692 lines
592 KiB
Plaintext
692 lines
592 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "b106b4d2-5f13-4575-83e7-e5bed494e6a9",
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"metadata": {},
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"source": [
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"что-то"
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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": 2,
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"id": "0481e795-ea7c-44fa-beba-38f7719a72ad",
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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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"Hello,Kiti\n"
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]
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}
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],
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"source": [
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"print(\"Hello,Kiti\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3bc0fc92-fdf7-4edc-b4d3-b5011f624a74",
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"metadata": {},
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"source": [
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"Этот код производит фильтрацию студентов по возрастному признаку, по бальному критерию, выводит исходные данные и отфильтрованнные таблица"
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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": 8,
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"id": "b6cb3b4c-f9c5-4624-b862-15699f154a46",
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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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"Исходные данные:\n",
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" Имя Возраст Баллы\n",
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"0 Алена 31 79\n",
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"1 Алексей 38 96\n",
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"2 Иван 20 95\n",
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"3 Марина 19 12\n",
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"\n",
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"Информация о данных:\n",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 4 entries, 0 to 3\n",
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"Data columns (total 3 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 Имя 4 non-null object\n",
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" 1 Возраст 4 non-null int64 \n",
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" 2 Баллы 4 non-null int64 \n",
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"dtypes: int64(2), object(1)\n",
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"memory usage: 228.0+ bytes\n",
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"None\n",
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"\n",
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"Статистика:\n",
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" Возраст Баллы\n",
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"count 4.000000 4.000000\n",
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"mean 27.000000 70.500000\n",
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"std 9.128709 39.770173\n",
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"min 19.000000 12.000000\n",
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"25% 19.750000 62.250000\n",
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"50% 25.500000 87.000000\n",
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"75% 32.750000 95.250000\n",
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"max 38.000000 96.000000\n",
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"\n",
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"Проверка пропущенных значений:\n",
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"Имя 0\n",
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"Возраст 0\n",
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"Баллы 0\n",
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"dtype: int64\n",
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"\n",
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"DataFrame с новым столбцом:\n",
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" Имя Возраст Баллы Новый столбец\n",
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"0 Алена 31 79 86.9\n",
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"1 Алексей 38 96 105.6\n",
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"2 Иван 20 95 104.5\n",
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"3 Марина 19 12 13.2\n",
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"\n",
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"сСреднее значение баллов:\n",
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" Баллы\n",
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"Возраст \n",
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"19 12.0\n",
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"20 95.0\n",
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"31 79.0\n",
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"38 96.0\n",
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"\n",
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"Фильтр: обучающиеся старше 30:\n",
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" Имя Возраст Баллы Новый столбец\n",
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"0 Алена 31 79 86.9\n",
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"1 Алексей 38 96 105.6\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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"# 1. Создание DataFrame\n",
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"data = {\n",
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" \"Имя\": [\"Алена\", \"Алексей\", \"Иван\", \"Марина\"],\n",
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" \"Возраст\": [31, 38, 20, 19],\n",
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" \"Баллы\": [79, 96, 95, 12]\n",
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"}\n",
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"df = pd.DataFrame(data)\n",
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"\n",
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"# 2 Исходные данные \n",
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"print(\"Исходные данные:\")\n",
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"print(df.head()) \n",
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"print(\"\\nИнформация о данных:\")\n",
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"print(df.info()) \n",
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"print(\"\\nСтатистика:\")\n",
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"print(df.describe()) \n",
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"print(\"\\nПроверка пропущенных значений:\")\n",
