYJyQEQOIVGAf1vO3YyyG43ukVE1EIMnIjI3DJnaNfdzwfapSAQ6CNOUpLcZjO6NUTmtHzXctTYa5DULgnJ7ZMREGSOZmgMcHg9sOd7o1tDRC3EwImIzKt0F5D7rratV6UKAEOHAtHRwKFDQGam0a0hMncZ8oAYbdJFxAJ9rqtf8IaI/AYDJyIyr83PapOou5wEdB6DQBEWBowerW0zXY8oCOY3OUq9EwgJBfb+BBxYaXRriKgFGDgRkTlVHga2ztW20+5FoOE8J6LG1dhqsCR/SWAGTjFJQM+/1C98Q0R+gYETEZlT9stAdRHQfiCQeBYCjT7PiYET0fF+3/c7iiqL0Da8LQbFD0LASbtHu87/BCjKNro1RNRMDJyIyHxqyoGs2ccOMKSGd4AZN057Wzk5QEGB0a0hMmea3tjuYxFqCUXA6SAnhM4GYAcyZxrdGiJqJgZORGQ+298FyguAaElpmYJA1L49MKj2RDpHnYiCZH6To/TaFORtbwFle41uDRE1AwMnIjIXW82xEuQyidoShkDFdD0i5zLytNWhJyTXTgYMRHEnAp3GArYKYMtzRreGiJqBgRMRmYssdlu0BQjvCPSZhkCmB04Z2jEiEQHYeXQn8o7kwRpixZjugVNN8ziSq6uPOm15EagqMrpFROQCAyciMg+7HdhUu7ZJv5uAsDYIhsBp7VqgtNTo1hCZa/2mIQlD0CY8sL8D0P08oG1/oOowkP2q0a0hIhcYOBGReRT+ChxYDlgigJTbEOh69AC6dQOqq4EVK4xuDZG50vQCen6TLsRyrMLe5meAmkqjW0RETWDgRETmoY829b4KiOyCQCeZOkzXI3JeGCKg5zc56nU5EJkAlO4EdnxgdGuIqAkMnIjIHA5vAHZ/XXsG9i4ECxaIIDqmqKII6/euD54RJ2GNAFLv0LalMI7dZnSLiKgRDJyIyBz0tUySLgTa9kWwmFB7Un3pUsDG4yUKcst2LoPNbkOP9j3QrV03BI2+NwChbYEjG7UTSERkSgyciMh4JXlA7vvadlptlakgMXgwEBMDHDkCbNxodGuIjBV0aXq68PZAvxvqpywTkekwcCIi42XNBuzVQPxpQKeRCCahocDYsdo25zlRsAuKhW8bk3IHYAkHCjOAwiVGt4aInGDgRETGqjgI5LwSlKNNDdP1OM+Jglm1rVql6okTkoMwcIpO1ApFiMynjG4NETnBwImIjLX1JaC6BOgwBOg6CcGIBSKIgN/2/obiymK0j2iPAXEDEJRS75Z6m8DOL4AjWUa3hogaYOBERMapLgM2P6ttp9+r1ecOQpKqZ7EAubnArl1Gt4bI2IVvxyWNg9ViRVBqn6otiqtX2CMiU2HgRETG2f42UFEIxPQAki9GsGrbVisSITjqRMEqqOc3OdJTlnPfAUp3G90aInLAwImIjGGrOVaCPPUuwBKKYMZ5ThTM7HY7MvK06ihBHzjFjQPiTgRsVcDm2Ua3hogcMHAiImPs/BQozgEiOgF9rkaw4zwnCmZ5R/Kwq2gXQi2hGN1ttNHNMZ6kLoutc4HKI0a3hohqMXAiIt+z24+tVdLvFiA0BsFOD5zWrQOKi41uDZExaXrDEoYhJpzfB0g8C2g/AKguArLnGt0aIqrFwImIfG/vT8DB1YA1Cuh/i9GtMYWkJCA5GaipAZYvN7o1RMYUhgj6ND1diAVIu+fYOnc1FUa3iIgYOBGRIfQ1SvpcA0R2Nro1psF0PQpWGfna/KYJybWT/QjoMQWI7g6UFwDb3zG6NUTEwImIfO7QOmDPd0CIFUidbnRrTBk4ZWjHkERB4Uj5EWzYuyF4F75tjDUcSLnzWGlyu83oFhEFPQZORORbm2rXJpHy4216Gd0aU1bWW7ZMS9kjCgbLdi6DHXb07tgbCW0SjG6OufSdBoR1AIq2aIviEpGhGDgRke8U5wJ587VtPX+f6gwcCLRrBxQVARu0E/BEAU8vQ840PSfC2gL9b9K2paCOFNYhIsMwcCIi38maBdhrgIRJQOwwo1tjOlYrMHasts10PQoWXPjWhf63AZYI4MByoPBXo1tDFNQYOBGRb5TvB3Jeq79GCR2HBSIomFTVVGH5Lq2MJAOnRkTFA72v1LY31RbWISJDMHAiIt/YOgeoKQNiRwDxpxndGtPPc2LgRMFgXcE6lFaVokNkB6TFpRndHPNKu1tqlAO7FwCHfze6NURBi4ETEXlfdQmw5XltO+1eICTE6BaZ1pgxWspefj6Ql2d0a4h8l6ZnkbWLyLm2fYGkC49V2CMiQ/Bbioi8L+dNoOIA0Kb3sT/+5FRMDDB0qLbNUScKdJzf1AJ6inPu+0AJz6oQGYGBExF5l60ayHr6WLqJxWp0i0yP6XoUDOx2Oxbn1QZOXL/JtU6jgPhTAbt8p842ujVEQYmBExF5V95HQEkuEBEH9Kqd4ExNYoEICgbbD2/HnuI9CLOEYVTiKKOb4x/S7tOuc14BKg4a3RqioMPAiYi8R9YcyaytApVyGxAaZXSL/Cpw+u034OhRo1tD5B36aNOIxBGICuN3Q7N0nQR0GKLNG936ktGtIQo6DJyIyHsKFgKH1gGhMUC/2kUcyaXERKBXL8BmA5YtM7o1RN7B+U1ukMI6+lynzc8C1WVGt4goqDBwIiLv0dcc6TMNiIg1ujV+hel6FOgy8rRVnhk4tVDyxUBMD6CiENj+ltGtIQoqDJyIyDsOrgb2/gCEhAKpdxrdGr8NnDK0Y0uigHKo7BA2Fm5U2ywM0UIW+U69S9vOnAnYaoxuEVHQYOBERN4dbeoxBYhJNro1fhs4LV8OVFcb3Roiz1q2S8tB7RfbD11iuhjdHP/T52ogohNQvA3I/8To1hAFDQZOROR5RTlA/sfadvo9RrfGLw0YALRvD5SUAOvXG90aIs9avJNlyFtFzRu9RduWAjxSiIeIvI6BExF5nqzbZLcBiWcBHQYZ3Rq/ZLEA48dr25znRIFmaf5SdT0hqXbRMmq5/rcA1qjatOgfjW4NUVBg4EREnlW+