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"print(df.isnull().sum()) \n",
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"\n",
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"# 3 Создание новой таблицы\n",
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"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
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"print(\"\\nDataFrame с новым столбцом:\")\n",
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"print(df)\n",
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"\n",
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"# Группировка студентов по баллам\n",
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"df_grouped = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n",
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"print(\"\\nсСреднее значение баллов:\")\n",
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"print(df_grouped)\n",
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"\n",
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"# Гркппировка студентов по возрасту\n",
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"df_filtered = df[df[\"Возраст\"] > 30]\n",
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"print(\"\\nФильтр: обучающиеся старше 30:\")\n",
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"print(df_filtered)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "534f0f9d-40cd-4b13-a556-e2d2b4fddae8",
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"metadata": {},
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"source": [
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"Этот код работает с масиивом с помощью numpy"
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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": 12,
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"id": "e0f0a352-6b14-45d7-984f-445d286e59a1",
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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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"Сумма элементов массива: 72\n",
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"Среднее значение: 14.4\n",
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"Медиана: 12.0\n",
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"Стандартное отклонение: 10.131140113531153\n",
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"\n",
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"Двумерный массив:\n",
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"[[1 3]\n",
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" [2 4]]\n",
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"\n",
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"Линейно распределённые значения от 0 до 3 (9):\n",
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"[0. 0.16666667 0.33333333 0.5 0.66666667 0.83333333\n",
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" 1. 1.16666667 1.33333333 1.5 1.66666667 1.83333333\n",
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" 2. 2.16666667 2.33333333 2.5 2.66666667 2.83333333\n",
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" 3. ]\n",
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"\n",
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"Случайные значения из нормального распределения (квадратная, 4x4):\n",
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"[[ 0.39964532 -0.44692648 -0.26559821 -2.13670747]\n",
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" [-0.90642468 0.16380767 -0.31622565 -2.21314228]\n",
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" [ 0.72434479 -0.59221419 -1.11392905 -1.40522099]\n",
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" [-1.17462016 1.19233786 0.86122857 -1.29053482]]\n",
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"\n",
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"Произведение матриц A C B:\n",
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"[[19 22]\n",
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" [43 50]]\n"
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]
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}
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],
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"source": [
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"import numpy as np\n",
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"\n",
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"arr = np.array([9, 12, 34, 12, 5])\n",
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"print(\"Сумма элементов массива:\", np.sum(arr))\n",
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"print(\"Среднее значение:\", np.mean(arr))\n",
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"print(\"Медиана:\", np.median(arr))\n",
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"print(\"Стандартное отклонение:\", np.std(arr))\n",
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"\n",
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"arr_2d = np.array([[1, 3], [2, 4]])\n",
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"print(\"\\nДвумерный массив:\")\n",
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"print(arr_2d)\n",
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"\n",
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"#генерация чисел\n",
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"linspace_arr = np.linspace(0, 3, 19)\n",
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"print(\"\\nЛинейно распределённые значения от 0 до 3 (9):\")\n",
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"print(linspace_arr)\n",
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"\n",
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"random_arr = np.random.randn(4, 4)\n",
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"print(\"\\nСлучайные значения из нормального распределения (квадратная, 4x4):\")\n",
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"print(random_arr)\n",
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"\n",
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"#операции с матрицами\n",
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"A = np.array([[1, 2], [3, 4]])\n",
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"B = np.array([[5, 6], [7, 8]])\n",
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"C = np.array([[2, 2], [5, 4]])\n",
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"#Умножение матриц\n",
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"dot_product = np.dot(A, B, C)\n",
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"\n",
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"print(\"\\nПроизведение матриц A C B:\")\n",
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"print(dot_product)"
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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": 11,
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"id": "b9a11461-35e4-4302-a432-aaf0e0587ae3",
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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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"Сумма элементов массива: 72\n",
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"Среднее значение: 14.4\n",
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"Медиана: 12.0\n",
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"Стандартное отклонение: 10.131140113531153\n",
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"\n",
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"Двумерный массив:\n",
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"[[1 3]\n",
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" [2 4]]\n",
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"\n",
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"Линейно распределённые значения от 0 до 3 (9):\n",
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"[0. 0.16666667 0.33333333 0.5 0.66666667 0.83333333\n",
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" 1. 1.16666667 1.33333333 1.5 1.66666667 1.83333333\n",
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" 2. 2.16666667 2.33333333 2.5 2.66666667 2.83333333\n",
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" 3. ]\n",
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"\n",
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"Случайные значения из нормального распределения (квадратная, 4x4):\n",
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"[[ 0.35118277 0.42170529 -0.67381092 1.04735079]\n",
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" [-1.64219769 1.85623985 -0.90075285 0.28097736]\n",
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" [-2.2278773 0.38568266 0.11607406 1.51273898]\n",
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" [-0.79769353 0.54522885 0.18534296 0.76102554]]\n",
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"\n",
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"Произведение матриц A C B:\n",
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"[[19 22]\n",
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" [43 50]]\n"
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]
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}
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],
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"source": []
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},
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{
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"cell_type": "markdown",
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"id": "53fb9732-89f0-44fa-b712-2d366ab143d2",
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"metadata": {},
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"source": [
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"код использующий визуализацию данных с помощью matplotlib для\n",
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"построение графиков"
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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": 15,
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"id": "64b2c825-515d-4b0a-9cb3-839eeff02fb7",
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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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",
|
||
"text/plain": [
|
||
"<Figure size 1500x1000 with 5 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Создаем фигуру и оси для 5 графиков\n",
|
||
"fig, axes = plt.subplots(2, 3, figsize=(15, 10))\n",
|
||
"\n",
|
||
"# 1. Линейный график sin(x) (красный)\n",
|
||
"x = np.linspace(0, 12, 100)\n",
|
||
"y1 = np.sin(x)\n",
|
||
"axes[0, 0].plot(x, y1, color='red', label='sin(x)')\n",
|
||
"axes[0, 0].set_title(\"График sin(x)\")\n",
|
||
"axes[0, 0].legend()\n",
|
||
"axes[0, 0].grid()\n",
|
||
"\n",
|
||
"# 2. Линейные графики sin(x) и cos(x)\n",
|
||
"y2 = np.cos(x)\n",
|
||
"axes[0, 1].plot(x, y1, color='pink', label='sin(x)')\n",
|
||
"axes[0, 1].plot(x, y2, color='blue', label='cos(x)')\n",
|
||
"axes[0, 1].set_title(\"Графики sin(x) и cos(x)\")\n",
|
||
"axes[0, 1].legend()\n",
|
||
"axes[0, 1].grid()\n",
|
||
"\n",
|
||
"# 3. Столбчатая диаграмма (bar)\n",
|
||
"x_bar = np.arange(1, 11)\n",
|
||
"y_bar = np.random.randint(1, 10, size=10)\n",
|
||
"axes[0, 2].bar(x_bar, y_bar, color='purple', label='bar')\n",
|
||
"axes[0, 2].set_title(\"Столбчатая диаграмма\")\n",
|
||
"axes[0, 2].legend()\n",
|
||
"axes[0, 2].grid(axis='y')\n",
|
||
"\n",
|
||
"# 4. Диаграмма рассеяния (scatter)\n",
|
||
"x_scatter = np.random.rand(50) * 10\n",
|
||
"y_scatter = np.random.rand(50) * 10\n",
|
||
"axes[1, 0].scatter(x_scatter, y_scatter, color='green', label='scatter')\n",
|
||
"axes[1, 0].set_title(\"Диаграмма рассеяния\")\n",
|
||
"axes[1, 0].legend()\n",
|
||
"axes[1, 0].grid()\n",
|
||
"\n",
|
||
"# 5. Гистограмма (hist)\n",
|
||
"data = np.random.randn(1000)\n",
|
||
"axes[1, 1].hist(data, bins=30, color='orange', alpha=0.7, label='histogram')\n",
|
||
"axes[1, 1].set_title(\"Гистограмма\")\n",
|
||
"axes[1, 1].legend()\n",
|
||
"axes[1, 1].grid()\n",
|
||
"\n",
|
||
"# Отключаем пустой subplot (последнюю ячейку)\n",
|
||
"fig.delaxes(axes[1, 2])\n",
|
||
"\n",
|
||
"# Устанавливаем общий заголовок для всей фигуры\n",
|
||
"fig.suptitle(\"Различные типы графиков в Matplotlib\", fontsize=16)\n",
|
||
"\n",
|
||
"# Увеличиваем промежутки между графиками\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8470d86d-b5fb-48a6-8792-5a7b01c4a1ad",
|
||
"metadata": {},
|
||
"source": [
|
||
"Визуализация данных с пмомщью seaborn для работа с графиками данных"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "5da0f851-5411-4c0e-a4ba-d7169d9fe899",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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DCa9283k4nJ9cfPfdd0IKwYayM9iA5nLzwwevwHNd8fVzGdmngN9s8Koz1z/fB0fSCFsjn1e4+WGA7y/fZ141ZxkUx5C3X9Hn+pHqno0sfqjhBxT7+Nr8wPDNN9+0y1c4JCavynPYTnsJCzsoXnfddWL1lvdjuDy8gsz3juUPcoSd5Hrg+8WOulx37DDN189l5brj1W5bI5wfnPgauGzcJjm+Oe/HYSUlWcoZZ5whQiLymw2ue36TwkY7XyM7avJbD14ltoffOPDDoPRA7Qgu5/vvvy8e0Nipk8vHDwDcjvl7bseuNPpywdfFbzr4IYPlKyy74bdTjh6w+E0H+2jwSjn3P4b7DfdD7idcbgCAgsgUxQUA4CJ8HIcOdMVrr70mwviFhYW1DhgwQPzOUfhAZ6H4HB1f+v3OnTtbr7zyShGGLz4+vnXmzJmttbW1Lo/L7N+/X/yOw9CFh4e3nnrqqa1ffPFFp/N8+umnrYMGDWoNDg52Gx5RKpP04bCQ/NtnnnmmU0jAlStXihB0XO6oqKjWYcOGtT733HOdyvjHP/6xNTU1tTUkJESEb7vooovaQ9ZxCEoOl3fxxRd3Kstll10mjnvgwIFWb3F2H4YPH97hOqQQdvZ1sn37dnF+qW779+/fOnfuXLFt8eLFIhzms88+26lO7EMi2oZA5HbDdZCSktL6l7/8pVM4SQ6XZ1v3fO7x48e3fvXVVx32s90nICBA1O3ll1/eumvXrg7XKoUqvOOOO0SIyXXr1nU4zoYNG0Sb4LLIERLRtg6mTJki7ivXXZ8+fVqnT58uzifB94bvLbcPDhcZGRkp6oXbn23oSIlXXnmlddSoUaI9cnvjUJt33313a0FBQfs+9iEP7XG0nUObPvHEE+L6uG9z/+PzcKjN8vJyVUIiSh++F3ysWbNmtbcN25CIHIp0zJgxrT169GgtKyvrcGxui3yM9957z+n1AwD8J4D/o6TRDwDQBk4qwyuW/FrfPuQdAGaGV3o5k2VVVZXWRQEAAI+BphwAAAAAAACNgVEOAAAAAACAxsAoBwAAAAAAQGOgKQcAAAAAAEBjsFIOAAAAAACAxsAoBwAAAAAAQGNglAMAAAAAAKAxMMoBAAAAAADQGBjlAAAAAAAAaAyMcgAAAAAAADQGRjkAAAAAAAAaA6McAAAAAAAAjYFRDgAAAAAAgMbAKAcAAAAAAEBjYJQDAAAAAACgMZYwyn/++We6+OKLqVu3bhQQEECffPJJh+2tra304IMPUlpaGkVERNDkyZNp3759HfY5ceIETZs2jWJiYiguLo5uuOEGqqqqUvlKAAAAAACAGbGEUV5dXU2nnHIKvfDCCw63P/nkk7RgwQJ6+eWXad26dRQVFUVTpkyhurq69n3YIN+xYwd9//339MUXXwhD/+abb1bxKgAAAAAAgFkJaOVlYgvBK+VLliyhSy+9VPzNl88r6HfeeSfddddd4rvy8nJKSUmh119/na699lratWsXDRo0iNavX0+jR48W+3zzzTd0wQUX0OHDh8XvPYHPVVlZSV26dBHlAADIC/oYAMqCPgaAclhipdwVeXl5VFhYKCQrErGxsTR27Fhas2aN+Jv/ZcmKZJAzvH9gYKBYWXdGfX09VVRUtH+OHDkijs0DGgDAf9DHAFAW9DEA1MPyRjkb5AyvjNvCf0vb+N/k5OQO24ODgykhIaF9H0fMnz9fDF7SJz09XZFrAMCqoI8BoCzoYwCoh+WNciWZM2eOkMJIn0OHDmldJABMBfoYAMqCPgaAegSTxUlNTRX/FhUViegrEvz38OHD2/cpLi7u8LumpiYRkUX6vSPCwsLEBwCgDOhjACgL+hgA6mH5lfLMzExhWC9durT9O9bNsVZ83Lhx4m/+t6ysjDZu3Ni+z7Jly6ilpUVozwEAAAAAAPAHS6yUczzx3NzcDs6dmzdvFprwjIwMuv322+nRRx+lvn37CiN97ty5IqKKFKFl4MCBdN5559FNN90kwiY2NjbSzJkzRWQWTyOvAAAAAAAAYGmjfMOGDXTWWWe1/z179mzx73XXXSfCHt59990iljnHHecV8ezsbBHyMDw8vP03b7/9tjDEzz77bBF15YorrhCxzQEAQE7KaxroeFUDVdQ1UkxECHWNCqXYyFCtiwUAUBmMBdbDcnHKtYRlMey9zs4ynBkUACAvRu9jBWW1dM9HW2nFvuPt303s25X+ccUw6hYXoWnZADBDHzMKGAusieU15QAAoJdVMftJmPl533G696OtYjsAwPxgLLAuMMoBUAB+AVVe20glVfXU2NyidXGAAeDX1PaTsO1kzNsBAOYHY4F1sYSmHAA1jPAdBRX03Y5CWrW/hHYdraCahmaxLSgggLJSomnKoBSadlpPSon5zVcBAAnWjbqi0s12M2tdoa0FVkLpsUCN/oQ+6xswygHwg9qGZvpo02F6c82vtLeoiqLDgmlwtxi6ZHh3SooOo+CgALFivq+okl5dkUf/+fkAzTq7L/1pYm8KDsKLKvAbMeEhLrd3cbPdrFpXaGuB1VByLFCjP6HP+g4cPVUEDjLmoa6xWRjiLy8/QGU1DTSqZzxNGpBMQ7rHUnCgY2O7pqGJluQcoa+2HaUJfZPohWkjhREP5MPIfYxXlm5bnCNeT9vDE9pzU0dovtLEZZy5OMfhq3Ulyqj2+YC5+5jVxwI1+hP6rH9gqQ4AL+Bn2K+3HaVJ//qJnvhmDw1Pj6Onrx5Os8/pT8PT450a5ExkaDBNG9uT7j1/IK3/9QRNX/iLMNQBYHii4pUknrhs4b+fuGKYLiYytbWu0NYCK6LUWKBGf0Kf9Q8s0wHgIcWVdTTno220dHcxjcyIo7vO7U9pPryKG9o9lu49bwA9/vUumv3+Fnrx9yMpMDBAkTIDY8GvdnkliScu1o3ya+qu0e61mGrpN9XWvdufLzI0iGZkZ9KI9Diqb2qhhqZmce16eGABQA9jgasxoape3v6rxjmsBoxyADzg573H6Pb3NlNzSyvNntyPxmQm+HW8vild6JYzs+jp7/fSwlV5dOOE3rKVFRgbnnS9MTLV1G+qrXu3PR8b5AumjqBFq/Lo+WW/ZWiGVhWYFW/HAndjwiOXDBH9SApC4E//VeMcVgTyFQDcyFVe+Xk/XbfwF0qPjxCvDv01yCXG9EqgC4am0RPf7BaOoADoPZ4xr9TZv1KX4O95u1Ln4xVyNshX5ZZ02AexmwHwbEx48NPtNPeiQX73XzXOYVVglAPghJaWVpr3+U56/KvddPEp3ejuKQMoNkLep/xrRqeLKC1zPt4mHgAA0LN+U23du+35WLJib5BLQKsKgGdjAksv/e2/apzDqkC+AoATg/y+JdvovfWHaMb4TDpnUIoi5wkNDqTrx2fSY1/toi+2HhXGPwB6jm3ur9bV1/PtLa5yuR+0qgC4HxM4jK+//VeNc1gVGOUA2MEr1mwks0H+pzP60Bn9khQ9H4dRHJURL2QsUwanCkMdAD3HNvdV6+rP+RLcnA9aVQA8GxP87b9qnMOqYPYHwI7XVuaJz/TxvRQ3yCWuGZNOR0pr6eNNh1U5HzAHamu8tcRK1wqAnvsJ+qJywCgHwIYf9xTTY1/uoouHpdG5g1JVO296QiSN7Z1Az/+YS03NLaqdFxgbI8Q2lwsrXSsAeu4n6IvKgYyeKoJMaPomv6SGLnpuBWUlR9Od5/anwAB1Y4fnHa8WOvYXfj+SLhyWpuq5zYJZ+5i7OOTSdiX0m2rFQPe2PHJdqy/Xp7c6URMz9DFH949xdk+NeL+VHBOUPke5AetbLqApB4CIGppa6NZ3NlFEaJCIH662Qc5kdo2iwd1i6L8rD8AoB17FIVdKv6lmDHRPkfNafbk+PdYJ8BxH929C365061lZNOP19e3xtaVVX161NOL9VkPTrcQ5CizevyBfAYCInvp+D+06WkG3TepLUWHaPauyo2dOfhntKCjXrAzAunHI9XJuNfDl+sxeJ2bH2f3jv59btk/Ewre9pz/tPUb3fIj7rRbl6F8wygFYe6CEXll+gK4anU59kqI1LcvIjHhKiAqld9bla1oOYM045Ho5txr4cn1mrxOz4+r+cQx8joVvS3KXMFqRi/utFsfRvyBfAdamqr6J7nx/Cw1I7UIXDdVeMhIUGCAivnySc4QeuHCQkNMAa8KrQvVNzfTitJEUHhJEm/JLaeHKvA7pq6XY3EUVdVRazRrMJoqJCKb4yFBKiQk3XAx0NfHl+sxeJ2bH3f2rb2px+bc9Vrzfcuq9+Vgl1Q3U1NJKLa2tVFHbSAunj3E41lmlvmGUA0vzj693UUl1Pf1tSn8KDFRfR+6IiX2TaEnOEfp+VxH9DsmELIkjXeX4rERaMHUEzVqc0z5Z8aSYX1JNc5Zs65DtMjsrkR6/bChlJEYZLga6WvhyfWavE7Pj7v6F2eWIsP/b6vdbTr03H+vBT7fTtadm0KJVeR3Gr/EOxjqr1DfkK8CyrNlfQm+tzadrx2T4vaooJ6mx4dQ/pQt9tBExy62IM10lT1o8eUm6V54MeQXd3iBnVuaWiEg+vILuK2aPRezL9Zm9TsyOq/vHhmDOobIO3xVX1uN+K6D3lo41IC2mk0HuaKyzUn3DKAeWhNMA86AwMLULnTMohfTG6VmJtHLfcTpRbX4NHfBe9ypFhuBXyPYTmq1hzpIWXzF7LGJfrs/sdWJ2nN0/jr7CTv4smZDgfc7ql4T7rYDeWzoWj2XOxq9VNhp/K9U35CvAkjz9/R4qLK+jf1w+VJPwh+44tVcCvbH6V/pmeyH9fmyG1sUBOtK9xkaE0HNTR4gJ6lBebfv3kaFBYmWJJzLWwvIqur/wK2k+l9LxjrXCl+sze52YHWf3j/l8ZrbDe6qn+61VDG85/SmkY7nT7HcJD6Gls8+wVP+CUQ4sBzuRvLYyj64Zk0FpOo17GhcZSoO7xdIXWwtglFsMd7pXduKUJqiY8OB2g5w1mPzK9/lluR1WAJ/wM76vGvGOtcSX6zN7nZgdZ/fP2T3Vy/3WMoa3nP4U0rHcafYTo0KpT7K2EdHUBvIVYCnqGpvpbx9sEYl6LtRBtBVXjOkVT+sOnKDyGvN7nAPfdMvxUaHCqZNXyB1pM1dYKL4vAGZG6xjecvpTSMdiDT9r+eU4plmAUQ4sxTPf76X8EzX0p4l9RPhBPTOqZwI1t7bSsj1FWhcFqIg3umV2UOYoK+N6JzrVZlolvi8AZkbrGN5y+lNIx9pztIKuH5/ZyTCfaCENuT2QrwDLsI6TBP18gK4dk07pCZFaF8ctnESob3I0fbujiC4b0UPr4gAV8Ua3zGEPj1XVuzyeFeL7KqW91UrDC9SF7zNHWymrbaSo0CCR2TkuIkQ391oPMfLl9KfgY/3rqlNEnPKHLx5MzS2tIvwh+8xYSUNuD4xyYAnKahro9vc2n0wSNMw4sb+Hp8fRV9uOUkNTC4W60d8Bc+GNjjUuwvV+Vojvq4T2VksNL1APcZ8/3Noheyev3nJElp4JkbrwPdJLjHw59fV60errCczywPS0tLTS7Pe3UGVdE91yVpZukgR5woiMeKpuaKYNB09oXRSgYxA/W37trdYaXqAO4j7bGeQMy8GeW7aPftp7TBf3Gn3cGsAoB6bn6e/30o+7i+mWM/tQ1+gwMhK9EiMpPjJElB8AZyB+tvzaW601vEAdxH22M8htDfPkLmG6uNfo49YA8pU2Kisrae7cubRkyRIqLi6mESNG0LPPPktjxowR21tbW+mhhx6iV199lcrKymj8+PH00ksvUd++fbUuuunYdriclu8tpqPldULXx9ktJ/ZLoqQu3hvU/1t7kJ7/MZemnpohVp2NRkBAAA3rEUfL9x6j+y/UujRAz2gdP1sv2mu5tLd60PAC5XF3nzmWtl7utRx9XIt+qpexwQjAKG/jxhtvpO3bt9P//vc/6tatG7311ls0efJk2rlzJ3Xv3p2efPJJWrBgAb3xxhuUmZkpDPgpU6aI7eHh+knRbmSOlNWK18K8OhUVFkTJXcJF5k1OFc75fc7olyRCv2VndRXGqiv4IWrhql/p71/spPOGpNLFw/Qd/tAVQ7vHCqO8uKKOkmPQ1oD+NJp60l7Lpb3Vi4YXKIu7+8yxtPV0r/3p41r0Uz2NDUYA8hVOuV5bSx999JEwvCdOnEhZWVn08MMPi395NZwNvH//+9/0wAMP0CWXXELDhg2jN998kwoKCuiTTz7RuvimYPuRcrpwwQrafbSC7pjcj/7zf6NFqLdnrhlOL//fKBE2Ke94Nf3htV/oggUr6ONNh6m+qdnhsTi1+B3vbRYG+UXD0uiPp/V0a8Tr3ShnnL1KB0BL9Ka9jg4PFrHbHcHf83ZPgIbXGri6z+zsyRFZzHCvteinehsbjABWyomoqamJmpubO614R0RE0MqVKykvL48KCwvFyrlEbGwsjR07ltasWUPXXnutw+PW19eLj0RFRYWCV2Fcfj1eTb//71qxMn7PlAGdJk1+3TV5YAqdPSCZdhRUiCyX7Lg57/OddN7gVBrVK17o/irqmuiXvBL6JKeAWlpbhYZ8Qt8kMjp8/ZzsaFXucbpiFEIj2oI+pj2eaK/VXL2vrm+i6eMzqbVNE2xrYPH3vN0bDS8bD3wdVtXwmr2PSffZ3niUoq/0Sog0xb3Wop/qbWwwAjDK+TVkly40btw4+vvf/04DBw6klJQUWrx4sTC4ebWcDXKGv7eF/5a2OWL+/Pk0b948xctv9Aybf/rfRooKDaZ7zxsgNOTO4NXuId1jxYelLj/vPUar9h+n9zYcat+HjfOzBybTBUPShDFrFgamxdDq/SXirY2RV/3lBn1Me/SmvS6vbaRZi3OE1G3G+EyhCWYJAmcP5O/fuXGsYXT6esAKfYzv8/NTR4hVcW4/kRynPDSY4iL1E6fciP1Ub2ODEYBR3gZryWfMmCH040FBQTRy5EiaOnUqbdy40edjzpkzh2bPnt1hhSE9PV2mEpuDZ5fuowPHq+jRS4e6NMjt6R4XIZw3+cOGPa9+hYUEUbQXxzASg7vFiHjlB0tqqFfXKK2LoxvQx7THU+21L85evvyGy8NJSJ5fluuyPJ5i9VjKVuljerjPSjlE8nEjQoLoxWkjKTwkiDbll9LClXmin0gooZuHX4b3mNOC8YE+ffrQ8uXLqbq6Wgw6aWlpdM0111Dv3r0pNTVV7FNUVCS+l+C/hw8f7vSYYWFh4gMcs/9YlciwefmI7pThR4ZNHmT4Y2Y46RGHV+fVchjlv4E+ph9Nrq3Ew1577Yuzl68OYp6UB3gO+pg6KOUQ6ei4LM1ZMHWEeHPEhrlS/QJ90Xvg6GlHVFSUMLxLS0vp22+/FY6dHG2FDfOlS5e278eG+7p164TsBfjG/K92UWJUqKEybGpFZGgw9e4aJTTzAOgJd/GTGW+dvfxxEEM8Z2A0lHKIdHZc9rVYtCpPSLyU7Bfoi96DlfI22ABnvW7//v0pNzeX/va3v9GAAQPo+uuvFxre22+/nR599FERl1wKicihEy+99FKti27YWOQ/7DqZ0Afp4z2jX2oMrc1DZk+gP1xpr/cXV3nt7OWvgxi04MBIKOUQ6eq4bJjPvXAQ3ZSdqWi/QF/0DhjlbZSXlwvt3OHDhykhIYGuuOIKeuyxxygk5KTm6e677xbSlptvvlkkD8rOzqZvvvkGMcp95Pkf91FqbDid3sdxKCrQmYGpXYSu/HBpDfWI913uA/SN0RNtcNQTCvDP2cvdb6rrG93Wk1waYaPfD+D8PjJ6uLdytHdfjsv+WGpcr799sdxCfRBGeRtXX321+DiDV8sfeeQR8QH+cehEDX23o4huyM6kIBZKA4/on9pF/LvuwAnqMQpGuRkxaqINV+WOjfDe2cuVgxhHxoiJCKWZi3MUryej3g/g+j5yG1o4fQy9sCyXVuRqf2+Vau9mcLQssFgfhG4AqM4bq38VUVKynSRsAM4H0B7xEbQxv1TrogAFMGqiDXfl5qhK3ibhcZXQZe5Fg2juJ9sVryej3g/g/j6ylvq5Zfs6GORa3lul2rvRE2CVW7APwigHqsJZOD/YeJgm9kuisGBzR0xRgr7JXWjDr9CVW1VXasRyV9U1ee3s5cpBbGRGXCdjSol6Mur9AO7v44j0uA6JpbS+t0q1d6M7Wh63YB+EfAWoyvc7i0RyhrMGJGtdFEPSLyWaftpTfFJbZ4BXj8D8iTY8KXef5Givnb2cOYgdOF7t9nxWvh/A/X3khFJ6u7dKtXcjO1pWWLAPwigHqvLBhsPUP6WLSP4DvIfrjh3pcvLL6Ix+SVoXB8iIUfWfnpbbF2cvR7+JCW9QpZ6Mej+A+/vIGV71eG+Vau96SIzkCzEW7IOQrwDVKKmqp5X7jtP4LGjJfYUj1sSEB1MOdOWmw6j6T7XLrdb5jHo/gPv7mHOoTCTQMcK9tXI77GrBa4dRDlSDw/lxqLSxvRO0Loph4ShAvZOixUo5MBdG1X+qXW61zmfU+wHc30dOMX/bpL40wQD31srtMNaC1x7QyhlzgCpwFtDY2FgREz0mJoasxjX/WSMcPe85b6DWRTE0H206LLT5mx88RxjpwFx9TIrJ607/qXbsXnfnU7vcnp7PX9Q6j1Ewah9zdB8Z6TuOEhQaFEhltQ0UHa6/WNi25ecwo6yLr6xvoriIEEruEqarsspNuYX6IDTlQBWOV9XT+l9P0A3ZvbUuiuHJSoqmD2sP068lNZTZNUrr4gCZ8UT/qXbsXk/Op3a51dLJGlWPCzy7j/ydEWJhczlrGprpWFU9/fPT7R2ix0xoWznWS1nlJtZCfRDyFaAKP+wsEv+O7hmvdVEMD0eyYLYcgoTFiqgdu1eu81kx5jDQP0Zpl1yOn/YeE/HV7cM5rtBZWYHvwCgHqvD9riKRkZJfVwP/4MRLabHhtOUwjHIronbsXrnOZ8WYw0D/GKVdcjlYpqKn+OpAfiBfAYpT19hMq/YdpytG9dC6KKahV9corJRbFLVj9/pyPke6cU+Po7ZWHlgbd+2yur5RF22Sz+1pfHU9lBf4BoxyoDhr9pdQXVMLjciAdEUu+nSNpg83HqKm5hYKDsILLyuhduxeb8/nTJ97/4WuHbzZeDCCtheYC1ftOzI0iGIiQmnm4hzN2ySX80S1+5jl6EPGBrM5UJwf9xRTSkwYdYsN17oopqFPUpR40NlbVKV1UYDK6DkuuCt97qb8MpfH4egXRtD2AnPhqn3PvWgQzf1kuy7aJJezuLLeZXz16HD0IaMDoxwozvI9x2ho9ziE75NZvsK1uf1IudZFASqj57jgrvS5f/9iJz1yyRCnx6mqazKEtheYC1fte2RGHK3I1Ueb5HKe2S9JxFe3N8yl6CvV9ehDRgfyFaAo+SU1dPBEDV0JPbmshIcEiVeR2wvK6WpK17o4QGX43j83dYSYZFnzGhsRSg3NLVRYUUc1jc2ya0htz+cqVrArfS6Hc6uqa6B/XnUKlVaz3rWJYiKCKT4ylFJiwt1mqS2taRD7eKqRtdXVRus8BjXQFmft+8DxalX9N9yRFhchJDWPXzqUqhuaRJ/imOXsAMp6c/4svuk0io0IpqaWViF3qW1spuQu4RQSFCD60P5jVV61f+jT1QVGOVCUn/cdo6DAABrUzThJJoy0Wr71MFbKrYoUu1ctDaknsYLd6XOjw0Pprg+2OCyrO+16eW0j3fDGBo+uz1Gd8Ori9eMzaeqr60RoVmhsgbv2HRPuXsOth3Lml1TTnCXbRGQW7mcLpo6gRavyOkRqkdr/Hxf+4nH7hz5dfSBfAYqyMvc4ZSVHU2Qonv/kJjMxinYfrRDOnsCa6C3Gsj/6XNbDOvstGxQ5NtGGXF2fszphA4UNlRnZmdDYAl36b/hCUUVdu0HOcPu2N8h9af96G1usAoxyoBgtLa0i8srgNKySK0Fmm7Pn/mOuX7EC86K3GMv+6HNZD+vot9IK38KVeR5dn6s6YcNkRHqcy98DoJX/hi+wFMzWAOf27SyWuTftX29ji1XA8iVQjJ1HK8Qr58HdY7UuiinplRgp/t15tFwkZgLWwFbjybpRPWle/dHnVtQ2Uu+k6A6/DQ0OpK+2F9KsxTlCP+vJ9bmLO20b61mL+gHGwlN/CjnxRsfNvhm2uItl7mn7VzsfAjgJjHKgGGsPlAjnqr5taeGBvLAkiB3kdhypoMtGaF0aoAb2Gs/XrhutO82rv/pc29/uL66i55fluv1Nx/O4vuaw4EDN6wcYC0/8KeTCWx13THiw0/btT/tXOx8COAnkK0BRo7xvSjSFILmNYvRMiKTtBRVaFwOogCONJ+usXcUt1oPm1R99LuvMs51cH3/P2705j602XW/1A4AvOu74qNAOfcTVmOBN+zeCnt6MwFoCiunJf8k7QQNSoSdXkp6JkbSzoJxaW13LGIDxcaTxZJ01663tJ2E9aV790eeyzny6g+vjv/l73u7peWy16XqsHwB80XHz29LHLxvabphLY4L9w6y37d8IenozAvkKUITdhZVC6zYoDVpnpcMicj0fKaulHvEnNebAnDjSeLLOmvXWHFHh/gsGUkNTi8eaVy3iD3urz2WfFOn6ZozPFHpYfv3Oq338/Ts3jvXoPJwtlKV05bUN9PnM7A7nRBxmIDe+tilfddwZiVH01NXD2+L/c3sPorvPG0A3tsUpT4oOE/4ZR8vr6MM/j6PubTIYloe5KqMWenqrA6McKMKGgycoODCAspJhlCstX2F2Ha2EUW5ynGk82TBn3fVlw7vToG6eOVVrGX/YG30uX7N0fd7qWh2fJ6rDX4jDDOTGnzblj46bV8z5w4b22U8vd7rfsjvPoOqGZo/LqKaeHkC+AhSCpSu9k6LE0zlQjoSoUJGtkOOVA3Mjl8bTSPGHldS1GqkegDHwt03J0d7dHYPfGqHd6xdYTEB2WN/MRnm/FKySK01AQMBJXTmMctMjl8bTSPGHldS1GqkegDHwt03J0d7dHaOqrgntXsdAvgJk53BpLRVX1iN2tkqkJ8Aot4oeVQ6NJx+XU3GzTpsTibBOOzwkiDbllwonMG/jDyutyVZK14o4zEBunLUpqb/VNzVTTn5pez9h7PuOHO3d1TH4/Gq0e/hq+AaMciA7PLkzWClXT1f+7fZCEYmCX00Cc+tR/dV4xkaE0IKpI0TKbVutNkdn4O95ApWzvHKghK4VcZiB3DhqU2yQO+pvE/p2pVvPyqIZr69vT4xl23f8be/O+owa7R6+Gr4D+QqQnY0HSyktNtxt5wfykJEQSRwQcW9RpdZFAX6glsaZH9zYQLBPxc1/v74qz+MHO6NrshGHGajRpniF3FF/437z3LJ9YruafUfpdm/0cUFrYJQDRYxyZPFUD466EhhAtKcQRrmRUUvjzJpSewNBYmVuidhuBU024jADNdoUS8Sc9Tf+nrer2XeUbvdGHxe0Bu+622hubqaHH36Y3nrrLSosLKRu3brR9OnT6YEHHhDOdJID40MPPUSvvvoqlZWV0fjx4+mll16ivn37al183VDT0ES7j1bS9PG9tC6KZeAIN2mxESI2PDAuammc5TqPGTTZiMMMlG5TjS2uE7uxT4fafcdZHP/iyjqqaWz2S/9thnFBS2CUt/HEE08IA/uNN96gwYMH04YNG+j666+n2NhYmjVrltjnySefpAULFoh9MjMzae7cuTRlyhTauXMnhYeHa30JumDr4XJqbm3FSrnK9IiPoF1w9jQ0ammc5TqPWTTZiMMMlGxTHDfcFZwMS4u+I5VRbv23WcYFrYB8pY3Vq1fTJZdcQhdeeCH16tWLrrzySjr33HPpl19+aV8l//e//y1Wznm/YcOG0ZtvvkkFBQX0ySefaF183bD5UBmFhwRSOhLZqK4rZ6Oc2ykwJmppnKPDgzul4Jbg73m7J0CTDYB//YSdqzk7rVZ9Rwn9N8YF/4BR3sbpp59OS5cupb1794q/t2zZQitXrqTzzz9f/J2XlydkLZMnT27/Da+ijx07ltasWePwmPX19VRRUdHhY3Y255dS767RFMgiZ6BqWMSKuiYRitJKmKmPqaVx5ig908dnCoPAFv6bv+fteiov0BYz9TEtcNZPOPrKbZP6ijCkWvUdJfTfGBf8A/KVNu69914x2AwYMICCgoKExvyxxx6jadOmie1skDMpKSkdfsd/S9vsmT9/Ps2bN4+sBD/1n9orQetiWA7pzQQ7e3KqZatgtj6mhsa5vLaRZi3OEVEfZozn2Mkt4hU6913+/p0bx2pSXsQ11idm62Na4KyfMJ/PzNbMn0HSfzvLW1Bd75v+G74avgOjvI3333+f3n77bXrnnXeEpnzz5s10++23C4fP6667zqdjzpkzh2bPnt3+Nxv96enpZFYKy+uoqKKespIRn1xtkmPChGHFRvnEfklkFczYx5TWOLPmk+Mi28ZM9kfzKUd5EddYv5ixj2mBs36ipaHKY4GzOOr85uzKkT18PjZ8NXwD8pU2/va3v4nV8muvvZaGDh1Kf/jDH+iOO+4QqwRMamqq+LeoqKjD7/hvaZs9YWFhFBMT0+FjZrYcPqmN65MUpXVRLEdgQIBw9txjsVjlVutjcqA3zSfiGusb9DHzwn197kWDnOYtePDT7eh/KgOjvI2amhoKDOxYHSxjaWk5Ga6Io62w8c26c9sVg3Xr1tG4ceNUL68e2XKojBIiQyihLX0wUD9eOcIiAqNpPhHXGABt4L4+MsN5HHX0P/WBfKWNiy++WGjIMzIyhHwlJyeHnn76aZoxY4bYzrHKWc7y6KOPirjkUkhElrdceumlWhdfNyvlmUnR7XHdgfq68nUHSqilpRWOtsAwmk/ENQZAO1jK5gr0P3WBUd7Gc889J4zsW265hYqLi4Wx/ac//YkefPDB9n3uvvtuqq6upptvvlkkD8rOzqZvvvkGMcqJhCHIMcrPH5KmdVEsC8tX6ppa6FBpDfVMhIQIyKv5VMoR04hxjeGUCoyIo3brrv/xfmjv6qF7o5wlJa5WXjlKihx06dJFxCHnjzO4HI888oj4gI4cPFFDlXVN1LsrjEEtwyIye4uqYJQDWVHSEVPSuPOrciPENYZTKjAiztrt/MuHOu1/5wxMFpk+Zy7OQXtXCd0b5UuWLNG6CMADtrY5efaGk6dmxEeGUFRoEO0tqqRzBnUM3QmAUo6YLIPxZ9VM0rjzsWwNAz3GNVa6LgBQu90+/NkOevyyoXTfkm2d+t/DvxtM9368De1dRXRvlHP2TFs+/vhjEa5wyJAhdPXVV2tWLtCRbYfLKSUmTJevmq0Cv8lhZ082ygFQ0xHT34lZTxp3resCADXb7fe7imnOBQMd9j+0d/XRvVFuyxNPPCE03qeccgo988wztGvXLnrooYe0LhYQK+XllAnpii505YjAYg70ouNUyxFTq7jG3tQznFLNhV76mNK4a7cVtY3UOym6w7Vz3dQ3NdOL00a2JxPi7KO2jqFo7xY3yt944w3673//K2KIL1u2TERGgVGuDyfP7QXldMkp3bQuiuVho5xXNppbWikIEVgMi550y0Z0xFSqns1cF1ZDT31Mabxtt47qhpMJcZIhzvorGeZo7xaPU15QUECnnXaa+H/+98iRI1oXCRDRgePVopNyOESgLd3jI6mhuYUOllRrXRRgkmQ6eks2pGU9m7UurIbe+pjSeNNundUNxzLnJEMzsjMd/g5Y0CjnSCvBwcGdEvsAbdl+pFz8m4mIH7pYKWf2FVdpXRRgkmQ6eks2pGU9m7UurIbe+pjSeNNuXdUNG+Yj0uPQ3q0sXxkxYkR7SMTa2lqR5Cc0NJRaW1u1LhqwMcrZyTM6XPfNyfTERYRQdFgw7SuqpCmDU7UuDvABPeqW+XX+P686hUqrWX/bRDERwRQfGUopMeGG1er6Ws9GcUoFxupjSsL9sbahmW6f3Jfuu3AgBQUECHljooN+6a5uYiNCZI26YoSxQk10b0XZZsu0j8SCTJr6YNuRcsTF1gn8ANs9PkLEKgfGRI+6ZW/0t0bR6vpTz1o5pQLz9jGlcNUfHbVhd3UTL2PbN8pYoSa6N8rhyKl/J88dBRV04TBk8tQLPeIiaA/CIhoWvSXT8SY2t5HieOutnoF6WOXe+9If1aobI40VaqJ7TXlFRYXLD9CW/BM1VFXfBD25juCV8rxj1SICCzAeetMte6O/NZJWV2/1DNTDKvdez34TRhor1ET3K+VxcXHtmnJbWFPO37PzJ9AOXiVneiFGuW7oHhchIrAcOlGD+2JQ9KRb9kZ/K4dW11Zjyv4RnOa7rLaBosO905t6olX1tZ6hgzU2fP/qGpvpgYsGUUtrK9XUNwuttKN77+291lPbUNpvwp9rtZqu3zRGOfPhhx9SQkKC1sUADuD45KKzRphHg2d0OKunFIEFRrlx0Ytu2Rv9rb9aXWfxka8fn0lTX11Ho3vGe6Q39Uar6m09QwdrHY21t/dab21DSb8Jf6/VSrp+U8lXmPHjx9MZZ5zh8AO0j7zSMwGGn56IjwyhyNAg2lcMXTlQN8axP3G8PYmP7EkcaSVjUFstvrXZ8Ob+eXuv9dg2lIqrL8e1Iua/gY3ynTt30q5duyg/P58aGjDo6QWWELF8pWfXkyuzQB+wrIvjle9DBBYgA95oTP3Ro3oSH9kTvamSWlXoYI2Nkv4RemwbSunD5bhWq+j6TSlfOfvss9s15IGBgTRgwACaMWMG3XHHHVoXzdIUVdTTieoG6gUnT93RLZaNcqyUA3k0rt5or33VabvTmNY3tbjVm/K1nnCzSuePVhU6WGOjpH+EFm1DSb8JV/D5+G0sv73ih2Xum+EhQbQpv5QWrszz+Fr15DujF3RvlOfl5QmDvLGxUURbKSgooF9++YXmzp1LTU1N9Le//U3rIlqWHQUnM3nCKNdnBJa1eSUiZGVgYGdHaWAN5NS4eqO99kUP705jGhYc6FJvKl3r9NN7KaZVhQ7W2CjpH6F221DSb8Id7EO2YOoIISt7flluB/8P/p4fEIzmO6MXdC9f6dmzJ/Xq1Yv69u1Lo0aNEhk9//73v9NLL71Er7zyitbFszQsXeHoCFbVfukZlq/UNbZQQXmt1kUBGqFHjauvGlOe7HMOlTnVm9peK+/H+yuhVYUO1tgo6R+hZtvQum9HhQULg5xlZbbw36+vyhPbgUmNcmdce+219N5772ldDLL6SnmvxEiHISuBtnSP+y0CC7AmetS4+qIxlaKv8GtxZ3pT22vl/Xh/e8NcDq0qdLDGRkn/CDXbhtZ9u6quqZNBLrEyt0RsB76h+8cZVwmCsrKyVC0L6LxSfkqPk85XQF8kRoeK1/25RVV0Vv9krYsDNKC81jNttZZxlR2d21ZjGtUWp5yv5fOZ2U71prZ63pqGZpq1OEfoXWeMzxR6V1484Pj9jn7r7fVDB2tslPSPcLW/nP3Mtr070nZz7HWl4v/bn98R8K0wsVGO5EH6pLy2kQ6X1tIlw7trXRTggEApAgvCIloS1puyfMkVbBhoGVfZ1bn7JEfb7e3ab8Vez8uGua3WdensMxwaHb5eP3SwxkZJ/whH+8vdz6T2zga5I233hLbVeenYcsX/tz+/M+BbYXL5CicPWrZsWYfPjz/+KP4F2rDr6Mk3GD0TEA5Rr6RxBBbIVyyHpDddfaDEpbaaV6G10qXKrYn1Rc+rtS4XWAMl2pnU3nmF3JG2e4XNseWK/+/o/I6Ab4XJV8ql5EHJyXgFrzfpSkhQADLY6TwCy1dbj7a/VQLWQNKbbjxYKlbRGNtJW1pFY92nO12qUqvBnmhivV2d5JU+Niz4957oeeUuAwCOUKKdSe391+PVHVbIHR2bcRX/nyVe3pbFl/4GTGSUc/KgkpISioqKotTUVAoNxQ3Xmp0FFZSREElBCLenW3rERVBlfRMdq6yn5JhwrYsDPMRf7amk93SkrWY/A+63aXERlJNfqpkuVG5NKtdZbUMz3T65L9134UAKCggQY1Oii7qzL4O9NrehqVkcFwYG8KdvKqW/5gWxQjfRtfjYndXl7uP/qxX/XEt/Fr1iCKMcyYP0GXklIwHxyfUMO7YxLGGBUW4M5NCe2uo97bXVkr7afj+1daFynttVnbma4G3L4Eybq5a+Hpi3byrZz2IjQv0+tm38f2/9TPzxrdDSn0XPBBohedD+/ftpz549ImnQxx9/TJdeeqlIHvTPf/5T6+JZkoamFsotrqJeXaEn1zNsiAcHBYh7BayjPfVU76mlLlSuc/tTZ7ZlcKbNhb4cyNnOtIib7038f7X8TODPYWCjHMmD9AdH9GhqaUUmT53Dr++7CWdPRGAxAnLFHvY0XrKWMbflOrc/dWZbBpasOIu7rMeY7kBd5GpnWsTN9yb+vyd+JmaIs65nDCFfcZY8aPDgwVoXw7J6claSp8djpVzvdIsLp31FWCk3At5qT13pMT3Re/qiw5YTOTSp/up1pTLsdfM2CXGXrY1c7UyJ2PaeHNt+H2fx/x35mdj6WpRUNxAdq/Jb++2uPqvrGy2rNzesUR4SEkIjR47UuhiWZOfRCkqNDaeI0CCtiwI80JX/uOeY1sUAHuCN9tQTPaYrvaevOmy58Tfetxx6XT5/gpsyIO6ytZGrnSnVtzw5tuN9olxep1K+Fq7qMzI0iGIiQmnm4hxL6s11L1/h5ED/+te/6NRTTxWRVxISEjp8gHaRV4D+6R4XSSeqG6iUVziArvFUe+qvHtNMek659LqIuwxcYZX2YX+dSvlauKrPuRcNormfbDfF+GRKo3zevHn09NNP0zXXXEPl5eU0e/Zsuvzyy0UUlocffljr4lkOjoLDRjn05MaJVc7kHoOERe94qj31V49pJj2nXHpdLfX1QP9YpX3YX6dSvhau6nNkRhytyDXH+GRK+crbb79Nr776Kl144YXCCJ86dSr16dOHhg0bRmvXrqVZs2bJch52Jj148GCn72+55RZ64YUXqK6uju6880569913qb6+nqZMmUIvvvgipaSkkJU4XForYl/3TMRKuRFIiw0nDiXPuvIxvfBmSe94og/1V9/q7velNQ1CW2oUHadcel0ldb/A+Ejto6ymkaobmqi6oZniIkKE3MJM2PYDoSFXyNfCWX87cLxasXMaAd0b5YWFhTR06FDx/9HR0WK1nLnoootEWES5WL9+vZDKSGzfvp3OOeccuuqqq8TfHBP9yy+/pA8++IBiY2Np5syZYsV+1apVZDU9OdMTK+WGICQoUOj/EYHFOLjTh/qrb3X3+/LaRrrhjQ2G0nHKpddVUvcLjA8b4g982lFaYZQ+4lM/cOMA7a+vhaP+FhPeYGn/Dt3LV3r06EFHjx4V/88r5N999127ER0WFibbeZKSkoRmXfp88cUX4nxnnHGGeBB47bXXhIxm0qRJIjTjokWLaPXq1WK13kqwdCU2IoTiI83dMcwEh0VErHLz4K++1dO4xVbScQLgDjP5YuhZS9/VIvp9wxrll112GS1dulT8/2233SZWxzlm+R//+EeR1VMJGhoa6K233hLH5yyiGzdupMbGRpo8eXL7PpxVNCMjg9asWeP0OCxzqaio6PAxw0o5O3lyvQDj6MrNGhbRjH1MaX2rJ3GLrabjBM6xYh8zuy+GnrX0sRbR7xtWvvKPf/yj/f/Z2ZOTCfEKNRvmnEhICT755BMqKyuj6dOnt0toQkNDKS4ursN+rCfnbc6YP3++cFQ1EzsKymlkRrzWxQBehkUsrKhr1+2ZCTP2MTX0z/a/Dw0OpK+2F9KsxTlU0/CbjM8qOk7gHKv2MXv89eUwKlr4WnSzsH+H7lfKbWHJyueff07FxcVC160ULFU5//zzqVu3bn4dZ86cOUL6In0OHTpERqaspoEKyuoQecVg9GhL8rT/mGsHGiNitj7mDTxB9UmOpuEZ8eJfbycs29+HBQeJOMSODHLGbA9zwHOs3MfkjlVu1bHGKOfUA7pdKWdpSE5ODiUmJoq/v//+exGBhXXkHA6RY5cvXry43RFTLjgCyw8//EAff/xx+3esMWdJC6+e266WFxUViW3O4LLKqXvXj5MnIq8YLasni432FVXS8PSOb3uMjtn6mFZIOk5+DW9FHSdwDvrYSdBHgKVXyg8fPtwhGso///lPEQ6RDePS0lL605/+RE8++aTs52UHzuTkZPEAIMGOnZxBVNK2M3v27KH8/HwaN24cWcnJk1PzpsWax8vcCvAqaHJMGO2DsydwgtV1nAC4A30EWHql3J5du3bR448/TkFBQe1On6eddpqs52hpaRFG+XXXXUfBwb9VDUtlbrjhBpG4iLOIxsTEiPOzQS53GfTv5BlBQRz4GhgK1ujlFiEsInCOlXWcAHgC+ghQGsMY5bxCzgaxRHx8PFVWymtksGyFV78dRXV55plnhGzmiiuu6JA8yErsKKhAfHIDO3vm5P8W6g4ARyBONwCuQR8BljTKOeSefdg9pcPwnXvuuSKNvCPCw8NFZk/+WJH6pmbaX1xF4/uc1PgDY9EjPoK+2HqUahqaKDJUt90eAAAAsCy6nZ3ZOOaQhJKDCae5//Of/0xRUSdXanm1GqgHx7luamnFSrlB6R7XFoGluJqG9lAuchEAAAAATGaUs67blv/7v//rtA8nEALqOXnyewpOHASMKV9h9hZVwigHAAAAdIhujXJ2uAT6ShqUFhdO4SEnHW2BsYgIDaKkaERgMRKctpsdyjhpSUxECHWNgpZVLVD3wKrtTg9lsDK6NcqBvtjOTp4JkK4Yme7xEWKlHOifgrJauuejrR3SenPoNQ7JxhEggHKg7oFV250eymB1dBunHOiHlpZW2nW0gnohaZDhnT1hlOsfXqmynxgZTlpy70dbxXagDKh7YNV2p4cyABjlwAN+LakW6bd7dcVKudF15YdLa0UEFqBf+NWx/cRoO0HydqAMqHtg1XanhzIAyFeAh0mDmF6IvGJoesQjAosRYC1nZGgQzcjOpBHpcVTf1CJ8OTbll9LClXkiaQlQru5dgboHRmp33ujD0fb1AYxy4JbtRyooMSpUdGpgbPkKswcRWHRNbEQILZg6ghatyqPnl+W2fz8+K1F8j36oHDHhruuWMzgCYIR2560+HG1fH0C+AjyKvNITenLDw6utyV3CaB905bomKixYGOSrcks6fM9/v74qT2wHysAp09lwcQR/z9sB0Hu780UfjravD2CUA7dJnHYUVEBPbqLV8t2FMMr1TFVdUyeDXGJlbonYDpSBX+3zSqK9ccJ/P3HFMISGA4Zod77ow9H29QGWXIBLiirq6UR1A/TkJtKVr//1hNbFAC6AtlNb+NX+c1NHCMOF65pf2/MqIRsliOEM1Gp33L74rRg/hOfkl3rV3nwdQ1y1faAOMMqBS7YfKRf/wig3B+kJkfTZloL2ARfoD2g7tYeNEHtDBDGcgZrtjtvbXR9s8am9+TOGOGr7QD0gXwEu2V5QTl3Cg6EnM5mzJ+KV6xdoO/UHYjgDI7U3jCHGBUY5cLtSnpkYRQEBAVoXBchAt9gICgwg2lNYpXVRgBOg7dQfiOEMjNTeMIYYF8hXgNtwiKdmJmhdDCATocGBlBYbQXsKT8aeB/rEV22n0TTPtuWNDgum0KBAKqttoOhwZcrua/0gdrx5kbPPODoW4+3x5fAr8Ucf7m+dGG0c0hMwyoFTjlfVU2FFHWUi8oqpQAQWY+CtttNommdH5eVY7NePz6Spr66j0T3jZS27P/WD2PHmRM4+4+hYE/p2pVvPyqIZr68XWbE9Pb5cfiW+6MP9rROjjUN6A/IV4NbJE0a5uchIiBRGOYe7BObAaJpnZ+XlUJBs+PKKtJxl97d+EDvefMjZZ5wdi/9+btk+0Z69Ob5WmnB/68Ro45AegVEOnLLtcLl4pcwJZ4C5IrCU1zZScWW91kUBFtU8uyovG7osEZGz7P7WD2LHmw85+4yn7dnT42ulCfe3Tow2DukRPN4Dp2xjJ8+ucPI040o5w6vlKTHhWhcHeEBRRR2VVrNGs4liIoIpPjK0w70zWmxzd+Vlzba7srvTrdpub2pp9at+jFa/wD1V9Y00c1KWQx8Blpp4ck+lNlZS3eBxe5Zwd3wlYoa76zOetHNXx0A/8R8Y5cApWw+Xw8nThCR1CaOIkCDafbSCzuiXpHVxgBvyS6ppzpJtHVZqs7MS6fHLhlJGW/4Ao8U2d1fesOBAl2V3p1u13/7adaP9qh+j1S9wT2xEqEjK48hHYNbiHLf31LaNuWtftu3ZmzYjZ8xwT7Te7tp5RGgQzVyc4/QY6Cf+A/kKcMixypNOnr2hJzcdgQEBlJ4AZ0+jrJDbG+SSZOK+JdvEdiPGJXZVXjaMcg6VOS27O90q14n9dj4eH9fX+jFa/QLXcBua+8l2hz4C7Dsw96JBLu+pfRt01b5s27NWbcZTrbe7dr4pv8zlMdBP/AdGOXAInDzNTXp8JO0oOHmPgX5hyYorLTNvN2JcYmfllaKvsITAWdnd6Va5Tuy38/H4uPaGk6f1Y7T6Ba4RbSjXuQZ8ZEacy3tq3wadtS+OvnLbpL5iu5ZtxlOtt6t2/sglQ+jvX+x0eQz0E/+BfAU4ZMvhMooJDxZSB2A+MhIjafneY9TQ1CJilwP9wStPza2t9OK0kZ30rhKsMVdSg6ok9uWNaotTXl7bQJ/PzHZadne6Vds6keA6Y0kCR8G4/4KBot27qh9Hulmj1S9wjrs2VGvTxzz5vW37mjE+U7SNxKjQ9pVhbs9atRluy/VNzQ7HESn2Pm9nKY/U1h21819LqjuMPc704ugn/gGjHDhk66Ey6p0EJ08zO3uy81tucRUN6hajdXGAhzG8Jb2rNDnyg7NSGlQ1cFxe12/n3OlW7etEguuM9cOXDe9Og7rF+qy9NVL9Asf4q3129HupfTFLZ59BfZKj27dp1WZcjSMsOeE2bR97X2rrtuVnot1ETrGtM6ONQ3oCS2SgExy/evNhjrzSsVMC80Vg2XUUmT31hicxvCVnz/i2jIFWwp1ulevEV10r4ixbA3+1z0bQTrsbR1hO4ij2vrO2boRrNgMwykEnCsrr6ER1g1gpB+YkMjSYUmPCaSeMct3hScxjKfqKFUNautOtcp34qmtFnGVr4K/22QjaaXfjSHJMmFN/FUdt3QjXbAYgXwGd2NLmKZ6VhJVys+vKdxTAKDea3pVfnT919XBLGuQSznSrzP7iKlGHHEFD0qhHhXmma0WcZevgr/bZ1e/dxQM3gm7eUVuHXlx5YJSDTmw+VEZJ0WEUh45manomRNK3OwqFXAm+A8bRuyZEdUwcZFXsdauexGF2B+IsWwt/tc+Ofi9HO5QD974XvrV16MWVBfIV0InN+SedPIG56ZUYJSJVHC6t1boowAZoN71HLi046h74g558EpT0vQDKAaMcdKCpuYW2HimjPpCumJ5ebTHoIWHRF9Bueo9cWnDUPfAHPfkkKOl7AZQD8hUbjhw5Qvfccw99/fXXVFNTQ1lZWbRo0SIaPfpkCl1+zf/QQw/Rq6++SmVlZTR+/Hh66aWXqG/fvmQW9hZVUV1jS6dwSMB8xEeGUFxkCO0sKKfzhqRqXRxgIO2mHjSzSmnB9V73QL/ozSfBXVtWu63rbdzQIzDK2ygtLRVG9llnnSWM8qSkJNq3bx/Fx8e37/Pkk0/SggUL6I033qDMzEyaO3cuTZkyhXbu3Enh4ebQeOYcKqXAAKLeyORpelhHzhIWKXsr0Bd61W7qRTOrpBZcr3UP9I0efRLctWW12roexw09AvlKG0888QSlp6eLlfFTTz1VGN3nnnsu9enTp32V/N///jc98MADdMkll9CwYcPozTffpIKCAvrkk0/ILOTklwlDjTN/AfPD93ob5CvAgJpZW6AFB3oA7dBY44YegVHexmeffSZkKldddRUlJyfTiBEjhExFIi8vjwoLC2ny5Mnt38XGxtLYsWNpzZo1Do9ZX19PFRUVHT56Z9PBUkhXLERm1yg6VllPxRV1ZESM2MeMjJ40s7ZAC64c6GOeg3ZorHFDj0C+0saBAweEPnz27Nl033330fr162nWrFkUGhpK1113nTDImZSUlA6/47+lbfbMnz+f5s2bR0ahrKaBDhyvhr7YQkhRdrYeLqfJg4wnwTJaHzM6WmlmPdGiQguuDFbrY/7qntEO9a+11zMwyttoaWkRK+WPP/64+JtXyrdv304vv/yyMMp9Yc6cOcLIl+AVBpbI6JVN+aXi334pXbQuClCJxKhQiosIoa1H2Cjv+MBpBIzWx4yOFppZb7So0ILLj5X6mFy6Z7RD/Wvt9QrkK22kpaXRoEGDOnw3cOBAys/PF/+fmnpy9bioqKjDPvy3tM2esLAwiomJ6fDRMxt+LRXROJK7hGldFKCisydLWKQsrkbDaH3M6KitmYUWVXus0sfQ1pQDWnvPgVHeBkde2bNnT4fv9u7dSz179hT/z46fbHwvXbq0w4rBunXraNy4cWQGNh4spX7JXZDd0WJkJkXR1sNlwpkZAD1pZqFFBWqBtqYc0Np7DuQrbdxxxx10+umnC/nK1VdfTb/88gu98sor4sOwoXr77bfTo48+KuKSSyERu3XrRpdeeikZnYamFrFaeuUoc76WBM7p0zWaPq45IjJ7pidEal0coHPU1MxCiwrUAm1NWaC19wwY5W2MGTOGlixZIvRzjzzyiDC6OQTitGnT2ve5++67qbq6mm6++WaRPCg7O5u++eYbU8Qo33aknOqaWqh/KvTkViOrLdpOzqEyGOVAV5pZb7WoRRV1VFrNTnpNFBMRTPGRoSJzoVwg+Yl5MaLuWc/t0VnZ3JWvXMfXpAYwym246KKLxMcZvFrOBjt/zMb6X09QWHAg9eoKo8xq8MCXEhNGm/PL6HendNO6OAB00qKyfMCdFjW/pJrmLNlGq3JL2r/Lzkqkxy8bShmJ/idDQ/ITc+NNW9MDem6PvpatQMfXpBbQlAPBL3knRNSV4EA0CSvSOylaZHMFwIhaVF4htzfImZW5JXTfkm1iuz/ACdD8GEn3rOf26GvZ9HxNaoKVckDNLa1ipXzKYMQntyp9k6Pp3V8OUX1TM4UFI5srMJYWlSUr9ga5rWHO2/2RsXjiBKgnow2YW/es5/boa9n0fE1qAqMc0K6jFVRZ10SD0swZ6gq4h9+SNDS30I6CChqZEa91cYCdtjI6LJhCgwKprLaBosM76yzNrsN0p0VlDbkr3G23x74+y2tdr9LBCdD48D0vrqynstpGigoNovi2HA5y9CO5+6eenVLdla20poFy8ks71YOer0lNYJQDWnugREz4ksMfsB49EyOFT8Gmg6UwynWAI23l+KxEun58Jk19dR2N7hnfrrOEDpOd9IL92m6Lo/p858axhnMCBOTdPf9wK63I7djfbpvUl3omRFKaH/1Iif6pZ6dUd2Urr22kG97Y0Kke9HxNagIBMRBGeb+UaAoJQnOwKuxL0DspijYchK5ca5xpK1mesWhVHs3IzmzXWbJWGjpMEqua7NTpCP6et/tT96sPlDg9vh6dAIHniHtuZ5BL/e25Zfvop73HfO5HSumk9ZyMx1XZ+EGHo3w5qgc9X5OawAqzOE3NLbTuwAkaCOmK5WEJC/sWIImQtrjSVrKhMCI9rn1CY600Ep6Q0ItzlBV7w1mKvuKpntxZ3S9cmUfTx2fSBAM4AQLvEPfcziC37W+c4drXfqRUQiI9O6U6K5v0po/7kjO9+D90ek1qAvmKxeH45JX1TTSke6zWRQEaMyA1hj7dXEC/ltRQZlf/Q8gB33CnraxvavFYK+2JDlNLPbqjczO+lIfDHj519fDf4pSHB4sVcm8cPJ3VfU1DM81anEOf3jqeAgMCdO0ECOTvb77qmd0du7q+0ef+J4dTqlJ9375socGB9NX2QtGHuC/ZEhkaRC2trbS/uIqq6hvp75cOEckMq+ubLNnHYJRbnNX7SygiJIj6JEFPbnVYwhQYwOExS2CUa4g7bSVr/3/bN9gvHaaWenT7c/PkvHD6GHphWW6HlUtvysMGuD9RVlzVPRsTbJD3ge+N5fqbr3pmV8fm9h4TEUozF+f43P/8SeKldN+3LRsb3M8vy3VYBwumjqBHPt9BK2yiJ020mE+MLZCvWBzukAPTulAQW2PA0kSGBlOvxChal3dC66JYGk81mbwPrwT7qsPUMi6wo3OzVp41vPZSAjX18dC1Wg93/Y0jsvh6310de+5Fg2juJ9t10/+UPLezeuA+z34ytga5FX1ibIFRbmH49dCGX0/Q0O4nNaoA9E/tQmv2l0BXriGeaDIlnSWvCvuqw1RK7+oJjs7NWnlnscbV0sdD12o9pHtu7y8gRV85q1+Sz/fdVXsamRHnVMuuRf9T8tzO6uH03oma93m9AfmKhWHjq6mllU5Jh54cnGRwt1j6ensh5Z+ooZ4ypCYH8mgyo9rilHO87M9nZnfQWfqqLdUyLrCjc9tq5dUujxETyAB57/nzU0eIVXEO2ceyiqjQYIqL9D9OubP2dOB4ta76n9LndlQPiP/fGRjlFubnfccoJSaMUv3QYAJzwVImVjKxrwGMcm1xrBeNkk1bqmVcYEfnttXKq10eObW6wJgoec8dHTsmvEFX/U+Nc9vXA2vNtSiHnoF8xaKwPGHprmIa1iOOAgKgJwe/6crZ6XeVk9eqwDxoqZ92dG7WyrNkQIvyAGD1/qfWufVYDj0Bo9yi7CuuoiNltcjeCBxKWFbmHqfmFujKzYyW+mlH52atPGt4EQscWAG99T+1zq3HcuiJgFZ4dKlGRUUFxcbGUnl5OcXEaJus56Wf9tO/f9hLr/xhtIghCoDE7qMVNO+LnSIm8yltiWqMgp76mFGQYhX7q5/2Jeaxo3MzvpZHy5jrVgF9TN6250n/U6pdy9X3zVIOPQBNuUX5fmchDe0eC4McdCIrJVrErv957zHDGeVAGy2trzGPnZ3bl/JoGXMdWBt/2p67/qdku9aL74ReyqEHYJFZkOKKOtqUX0ajeyVoXRSgQ4IDA2lI9xhatqdY66IAA6BlvHM9lQFYEyXbHtq19YBRbkG+21kkImyMgp4cOGFERjxtzi+jkqp6rYsCdI6W8c71VAZgTZRse2jX1gPyFQvy1bajwpkv2k2KbmBdOJELO5v8uOcYXTmqh9bFATpGjZjH7jS1WsZcB9ZGybZn5HYN/w7fgFVmMY5V1tPaAyUivS0AzoiLDKW+ydHC9wBGOdAy5rEnmlotY64Da6Nk2zNqu4Z/h+9AvmIxvtl+VMQlPxV6cuAG9jlYvucY1TQ0aV0UoGOUjDXsqaYW8Y6BVijZ9ozYrqGD9w8Y5Rbj45wjNKx7rG6fsIF+GJuZQHVNLfTTnmNaFwXoGCVjDXuqqUW8Y6AVSrY9I7Zr6OD9A/IVC5F3vJpy8sto1qS+WhcFGICUmHDK7BpFn28poAuGpmldHKBj+JX0c1NHtMcajgoLptCgQCqurKOaxmaf9aTeaGrty2D1eMdAPZRqe7yqXNfYTA9cNIhaWluppr6ZYiP03a6NrIPXAzDKLcSHGw9RVGgQjeqJqCvAM07vk0gfbDjcPtEA4C7WsJx6Um81tYh3DLRC7rbnqh/puY0bVQevFyBfsQiNzS30/obDdHpWVyQMAh4zrneiaDtfby/UuijAAMitJzWiphYAK+uy0Wf9A9aZRVi6q1hEXjl7QLLWRQEGIjE6jIZ0j6UPNhzSuijAAMitJzWiphYAK+uy0Wf9A/IVi7BoVR71TYmmnolRWhcFGIyz+ifRgmW5tP9YFfVJita6OEDHKKEnhVYcWA2j67LRZ30HRrkF2HW0gtblnaBZk7K0LgowaGjELuHB9Nbag/TQxYO1Lg7QMUrpSaEVB1bCDLps9FnfgHzFAry8fD8lRYfSmEzEJgfeExIUSJMGJAuHz6p6xCwHzoGeFAD/QT+yLjDKTU5+SQ19seUoXTC0GwUH4nYD3zhnYIpIIvTeemjLgXOgJwXAf9CPrAvkK208/PDDNG/evA7f9e/fn3bv3i3+v66uju6880569913qb6+nqZMmUIvvvgipaSkkJ55duleIT04a0CS1kUBBnf4zM7qSq/8vJ/+cFpPRPAxEBypgbWdrFON4RjHPsYMN4Ke1JtrdbWv2nUG1IfvcVlNI1U3NFF1QzPFRYRQcpcwWWKLy9F2jKbLRp+RBxjlNgwePJh++OGH9r+Dg3+rnjvuuIO+/PJL+uCDDyg2NpZmzpxJl19+Oa1atYr0yr6iSlqSc4T+OK4XhQUHaV0cYHB+d0p3+tuHW+i9DYeEYQ70j5wxw/WuJ/XmWl3tG0BEd2tQZ0A9jpbV0sETNfTcsn20Krek/fsJbSvRvt5nufubUXTZWo0zZgTLXTawEZ6amtr+6dr15Kuj8vJyeu211+jpp5+mSZMm0ahRo2jRokW0evVqWrt2LemR1tZWmvf5TkqOCRd6YAD8pXt8BGX37UrP/rBXSFmAvjFyrGMlr9Xdvj/tPWaJOrMqfA/5Htsb5MwKP+6zlfqbLVa9bqWAUW7Dvn37qFu3btS7d2+aNm0a5efni+83btxIjY2NNHny5PZ9BwwYQBkZGbRmzRqnx2OZS0VFRYePWnCyl5W5x2na2AzhqAeAHFw5sgeV1zbSSz/tJz2gZR/TO0aOdazktbrblyUMnhzHKpitj/E95Htsb5D7e5+t1N9ssep1KwWstTbGjh1Lr7/+On3zzTf00ksvUV5eHk2YMIEqKyupsLCQQkNDKS4ursNvWE/O25wxf/58IXWRPunp6SpcCVFpdQPN/XQ7jekVT6N7IuIKkA9+83LRsG4iog/HLdcarfqYETB6rGOlrtXdvvVNLR4dxyqYrY/x/Xd1j329z1bqb7ZY9bqVAkZ5G+effz5dddVVNGzYMOHE+dVXX1FZWRm9//77Ph9zzpw5QvoifQ4dOqSKbIVfJTU0ttD00zMVPx+wHpcM70Zdo8Porg+2UFOz68lNabToY0bBDLGOlbhWd/uGuXBiNlOdWbWP8f13dY99vc9W6m+2WPW6lQJGuRN4Vbxfv36Um5sr9OUNDQ3CSLelqKhIbHNGWFgYxcTEdPgozasrDtB3O4vopom9KSFK/w4iwHiw0/Cfz+hDWw6V0TM/7NW2LBr0MaNgpVjH3lyru32LK+s9Oo5VMFsf43vI93h8VqKs99lK/c0Wq163UsAod0JVVRXt37+f0tLShGNnSEgILV26tH37nj17hOZ83LhxpBe+2naU5n+1W6xkjukF2QpQjn4pXeia0en0wo/76bMtBVoXB1g81rE31+pu3zP7JVmizqwK30O+x7dN6tvJMJ/gx322Un+zxarXrRQBrax3AHTXXXfRxRdfTD179qSCggJ66KGHaPPmzbRz505KSkqiv/zlL0LSwrpzXim47bbbxO84AounsIMMa/L4FaDcqw3fbC+kme9solMzE+jWs7IoMIADewGgHDx0vPjTflqXV0L/+cMomjRA+5j9SvYxoyLFDzZCrGM1r9XVvlaqM6v2Mds45TUNzRQrc5xyq7Udq1633CBOeRuHDx+mqVOnUklJiTDCs7OzRbhD/n/mmWeeocDAQLriiis6JA/Sg2G0cNWv9NiXO4VB/pcz+8AgB6oQEBBAf5rYm+oam+nmNzeKVZErRvXQuljAoLGO1b5WV/taqc6silL32Kptx6rXLTdYKTfwCkNheR3dv2QbLd1dTBcOTaPfn5pBgYEwyIG6NLW00Gsr8+inPcfo2jHpdP+FAzVz7jHLKh4AegV9DADlwEq5ATlWWU+LVuXRwlV5FBESRHee049GQ0MONCI4MJBuntCbspKj6e21+fTDriKadXZfunp0OoWHIJMsAAAA4AlYKTfICsPR8lpaue+4iKzy4+5iCg4KoHMGptAlw7tTVBierYA+KKmqp3fXH6LV+49TdFgwXXxKN5o8KIVO7ZWgSjvFKh4AyoI+BoBywChXER7EONQix3l1NZitzSulzYcrqLCygQ6eqKF9xTVUUXcyrXlGfDiN6RlH4zLjKDoMq5BAnxRXNtDPuSdo/cFyKm9ru+lx4ZSVHEU94sIpuUsoJUSGUP+UaOqXHOX2eF26dBEadrn6GACgI+hjAGjfx2CUq+xM6kk2tIw7l1BAMALuA/PT0lBDh5652u1+nq7KedrHAAAdQR8DQPs+BqNcRVpaWkS4RU9XJPT2ypIHYrOvjljhOo14jZ72Gfs+ZsRrdQauRb+Y4Xp87WNWrzclQL2Ys0486TMQI6sIh1Ts0cPYIePMkNHNE6xwnWa8Rmd9zEzXimvRL2a7HrXmMSvUmy+gXqxXJ8joCQAAAAAAgMbAKAcAAAAAAEBjYJQDjwgLC6OHHnpI/GtmrHCdVrhGM14rrkW/mO161AL15hjUi3XrBI6eAAAAAAAAaAxWygEAAAAAANAYGOUAAAAAAABoDIxyAAAAAAAANAZGOQAAAAAAABoDoxwAAAAAAACNgVGuIhzohlPFIuANAMqAPgaAsqCPAaAcMMpVpLKykmJjY8W/AAD5QR8DQFnQxwBQDhjlNhw5coT+7//+jxITEykiIoKGDh1KGzZsaN/OKwMPPvggpaWlie2TJ0+mffv2aVpmAAAAAABgfGCUt1FaWkrjx4+nkJAQ+vrrr2nnzp301FNPUXx8fPs+Tz75JC1YsIBefvllWrduHUVFRdGUKVOorq5O07IDAAAAAABjE6x1AfTCE088Qenp6bRo0aL27zIzMzuskv/73/+mBx54gC655BLx3ZtvvkkpKSn0ySef0LXXXqtJuQEAAAAAgPHBSnkbn332GY0ePZquuuoqSk5OphEjRtCrr77avj0vL48KCwuFZEWCdXVjx46lNWvWODxmfX29cIix/QAA5AN9DABlQR8DQD1glLdx4MABeumll6hv37707bff0l/+8heaNWsWvfHGG2I7G+QMr4zbwn9L2+yZP3++MNylD6/EA/1SXtNA+4urKCe/lPYfqxJ/e7JNK/RYJrVBHwNAWdDHzDPWyn0dZqkXPRHQirhGgtDQULFSvnr16vbv2Chfv369WAnn71lzXlBQIBw9Ja6++moKCAig9957z+EKA38keIWBB7Ty8nKKiYlR4aqApxSU1dI9H22lFfuOt383sW9XeuKKYcQdxNG2f1wxjLrFReiqvFqWSQvQxwBQFqv3MbOMtXJfh1nqRW9gpbwNNrQHDRrU4buBAwdSfn6++P/U1FTxb1FRUYd9+G9pmz1hYWFi0LL9AP3BT/f2gwvz877j9NPeY3TPh4633fvRVk1WBlyVV6syaQX6GADKYuU+ZpaxVu7rMEu96BEY5W3wKviePXs6fLd3717q2bNnu9MnG99Lly7tsGLAUVjGjRunenmBfByvaug0uEgkdwmjFbmOt/EAxL/VU3m1KhMAAJgNs4y1cl+HWepFjyD6Sht33HEHnX766fT4448LScovv/xCr7zyivgwLFG5/fbb6dFHHxW6czbS586dS926daNLL71U6+IDP6ioa3S6rb6pxeVvK138VovyalUmALSkpKqedh2tpKaWFuqf2oXSYvH6HPiPWcZaua/DLPWiR2CUtzFmzBhasmQJzZkzhx555BFhdHMIxGnTprXvc/fdd1N1dTXdfPPNVFZWRtnZ2fTNN99QeHi4pmU3Evxai5+iuVPHRIRQ16hQio0M9fg30WHBFBoUSGW1DRQd7tnv3RETHuJ0W1iw65dJXVz8VilclVerMgGgBbnFlfSPr3fTst3F1GLjHXVa70S674IBNKxHnJbFAwZH67HW