D9j2pradVlv9idzCeU4UiKpsVVi5Z6Xa5ohTK0R2BvpcUz81moi8ioETEXnW5ueBmnKg0xigy0lGt8avTZhwbMSJmTgUKLaXbUd5dTk6RXVCSqcUo5vj36RIRIgVKPgeOLjW6NYQBTwGTkTkOdXFwNY52rasNSJrjpDbRo0CQkOB3buBHTuMbg2RZ2wq2VQ32hTC74jWadNTK08uMmcY3RqigMfAiYg8xrLtDaDyENC2H9DtPKOb4/eio4Hhw7XtxYt5gEmBIaskS11z/SYP0RfEzZsPFG83ujVEAY2BExF5RIi9GpYtz2o/pN0DWKxGNymg5jktXcrAifyf3W5HZkmm2mbg5CEdhwIJk7SCPFmzjG4NUUBj4EREHtGt+leElOUDkfFAr8uNbk7AzXNasoRf1+T/sg9l40j1EYRbwzEicYTRzQkc6fdp1zmvAxWFRreGKGDxLzERtZ7djn5Vn2nbKXcA1kijWxRwI04bNwLFxaFGN4eoVZbu1MqQj+w6EpGh/J7wmPhTgdgRQE0ZLNkvGd0aooBlisBpzpw56NmzJyIjIzFmzBisWLGiyft/9NFHSE1NVfcfNGgQvv76a5+1lYiOF1LwLdrZ82APbQv0u8Ho5gSU+HigTx+JTUOweXOs0c0hapUlO5eo63HdxxndlMAiRTZqR50s2S/Cai83ukVEAcnwwGn+/PmYPn06Hn74YaxZswZDhgzB5MmTsW/fPqf3X7JkCaZMmYJrrrkGa9euxfnnn68uv//+u8/bTkQay+an1bWt9zQgvIPRzQnYdL2sLAZO5N8W52urOY/vXru6M3lO9wuANn0QUnkQydX/M7o1RAEpxC4zNQ0kI0yjRo3CCy+8oH622WxISkrCrbfeivvvv/+4+19yySUoKSnBV199VXfb2LFjMXToUMydO/e4+1dUVKiL7ujRo+r59+/fj3bt2sFIj306EXO2/oKj79rR7jLPTvz29odq9+KzeXuP9ObT+1e/e+G5rTFAiPPzMXYvtt6bX2PebHdz215dDVRVufHkIX68R/pz2739TRDix2232NRV7Gv7YK3o7N3XCkJTx8/FjItvQkVVOI6Wtze6OUQuVU9ai87duxx3e1VVFRYuXIiJEyciLCzMq22Q2KBz5844cuSIy9jA0IT5yspKrF69Gg888EDdbRaLBWeccQaWLtXyoBuS22WEypGMUH3++edO7//444/jkUceOe72SZMmwWo1turX3rJN2F9pB3YB+9/h6pYUCEqMbgARmV1JHA7uusboVgSkWV/WYG12FKIjygCwSASZ3+6558IS1vjx+GOPPeb1NtTU1DT7voYGTjLqI42NlyR+B/JzVpa2zkNDBQUFTu8vtzsjQZljoKWPOH3//feGjzgVHPgN+w5m45rL/47X3/kXrNZGPo5mDUbVv5PzRQWb8UTNWIwwpFkNavlrOX/e1r+WraYGq1evwYgRI2Bt4pfT9Wsd///HtblZizl6qI/deC239wsX96musWHxykxMOGECQsM8+7XSvP3Njef10sKb3mpvYWE1vv9uHYaPGO7xkz7+1sfeanN1dbVKGZfvitDGvo/d5N2FXv1nX66uqcaW1dswfvx4hMrqzuRxtsrDyFz1JYYOGWL4CeJAJceu69avZx97QI9BKQiLCDPFiFNzBPy3VkREhLo0JB+Ctz8IV5ISRiCh02CEW5/G4H4XGN6eQCW/fLmZNUjvNYl97MU+3vbbYaR0SWEfe0nPDlUo3LoFZ47rzT724n5cc2gTJo3twT72Yh9XHvgNQ4eGso+9pKqqA3YWdEbKmCHsYy/uxzkHdrGPfcAXx+steX5Di0NIdCeR+t69e+vdLj8nJCQ4fYzc3pL7ExERERERtZahgVN4eLhKifjhhx/qbpPiEPLzuHHOS5XK7Y73FzKU19j9iYiIiIiIWsvwVD2ZfzR16lSMHDkSo0ePxuzZs1XVvKuuukr9/xVXXIFu3bqpIg/i9ttvx8knn4ynn34aZ599NubNm4dVq1bhlVdeMfidEBERERFRoDI8cJLy4oWFhXjooYdUgQcpK/7tt9/WFYDIy8tTlfZ0MqH0/fffx9///nf89a9/Rb9+/VRFvYEDBxr4LoiIiIiIKJAZHjiJW265RV2cWbRo0XG3XXTRRepCREREREQU8HOciIiIiIiI/AEDJyIiIiIiIhcYOBEREREREbnAwImIiIiIiMgFBk5EREREREQuMHAiIiIiIiJygYETERERERGRCwyciIiIiIiIXGDgRERERERE5AIDJyIiIiIiIhcYOBEREREREbnAwImIiIiIiMgFBk5EREREREQuMHAiIiIiIiJygYETERERERGRCwyciIiIiIiIXGDgRERERERE5AIDJyIiIiIiIhcYOBEREREREbnAwImIiIiIiMgFBk5EREREREQuMHAiIiIiIiJygYETERERERGRCwyciIiIiIiIXGDgRERERERE5AIDJyIiIiIiIhcYOBEREREREbnAwImIiIiIiMgFBk5EREREREQuMHAiIiIiIiJyIRRBxm63q+ujR4/CDKqqqlBTU6PaExYWZnRzApL0cWlpKfvYi9jH3sc+9j72sfexj72Pfex97OPA6mM9JtBjhKYEXeBUVFSkrpOSkmAmnTt3NroJRERERERBqaioCO3bt2/yPiH25oRXAcRms2H37t1o27YtQkJCjG6OinIliMvPz0e7du2Mbk5AYh97H/vY+9jH3sc+9j72sfexj72PfRxYfSyhkARNiYmJsFiansUUdCNO0iHdu3eH2chOwV8+72Ifex/72PvYx97HPvY+9rH3sY+9j30cOH3saqRJx+IQRERERERELjBwIiIiIiIicoGBk8EiIiLw8MMPq2vyDvax97GPvY997H3sY+9jH3sf+9j72MfB28dBVxyCiIiIiIiopTjiRERERERE5AIDJyIiIiIiIhcYOBEREREREbnAwImIiIiIiMgFBk5eNmfOHPTs2RORkZEYM2YMVqxY0eT9P/roI6Smpqr7Dxo0CF9//bXP2hos/fzWW28hJCSk3kUeR8798ssvOOecc9SK2tJXn3/+ucvHLFq0CMOHD1fVcPr27av6nDzXx9K/DfdhuRQUFPiszf7m8ccfx6hRo9C2bVt06dIF559/PjZv3uzycfxO9m4f8/u4ZV566SUMHjy4blHQcePG4ZtvvmnyMdyHvdvH3Idb74knnlD9dscdd5h+X2bg5EXz58/H9OnTVTnFNWvWYMiQIZg8eTL27dvn9P5LlizBlClTcM0112Dt2rXqj45cfv/9d5+3PZD7WciX4Z49e+ouO3bs8Gmb/UlJSYnqUwlOm2P79u04++yzceqpp2LdunXqi/Daa6/Fd9995/W2Bksf6+Sg1HE/loNVcu7nn3/GzTffjGXLlmHhwoWoqqrCpEmTVN83ht/J3u9jwe/j5uvevbs6yFy9ejVWrVqF0047Deeddx42btzo9P7ch73fx4L7sPtWrlyJl19+WQWrTTHNvizlyMk7Ro8ebb/55pvrfq6pqbEnJibaH3/8caf3v/jii+1nn312vdvGjBljv/76673e1mDq5zfffNPevn17H7YwcMhXxmeffdbkfe699177gAED6t12ySWX2CdPnuzl1gVPH//000/qfocOHfJZuwLNvn37VB/+/PPPjd6H38ne72N+H7dex44d7a+99prT/+M+7P0+5j7svqKiInu/fv3sCxcutJ988sn222+/vdH7mmVf5oiTl1RWVqqzFWeccUbdbRaLRf28dOlSp4+R2x3vL2TkpLH7k3v9LIqLi9GjRw8kJSW5PJNELcP92HeGDh2Krl27YuLEiVi8eLHRzfErR44cUdexsbGN3of7svf7WPD72D01NTWYN2+eGtGTdDJnuA97v48F92H3yAi1ZKg03EfNvC8zcPKS/fv3q1+4+Pj4erfLz43NQ5DbW3J/cq+fU1JS8MYbb+CLL77Au+++C5vNhvHjx2Pnzp0+anVga2w/Pnr0KMrKygxrVyCRYGnu3Ln45JNP1EX+WJ9yyikqVZVck995SSE94YQTMHDgwEbvx+9k7/cxv49bbsOGDWjTpo2aQ3rDDTfgs88+Q3p6utP7ch/2fh9zH3aPBKTyN0vmRjaHWfblUJ++GpEJyFkjxzNH8gWXlpamcmwfffRRQ9tG1Bzyh1oujvtwTk4OnnnmGbzzzjuGts1fznJKXnxGRobRTUGw9zG/j1tOfvdl/qiM6H388ceYOnWqml/W2IE9ebePuQ+3XH5+Pm6//XY1F9LfCmkwcPKSzp07w2q1Yu/evfVul58TEhKcPkZub8n9yb1+bigsLAzDhg1Ddna2l1oZXBrbj2XybFRUlGHtCnSjR49mINAMt9xyC7766itVyVAmgTeF38ne7+OG+H3sWnh4uKpWKkaMGKEm1z/77LPqQL0h7sPe7+OGuA+7JlMspICXVN/VSfaQfGe88MILqKioUMd2ZtyXmarnxV86+WX74Ycf6m6T4Vv5ubE8Wbnd8f5CovGm8mqDnTv93JD8ssqwvKQ/UetxPzaGnB3lPtw4qbshB/SScvPjjz+iV69eLh/Dfdn7fdwQv49bTv7myYGmM9yHvd/HDXEfdu30009XfSR/t/TLyJEjcemll6rthkGTqfZln5aiCDLz5s2zR0RE2N966y37pk2b7Nddd529Q4cO9oKCAvX/l19+uf3++++vu//ixYvtoaGh9pkzZ9ozMzPtDz/8sD0sLMy+YcMGA99F4PXzI488Yv/uu+/sOTk59tWrV9v//Oc/2yMjI+0bN2408F2Yu+rN2rVr1UW+MmbNmqW2d+zYof5f+lb6WLdt2zZ7dHS0/Z577lH78Zw5c+xWq9X+7bffGvguAquPn3nmGfvnn39u37p1q/p+kEpEFovF/r///c/Ad2FuN954o6p8tWjRIvuePXvqLqWlpXX34Xey7/uY38ctI30nVQq3b99u/+2339TPISEh9u+//179P/dh3/cx92HPaFhVz6z7MgMnL3v++eftycnJ9vDwcFU2e9myZfV2kqlTp9a7/4cffmjv37+/ur+UdF6wYIEBrQ7sfr7jjjvq7hsfH28/66yz7GvWrDGo5eanl75ueNH7VK6ljxs+ZujQoaqPe/furcq1kuf6+Mknn7T36dNH/XGOjY21n3LKKfYff/zRwHdgfs76Vy6O+ya/k33fx/w+bpmrr77a3qNHD9VfcXFx9tNPP73ugF5wH/Z9H3Mf9k7gZNZ9OUT+8e0YFxERERERkX/hHCciIiIiIiIXGDgRERERERG5wMCJiIiIiIjIBQZORERERERELjBwIiIiIiIicoGBExERERERkQsMnIiIiIiIiFxg4ERERD5XVVVldBOIiMhP/PLLLzjnnHOQmJiIkJAQfP755y1+ju+++w5jx45F27ZtERcXhwsvvBC5ubkteg4GTkRE5HXr1q3D1KlT0b9/f3Ts2BHt2rXDkSNHjG4WERH5gZKSEgwZMgRz5sxx6/Hbt2/Heeedh9NOO039PZIgav/+/bjgggta9DwMnIiIyC35+fm4+uqr1RnA8PBw9OjRA7fffjsOHDhQ736LFi3ChAkTkJCQgHnz5mHlypXIzs5G+/btDWs7ERH5jzPPPBP/+tf/t3fnITb1cRzHvw8j6x+iSJYI2fcthFFE+IOylYis2ZIlQtZH9rJlTXZCkSzJVsqeJTuJMtkVkiyFeXp/63c7c83MvdfQ45nn86rTzNxz7r3nnKlz7uf3+/5+92/r0aNHtuu/fPliEydOtPLly1vx4sWtRYsWfu8Jrly5Yt++ffPXqFq1qjVu3Ni3J0SlUgGh4CQiIil79OiRNW3a1B48eGC7du3yILR27Vo7efKktWzZ0t68eePbZWZm2tChQ23ZsmW2cOFCv1lVq1bNb24iIiK/wujRo+38+fPeOHfjxg3r1auXde7c2e9RaNKkiRUoUMA2bdrkAYqKh23btlmHDh2sUKFCSb+PgpOIiKRs1KhR3st07Ngxa9eunVWqVMlbBE+cOGFPnz61adOm+Xb37t2zx48fe7CiR6pIkSJeY37mzBlfT6kE9eph6d69e67vy/PatGljRYsWtYoVK9rYsWO9hCOoXLmyv87Vq1djj9GaWLZsWX88p3r28Lzsls2bN/s2GRkZXupRokQJLzXs3bu3vXz5MvYas2bNsoYNG9q6det834oVK+bbREsSBw4c+MPrE0CD06dPW/Pmza1w4cJWrlw5mzJlin39+jW2Pj09PfY8zgHvd/To0ZT+dyIi+UlGRoYHor179/r9gR4lepOodOBxVKlSxe9XU6dO9etryZIl7cmTJ7Znz56U3kvBSUREUkJvEvXhI0eO9A/vUZTj9evXz3bv3u29Ta9fv/bgQsvemjVr7Nq1a/5hn5bA58+fW+nSpf0nCyEjNw8fPvTnMaCXFkXegyBFS2MUvVnr16+P/b1///6ELYqUD4b9qFChgveQhb/79Olj379/99DEsRNujh8/7r1urIsiIHIjPnjwoAcajpfzFBWOPSycSxA4u3TpYs2aNbPr16/7+dq4caOXlkTRg8fzbt26ZXXr1vWxYyIi/1c3b970XiTG0NKwFRau1dw38OLFC792cr3kes86Gv969uzp96pkpf3G4xARkXyI0gduNLVq1cp2PY+/ffvWQxOBA4sXL/ZQgNWrV9upU6d8kC+hgLAFQhh16jmZP3++h7Jx48b539WrV7cVK1Z4jxchg94s9O/f3zZs2GBLly71WndCFGOx5s6dm+NrM8NSULBgQR9/FfYLBCVuzgwwpjcJW7dutTp16vhNmLCDz58/++OhFHHlypXWtWtX35fwerR2Rl874Lzw2qtWrfIepZo1a9qzZ89s8uTJNmPGDC8zAT1ZPJ+eqDJlymismIj8r3348MGv24xj4mcUAQrcb7hWLlq0KLZu+/btfs29ePGiV0IkQz1OIiLyU1JppWvdunXsdwJAq1at7M6dOz9sd+jQIb/RUUZRr169LDMo0QtD2Vy0RbFTp04ezgg0AWV5lLRR605rI+/DNLZ5cffuXb/BhtCE2rVr+36yLqBkMTp+i/Fe7N/9+/eTeg+2JzRFzxsfCigpiQYsjp2gSU/eli1b8nRsIiL/ZY0aNfIep1evXvkY2ugSGqk+fvwYa3wKQsgKDXzJUHASEZGUcDPiw300METxOFOO04vDz5xEA0LQvn17n+XowoULPo6KMUxMOAECxPDhw319WAhT9IBR0x41bNgw73Wit4nSjFQG//7p6HXj2CkDZMwUg6Dfv3//b++WiMhvw/U/XPdBYxm/M76JEj2uiwMGDLB9+/b5ukuXLnmVwuHDh317ev6pDpgzZ47fMxgHO2jQIB97S/BKloKTiIikhHFJHTt29J6PT58+ZVlHHfmOHTt87A/BiECTlpZmZ8+ejW1D6965c+e8xyYepXUEM8rURowY4QN6CQhgRj56j+JbFFmoVY9i/ygVZKa/IUOG5PmYKT9k+nWWgH159+5dluPgJk55XUAApJWzRo0aSb0Hs0JFe/I4b3xZI+OuAspNOGbGN82cOdPHRvEhQUQkv7p8+bIHnBByxo8f779TxgwmgSA4TZgwwa+3TDREUKIKAHx/086dO/2Lc3keY00pm2YsavxY3dxojJOIiKSMcTiU21EqxzglAs7t27dt0qRJXqo2b948346SMgbk8jhlbWy3fPlyDxfxkyaAMU6EL8bv8E3xzIJHyR4Y60MdOpNBEIYIWYQXxh+xP1GENkITzye8hVbKn8WUtewHrZpMHMH+sf+Mr4rOisc4K3q4lixZ4r1A9Jgx6UV2Y5ri8Xq89pgxY/wYKe8jGPEBIVpiQskJ54hzRZkewZQgJSKSX6Wnp+daHk5VwezZs33JSd++fX3JCwUnERFJGRMz0ALIB3uCAbPNEQ5o5eOxUqVKxbYlRBBkCBSECXqOmEmO6bbj0frH44QBWgoXLFjg4Qz169f3mZCY6pwpZ7mJEoriZ7aL9jr9Kuz/gQMHPNS0bdvWgwwtlkz+EEWA4ZvomQiDc9KtWzfvmUsGgfPIkSMeMhs0aODncPDgwTZ9+vQs21GCyEIvG/8HeviYTl1ERH6vvzJTGd0rIiIi2eJ7nCgDyWvvloiI/Jk0xklERERERCQBBScREREREZEEVKonIiIiIiKSgHqcREREREREElBwEhERERERSUDBSUREREREJAEFJxERERERkQQUnERERERERBJQcBIREREREUlAwUlERERERCQBBScRERERERHL3T/ABgFLtE6xTwAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"\n",
|
||
"# Минимальные и максимальные значения из данных\n",
|
||
"volume_max = 395500800\n",
|
||
"\n",
|
||
"# Определяем диапазон значений для объема торгов\n",
|
||
"volume_range = np.arange(0, volume_max, 10000) \n",
|
||
"\n",
|
||
"# Определение функций принадлежности для термов\n",
|
||
"# Определение функций принадлежности для термов\n",
|
||
"low = fuzz.trapmf(volume_range, [0, 0, 100000000, 150000000]) \n",
|
||
"medium = fuzz.trimf(volume_range, [100000000, 200000000, 300000000]) \n",
|
||
"high = fuzz.trapmf(volume_range, [250000000, 300000000, volume_max, volume_max]) \n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.plot(volume_range, low, label='Низкий (Low)', color='blue')\n",
|
||
"plt.plot(volume_range, medium, label='Средний (Medium)', color='orange')\n",
|
||
"plt.plot(volume_range, high, label='Высокий (High)', color='green')\n",
|
||
"plt.title('Функции принадлежности для объема торгов')\n",
|
||
"plt.xlabel('Объем торгов')\n",
|
||
"plt.ylabel('Принадлежность')\n",
|
||
"plt.ylim(-0.1, 1.1)\n",
|
||
"plt.axhline(0, color='black', lw=0.5)\n",
|
||
"plt.axvline(0, color='black', lw=0.5)\n",
|
||
"plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"# Отображаем график\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Формирование базы нечетких правил"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Нечеткие правила:\n",
|
||
"Если Цена открытия Низкая И Объем Низкий, Тогда Цена закрытия Низкая.\n",
|
||
"Если Цена открытия Низкая И Объем Средний, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Низкая И Объем Высокий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Средняя И Объем Низкий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Средняя И Объем Средний, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Средняя И Объем Высокий, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Высокая И Объем Низкий, Тогда Цена закрытия Средняя.\n",
|
||
"Если Цена открытия Высокая И Объем Средний, Тогда Цена закрытия Высокая.\n",
|
||
"Если Цена открытия Высокая И Объем Высокий, Тогда Цена закрытия Высокая.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x1200 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Минимальные и максимальные значения из данных\n",
|
||
"open_min = 0.005208\n",
|
||
"open_max = 81.040001\n",
|
||
"volume_min = 0\n",
|
||
"close_min = 0.005208\n",
|
||
"close_max = 81.400002\n",
|
||
"\n",
|
||
"# Определение диапазонов для переменных\n",
|
||
"x_open = np.linspace(open_min, open_max, 100) # Диапазон для цены открытия\n",
|
||
"x_volume = np.linspace(volume_min, volume_max, 100) # Диапазон для объема торгов\n",
|
||
"x_close = np.linspace(close_min, close_max, 100) # Диапазон для цены закрытия\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены открытия\n",
|
||
"low_open = fuzz.trapmf(x_open, [open_min, open_min, 20, 40]) # Низкая цена открытия\n",
|
||
"medium_open = fuzz.trimf(x_open, [30, 50, 70]) # Средняя цена открытия\n",
|
||
"high_open = fuzz.trapmf(x_open, [60, 70, open_max, open_max]) # Высокая цена открытия\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для объема торгов\n",
|
||
"low_volume = fuzz.trapmf(x_volume, [volume_min, volume_min, 100000000, 150000000]) # Низкий объем\n",
|
||
"medium_volume = fuzz.trimf(x_volume, [100000000, 200000000, 300000000]) # Средний объем\n",
|
||
"high_volume = fuzz.trapmf(x_volume, [250000000, 300000000, volume_max, volume_max]) # Высокий объем\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены закрытия\n",
|
||
"low_close = fuzz.trapmf(x_close, [close_min, close_min, 20, 40]) # Низкая цена закрытия\n",
|
||
"medium_close = fuzz.trimf(x_close, [30, 50, 70]) # Средняя цена закрытия\n",
|
||
"high_close = fuzz.trapmf(x_close, [60, 70, close_max, close_max]) # Высокая цена закрытия\n",
|
||
"\n",
|
||
"# Определение нечетких правил\n",
|
||
"fuzzy_rules = [\n",
|
||
" (\"Низкая\", \"Низкий\", \"Низкая\"),\n",
|
||
" (\"Низкая\", \"Средний\", \"Средняя\"),\n",
|
||
" (\"Низкая\", \"Высокий\", \"Средняя\"),\n",
|
||
" (\"Средняя\", \"Низкий\", \"Средняя\"),\n",
|
||
" (\"Средняя\", \"Средний\", \"Высокая\"),\n",
|
||
" (\"Средняя\", \"Высокий\", \"Высокая\"),\n",
|
||
" (\"Высокая\", \"Низкий\", \"Средняя\"),\n",
|
||
" (\"Высокая\", \"Средний\", \"Высокая\"),\n",
|
||
" (\"Высокая\", \"Высокий\", \"Высокая\"),\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Вывод правил\n",
|
||
"print(\"Нечеткие правила:\")\n",
|
||
"for rule in fuzzy_rules:\n",
|
||
" print(f\"Если Цена открытия {rule[0]} И Объем {rule[1]}, Тогда Цена закрытия {rule[2]}.\")\n",
|
||
"\n",
|
||
"# Визуализация функций принадлежности\n",
|
||
"fig, axs = plt.subplots(3, 1, figsize=(10, 12))\n",
|
||
"\n",
|
||
"# Цена открытия\n",
|
||
"axs[0].plot(x_open, low_open, label='Низкая (Low)', color='blue')\n",
|
||
"axs[0].plot(x_open, medium_open, label='Средняя (Medium)', color='green')\n",
|
||
"axs[0].plot(x_open, high_open, label='Высокая (High)', color='red')\n",
|
||
"axs[0].set_title('Функции принадлежности для цены открытия')\n",
|
||
"axs[0].set_xlabel('Цена открытия')\n",
|
||
"axs[0].set_ylabel('Степень принадлежности')\n",
|
||
"axs[0].legend()\n",
|
||
"axs[0].grid()\n",
|
||
"\n",
|
||
"# Объем торгов\n",
|
||
"axs[1].plot(x_volume, low_volume, label='Низкий (Low)', color='blue')\n",
|
||
"axs[1].plot(x_volume, medium_volume, label='Средний (Medium)', color='orange')\n",
|
||
"axs[1].plot(x_volume, high_volume, label='Высокий (High)', color='green')\n",
|
||
"axs[1].set_title('Функции принадлежности для объема торгов')\n",
|
||
"axs[1].set_xlabel('Объем торгов')\n",
|
||
"axs[1].set_ylabel('Степень принадлежности')\n",
|
||
"axs[1].legend()\n",
|
||
"axs[1].grid()\n",
|
||
"\n",
|
||
"# Цена закрытия\n",
|
||
"axs[2].plot(x_close, low_close, label='Низкая', color='blue')\n",
|
||
"axs[2].plot(x_close, medium_close, label='Средняя', color='green')\n",
|
||
"axs[2].plot(x_close, high_close, label='Высокая', color='red')\n",
|
||
"axs[2].set_title('Функции принадлежности для цены закрытия')\n",
|
||
"axs[2].set_xlabel('Цена закрытия')\n",
|
||
"axs[2].set_ylabel('Степень принадлежности')\n",
|
||
"axs[2].legend()\n",
|
||
"axs[2].grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Визуализация нечетких правил (пример)\n",
|
||
"fig, ax = plt.subplots(figsize=(10, 6))\n",
|
||
"x_rule = np.linspace(open_min, open_max, 100)\n",
|
||
"\n",
|
||
"# Пример нечеткого вывода для визуализации (примерные значения)\n",
|
||
"for rule in fuzzy_rules:\n",
|
||
" # Определение степени уверенности для каждого правила\n",
|
||
" if rule[0] == \"Низкая\" and rule[1] == \"Низкий\":\n",
|
||
" ax.fill_between(x_open, low_open, low_close, color='lightblue', alpha=0.5, label='Низкий #1')\n",
|
||
" elif rule[0] == \"Низкая\" and rule[1] == \"Средний\":\n",
|
||
" ax.fill_between(x_open, medium_open, medium_close, color='lightgreen', alpha=0.5, label='Средний #2')\n",
|
||
" elif rule[0] == \"Низкая\" and rule[1] == \"Высокий\":\n",
|
||
" ax.fill_between(x_open, low_open, medium_close, color='lightcoral', alpha=0.5, label='Высокий #3')\n",
|
||
" elif rule[0] == \"Средняя\" and rule[1] == \"Низкий\":\n",
|
||
" ax.fill_between(x_open, medium_open, medium_close, color='orange', alpha=0.5, label='Низкий #4')\n",
|
||
" elif rule[0] == \"Высокая\" and rule[1] == \"Высокий\":\n",
|
||
" ax.fill_between(x_open, high_open, high_close, color='salmon', alpha=0.5, label='Высокий #5')\n",
|
||
"\n",
|
||
"ax.set_title('Визуализация нечетких правил')\n",
|
||
"ax.set_xlabel('Цена открытия')\n",
|
||
"ax.set_ylabel('Цена закрытия')\n",
|
||
"ax.legend()\n",
|
||
"ax.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Оценка качества полученной нечеткой системы, используя метрики регрессии"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Цена открытия | Объем торгов | Фактическая цена закрытия | Полученная цена закрытия \n",
|
||
"============================================================================================\n",
|
||
"20 | 100000000 | 30 | 15.40 \n",
|
||
"50 | 200000000 | 60 | 49.70 \n",
|
||
"70 | 300000000 | 80 | 71.45 \n",
|
||
"40 | 150000000 | 50 | 25.00 \n",
|
||
"\n",
|
||
"Средняя абсолютная ошибка (MAE): 14.61\n",
|
||
"Среднеквадратичная ошибка (RMSE): 15.95\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import skfuzzy as fuzz\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Определение диапазонов для переменных\n",
|
||
"x_open = np.linspace(open_min, open_max, 100) # Диапазон для цены открытия\n",
|
||
"x_volume = np.linspace(volume_min, volume_max, 100) # Диапазон для объема торгов\n",
|
||
"x_close = np.linspace(close_min, close_max, 100) # Диапазон для цены закрытия\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены открытия\n",
|
||
"low_open = fuzz.trapmf(x_open, [open_min, open_min, 20, 40]) # Низкая цена открытия\n",
|
||
"medium_open = fuzz.trimf(x_open, [30, 50, 70]) # Средняя цена открытия\n",
|
||
"high_open = fuzz.trapmf(x_open, [60, 70, open_max, open_max]) # Высокая цена открытия\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для объема торгов\n",
|
||
"low_volume = fuzz.trapmf(x_volume, [volume_min, volume_min, 100000000, 150000000]) # Низкий объем\n",
|
||
"medium_volume = fuzz.trimf(x_volume, [100000000, 200000000, 300000000]) # Средний объем\n",
|
||
"high_volume = fuzz.trapmf(x_volume, [250000000, 300000000, volume_max, volume_max]) # Высокий объем\n",
|
||
"\n",
|
||
"# Определение функций принадлежности для цены закрытия\n",
|
||
"low_close = fuzz.trapmf(x_close, [close_min, close_min, 20, 40]) # Низкая цена закрытия\n",
|
||
"medium_close = fuzz.trimf(x_close, [30, 50, 70]) # Средняя цена закрытия\n",
|
||
"high_close = fuzz.trapmf(x_close, [60, 70, close_max, close_max]) # Высокая цена закрытия\n",
|
||
"\n",
|
||
"# Создаем тестовые данные (цена открытия, объем, эталонная цена закрытия)\n",
|
||
"test_data = [\n",
|
||
" (20, 100000000, 30), # Низкая цена открытия, низкий объем и цена закрытия\n",
|
||
" (50, 200000000, 60), # Средняя цена открытия, средний объем и цена закрытия\n",
|
||
" (70, 300000000, 80), # Высокая цена открытия, высокий объем и цена закрытия\n",
|
||
" (40, 150000000, 50) # Средняя цена открытия, средний объем и цена закрытия\n",
|
||
"]\n",
|
||
"\n",
|
||
"# Функция для вычисления нечеткой оценки\n",
|
||
"def fuzzy_inference(open_price, volume):\n",
|
||
" open_low = fuzz.interp_membership(x_open, low_open, open_price)\n",
|
||
" open_medium = fuzz.interp_membership(x_open, medium_open, open_price)\n",
|
||
" open_high = fuzz.interp_membership(x_open, high_open, open_price)\n",
|
||
"\n",
|
||
" volume_low = fuzz.interp_membership(x_volume, low_volume, volume)\n",
|
||
" volume_medium = fuzz.interp_membership(x_volume, medium_volume, volume)\n",
|
||
" volume_high = fuzz.interp_membership(x_volume, high_volume, volume)\n",
|
||
"\n",
|
||
" close_low = np.fmin(open_low, volume_low)\n",
|
||
" close_medium = np.fmin(open_medium, volume_medium)\n",
|
||
" close_high = np.fmin(open_high, volume_high)\n",
|
||
"\n",
|
||
" close0 = fuzz.defuzz(x_close, low_close, 'centroid') * close_low if close_low > 0 else 0\n",
|
||
" close1 = fuzz.defuzz(x_close, medium_close, 'centroid') * close_medium if close_medium > 0 else 0\n",
|
||
" close2 = fuzz.defuzz(x_close, high_close, 'centroid') * close_high if close_high > 0 else 0\n",
|
||
"\n",
|
||
" return max(close0, close1, close2)\n",
|
||
"\n",
|
||
"# Список для хранения результатов\n",
|
||
"results = []\n",
|
||
"\n",
|
||
"# Оценка системы на тестовом наборе данных\n",
|
||
"for open_price, volume, actual_close in test_data:\n",
|
||
" inferred_close = fuzzy_inference(open_price, volume)\n",
|
||
" results.append((open_price, volume, actual_close, inferred_close))\n",
|
||
"\n",
|
||
"# Вывод результатов\n",
|
||
"print(f\"{'Цена открытия':<18} | {'Объем торгов':<10} | {'Фактическая цена закрытия':<30} | {'Полученная цена закрытия':<30}\")\n",
|
||
"print(\"=\" * 92)\n",
|
||
"\n",
|
||
"for open_price, volume, actual_close, inferred_close in results:\n",
|
||
" print(f\"{open_price:<18} | {volume:<10} | {actual_close:<30} | {inferred_close:<30.2f}\")\n",
|
||
"\n",
|
||
"# Вычисление метрик качества\n",
|
||
"actual_closes = [actual for _, _, actual, _ in results]\n",
|
||
"inferred_closes = [inferred for _, _, _, inferred in results]\n",
|
||
"\n",
|
||
"mae = np.mean(np.abs(np.array(actual_closes) - np.array(inferred_closes)))\n",
|
||
"rmse = np.sqrt(np.mean((np.array(actual_closes) - np.array(inferred_closes)) ** 2))\n",
|
||
"\n",
|
||
"# Вывод метрик\n",
|
||
"print(f\"\\nСредняя абсолютная ошибка (MAE): {mae:.2f}\")\n",
|
||
"print(f\"Среднеквадратичная ошибка (RMSE): {rmse:.2f}\")"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.13.2"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|