3Xzp6Xwq93W4Ol5kaBDFR4YKB1Bv5nlwEhjlNlx00UXi4wxeLWeDnT+AVHEMcfSb8VmJdP34TJr66joa3TPeb8eSrtGhohz82s2e4sp6p9v4e/6t2rgqr1ZlAkBt3l9/iOZ+ul0YADPGZ9LgbrEUFBhAe4sq6fOtBXTZC6vpwYsH0XWn99K6qMCgaDnWupsvvZlP5b4OZ8djg3zh9DH0wCfbO8g+4QDqOdCUA1XwxTHE2W9W5ZbQolV5NCM7UxbHEn6C5wGDBw5b+O+z+iU53caRWbR4+ndVXq3KBICavLx8P9390VYan3WyzZ89MIVSY8MpqUuY+O7RS4fQlMEp9NBnO+g/y/drXVxgULQaa93Nl0UVdV7Np3Jfh7Pjzb1oEL2wLLeTHxYcQD0HK+VAFTxxDLEfGFz9hg1zXh1z9Xtv4Cf456aOEMdhPRy/zuPVAOmYrrZpgbvyAmBW3lufLyQrl43oTleN6iHeYNoTHBhIfxjXi0KDg2j+17spIyGSzh/6WyhbAPQ81rqbL0urvZ9P5b4OR8draW2lOR9v86pcoCMwyoEq+OIY4u43tk6YcjiW8GDhbMBwtU0r9FgmAJRk48FSun/Jdpo8MNmpQW7L1aN7UGFFLd31wRYa0j2W0hMiVSsrMA9qj7Xu5r6KuiaX253Nh3Jfh/3xOImQL+UCvwGjHKiCL44m7n5j64RpZOdGV846vjjGAmBGymsb6bZ3NlGfpGihE3dnkDO8z00TetO9H2+juz/cSu/cNNaj3wHroaex1n7uY602yzVHpMeJxaiY8GCaOSmLFq7Mo5qG5k6/12o+1Nox1gzAKAeq4IujiavfsLNnzqEyl783Aq6cddh0YN0sMqYBQPT3L3YIw/ze8wcKeYqnRIYG043ZmULG8tmWArpkeHdFywmMh96yU9rOfWyQL5g6QvhRPb8st32f7KxE8f2sxTkdDHMt50MEIfAfOHoCVfDF0cTZb6ToK7xKYGTnRnfOPJxNFBnTACBase8YfbjxCE0b21M4c3oLh0Y8NTOBHv9qF9U6WFkE1kWP2Slt5z5eIWeDnP2obFmZW0KvtwU8kNB6PkQQAv8JaG1ttYnuCpSEM4DGxsZSeXm5pVIVO3pF6I2jie1votrilJfXNlBUmLGdGzmO69lPL3e6/bXrRtMNb2xwuG3p7DOoT3K0gqUzJuhj5qO+qZmm/PtnigwJpgcuHOiz/IQjVtz5wRa697wBdNPE3rKX0yqYrY+5G4e1HGt57jtaXkfnPbvC6T7f/HUC1TU268rZ35d5HpwE8hWgKr44mjj+TRQZHW8cWe2BwwywCm+s/pXyS2roH5cP80sPnhITTmf2S6IXf8qlaadlCFkLAHrOTsnz3oHj1S73YYN8eEY86QkEIfAdjEpAcQcYb3/vzf56cs7xFm8cWe2BwwywAhz67bmluSIOuRyRUy4Z3o1+3FNMH2w4jKRCQMwfESFBLvfReqxV2nnSfg7lrNnV9U3Cf8Noc6oZgFEOFHWA8fb33uyvN+ccuZ1iOJuoI+AwA6wCr2o3tbTSlSN7yHK8pC7hdFrvRHrl5wP0f6f1FBlAgTWR5o9T0uOEn5K9ZltypgwP0db1TknnSUdzKF/z9PGZ7Q6kRppTzQAcPYFiDjDe/t6b/fXonCO3Uwy/aofDDLAqheV19Mbqg3TB0FSxYicXFwxNoyNltbRsd7FsxwTGwnb+4IABHDiADXNbxrcZpw9/tkPT+UQp50lnc+hKm4zZRptTzQBWyoGsWTj9+b03+/tbNr1gtEyiAKjFSz/lCgkXG9FywnHOs5Kj6c01v9I5g1JkPTYwBrbzB68G86owG6GcJZp9edITIujbHUXtq8VazydKZBX1NGO20eZUowOjHCjmAOPt773ZX8/OOWbPJAqA0nCklHd+yafLRvRQxCGTM4K+vPwAHTpRgyyfFsR+/mDD2zYG+IvTRnb4Ww/zidxzgbeBBvRQB1YARjlQzMHE2997s7+vZTOyYygAVoE136HBgTRlsDIr2WMzE4U05sONh+mOc/opcg5gHid7rZ09tagDflvADyfhIUG0Kb9UVgkZcA405cCtg4kjPHEw8fb33uzvS9nYqWXm4hwRk/ayF1fT2U8tp9sW54jvAQD64ER1A7297iBNGZSqWNhCNjTY4ZONcqTqsB6u5g/bbNFmdqx3VQfs7MnynVve3kQzXl9Pm/NLRX4QoDyoZaCYg4m3v/dmf2+PbQbHUACswOurfyW2k6cMSVX0PNl9uwqHz40HSxU9D9AfzuaPbJts0WZ3rHdVB9Nt6kBy/rxvyTbMkyqAjJ4qYtRMaP5m5/L2997s7+m+es7aBuTDqH0MnKSmoYnGzV9G43onKh5HvKW1lf76bg6dNySVHr10qKLnMhNm6mP280d0+MkY3RW11nGst60DfoP0xbajwiBnnb09mCeVB5pyoLiDibe/92Z/T/d159TCiRLUTHokB9DHA7PBSX3YOOAwiEoTGBAgJCxfbyukeb8bgpjlFsJ+7MzsGiXr2KnHsdlZmWzn0Jz8UuHgGhkaRDMnZdGI9Djh8Cnpyqvr4eypNDDKgSVw59TCqYpZWy4lSFAy6ZEcGD1xEgD2NLe00n9XHBCGMif5UYOxmQn0xdajtP7XE+K8wPwoPXbqcWz2tEw8T7JBvmDqCBGr3DYCDWvt5UriBZwDTTmwBO4ce1YfKGnXliuZ9EgOoI8HZuT7nYV0qLRW9rjk7mKW89jw9bajqp0TaIfSY6cex2ZvysR9Ye5Fg4RBbp/hlP9+8NPtmF8UBkY5sASSU8sEO8N8vI1jj5QgwZPERLZ4u7+/qH0+ANQKgzgwrYswlNUiICCARvVMoO92FiEKiwVQeuzU49jsTZl4nhyZEdfJIHe2P5AfyFeAZeDXdLwKwAlDWCfHsWg59JWUtY1hPau7qdmfpEdyYKbESQAwmw+V0ab8MpqtQczw0T3j6dsdhbSjoIKGdI9V/fxAPZQeO/U4NntbJkcOnq72B/ICoxwY0mnFV4ICAuiGNzY43e5Jkgh/kh7JgdrnA0BpFq48QCkxYTQqI171cw9I60JRoUH0/c4iGOUmR+mxU49js5JJ/MxqJ2gJ5CvAJWZLuONJ0iElkx7JgdrnA0BJjpbX0pfbCum8wakUqEEElODAQBraI5Z+3F2s+rmBuig9dupxbFZjPjObnaAlMMqBoZxW/MWTpENKJj1S6xoAMAr/W3NQZAuc2C9JszIMT4+nbUfK6XhVvWZlAMqj9Nipx7FZ6fnMjHaCliB5kIoYLemCmRPueJJ0SMmkR2pdg9UwWh+zOrUNzXTa/KU0rk8iXTdO2WRBriiraaC/vL2Jnr76FLocYd9M38eUHjv1ODYrNZ+Z2U7QAmjKgaGcVuTCk6RDSiY9kgO1zweA3CzJOSKyJ7J0RUviIkNFApmf9x6DUW4BlB479Tg2KzWfmdlO0AIY5UD3TitwIAHAfPBL2oWr8mh0r3hKiVEnWZArhnaPpRW5x0W5OFQiAN5ixblKL3aCWYBRDpwiOXywNkwrpxU9ZkcDQI+0tLRSQ/PJlNhGgPt0bnEVPXjRINIDbJR/tqWAdhdW0sA0Y8oygHZYda7Sg51gJuDoCXTrtAIHEgDcw6tynGlvyMPf0sC539DvnlspZBh657WVeUIyMiC1C+mBfildhMPpSieJVgBwhpXnKq3tBLOBlXLgEn7Cf27qCE2cVjzJRIYOD6xMeU0j/f6/a+nAsWo6f2gqJUaF0crcY/THhb/Q36b0p1vPyiI9sq+okpbvPUa3nNlHN1KR0OBA6p/ahdYcKKGbJvbWujjAQFh9rtLSTjAbMMqBbp1W4EACgHNY+3z3R1voYEkNPXTxIOqZGCW+P7N/En286TD989s9ImvtjRP0Z2Cyljw+MoTG9U4kPcGyla+2HaWm5hYKDsKLZOAZmKv06dxqRDDqAN1iBgcSfm3JIaNy8ktp/7EqU7/GBOryxdaj9O2OIrppQu92g5wJDAigK0el08XD0ujxr3bpTo7BscA/2niEzh2cqjvDd3C3GKqqb6IdBRVaFwUYCD3MVZhrzAFWyoFuMboDiVUdf4DyNDS10BPf7BZp6U/NTHC4z7VjMujXkhq64/3N9P0dE0XYPz3w5pqDxIqVyQNSSG/07hol3i6sPVBCp6THaV0cYBC0nqsw15gHfS1TAGASBxIrO/4A5flk8xE6XFpL14xJd7oPp6z/8xl9qKahieZ9vpP0kizozTW/0pn9kyk6XH9rQrxy3zclmn759YTWRQEGQsu5CnONudDfqAiACRxIrO74A5TVknPkkpEZcZSeEOly34SoUJp2ak96ZcUBumpUDzo9q6PRoDbvbzgkkgVdMETbZEGuGJAaQ9/tKBQhJvnBBgA9z1WYa8wFVsqB7uEBhdP0Ds+IF/8aYYCB4w9Qio0HS2lPYSVN8TALJjt+clSRhz7bQY3NLaQVfO7//LyfxvVJpGQdJAtyBodorKhror3FlVoXBRgMLeYqzDXmAivlbTz88MM0b968Dt/179+fdu/eLf6/rq6O7rzzTnr33Xepvr6epkyZQi+++CKlpOhPF2kW1M6OJuf52PEnMjSIZmRn0oj0OKpvOpnUZVN+KS1cmefS8UcqR1V9o9ABs36Ync+skiEOuOajTUcoqUsYDeke69H+HHLwunG96P4l2+iddfl03em9SAs+31JABWV1NGtSX9IzWcnRFBQYQOvzTohVc2AdHM0BjJ6zdCrtZGpfJ9FhwVRd30TltZ7XhxUznfoKjHIbBg8eTD/88EP738HBv1XPHXfcQV9++SV98MEHFBsbSzNnzqTLL7+cVq1apVFpzY3ajityn49fWy6cPoaeW7aPnl+W2/79+KxE8b0zxx+pHLwaumDqCHry2z20KrdEljIB41PX2ExfbCmgyYNSRJQVT+EkPWf0S6JnfthLl47oTrER6kYuYinICz/mCsmNbaQYPRIWHCTqi/vgH8Zp8wAD1Md+DuBFFR6rX1iWSyty9etAqaSTqaN5MTsrkaaPz6RZi3OopqHZbX3ACdU7IF+xgY3w1NTU9k/Xrif1l+Xl5fTaa6/R008/TZMmTaJRo0bRokWLaPXq1bR27Vqti2061HZcUep8PJjbGtQM/83Gibty8Ar7olV5nX4P5x1rsyr3OFXWN9HpfbyP733V6HThaPny8v2kNl9vL6T9x6rp0uHdyQj0TY6mDQdLtS4GUAlHcwCPwbyoYmuQ63EMVsrJ1Nm8uDK3RMxNXD/u6gNOqN6DlXIb9u3bR926daPw8HAaN24czZ8/nzIyMmjjxo3U2NhIkydPbt93wIABYtuaNWvotNNOc3g8lrnwR6KiArFv9ei4osT5xDHtBnOJFU6OaVsOlrzYrrDLUSYzYrU+9u2OQuoWF07dfVhhYqfPC4amCfnUH07rqdoqFa+SP7t0L53SI5b6pnQhI9A/pYt4kCiuqNO1/l0NrNDHHM0BRhqDlXAydTUv8mLRjPEnjXJX9QEnVO+BUd7G2LFj6fXXXxc68qNHjwp9+YQJE2j79u1UWFhIoaGhFBfXMW4t68l5mzPYqLfXqRsRT/RgnmrGiirqqLSa92ONdDDFR4ZSStukJx2jpLpBvDaU9Nf8ikxJx5XyWtdP676czxfnG9vfsAZd7jKZEbP0MU9obmml73cW0YS+ST6npr9oWBot211M//5hLz155SmkBl9tP0p7i6po3u8Gk1GQHh5YwnL+0DSyMmbtY7ZzVlNLa6ft3o7BWvsCyZ1R090c1tDcQjMnZbX7TDU0NYs6kMrA/1/f1EwvThvZwZ/Kdj53NI+VW1x/DqO8jfPPP7/9/4cNGyaM9J49e9L7779PERG+rSjNmTOHZs+e3WGFIT3deVxhPeKJHsxTzVh+STXNWbKtgySD9WmPXzaUQoIC6W67Y7D+mnXVknZNiexoXPa6RteDry/n88X5xvY3nMBE7jKZETP0MU/ZeriMSmsaaWRGvM/HiAwNFhKS/639lW6c0Jv6Kbxyzenqn/5+Lw1Pj1P8XHLCbxV4pXHzoTLLG+Vm7GP2c9Zr143utI83Y7AZfYHczWE94iPorbUHO7xNkCQz/Ihzjwfzuf08VgD9OTTlzuBV8X79+lFubq7Qlzc0NFBZWVmHfYqKisQ2Z4SFhVFMTEyHj5HwRA/mqWaMV8jtDXJJn8ZRIX7ac6zTMVbZadfkzo4mlX31gRIxYDjC1/NJzjfeHNP2NzmHymQvkxkxeh/zhp/3Hqeo0CARHcQfJg9MFtFbnvj6ZGQpJflw42E6cKyarh5tPCOuT1K0WN2zOmbrY47mLEfjradjsFl9gVzNYROyEmnb4XKH1/nT3mN0z4db3c7n9vMY9OcngVHuhKqqKtq/fz+lpaUJx86QkBBaunRp+/Y9e/ZQfn6+0J6bFU/0YJ7sw7Bkxb4DS6zILaHkmDCH2/g3/HpMiexoUtn5ldr14zM7DcAT/DifL843tr9xViYjZDMFyrB8bzEN7hYrwvX5m7WSjeSlu4tFOnml4EyivErOTqkczcRo8MMPGx682g/Mg6M5y9F4y9/dNqmvmAdcjcH2vkDO5jnb+dAIOJvD+O323IsH06Nf7nL4u+QuYU79qaT53NE85qktYXYgX2njrrvuoosvvlhIVgoKCuihhx6ioKAgmjp1qgiBeMMNN4hXeAkJCWKl4LbbbhMGuTMnTzPgiS66sxKv8z4nj9Xkcj9X+j1+xbV09hmyZ0eTro9fpfErNX6CZ+cVLgu/usxIiKQ0P16Z+eJ8Y/ub6vpGevzSoUK7x3FhjZLNFMgPa1O3HCqn6ePlCdE3rneicGR87Mtd9Omt4xXJXPny8gNUWtNA1xhwlZzpm9yF6ppaaHdhpccx4YEx5zXbOeD+CwYKPbg03j7vZgw3sy+QozksOjyYDpfWdPL18rQOOBwrH9N+HkMSpJPAKG/j8OHDwgAvKSmhpKQkys7OFuEO+f+ZZ555hgIDA+mKK67okDzIzMiRlEDaJybcdVNzpd9LjDqZJU0ObJ1IIkKDhKOK5Hxi72nPDwJaON/I7bADjM+GX09Qc2srDU6TRzrAjqLTxmbQvM930pKcI3TFqB4kJ4dO1NB/lu+n84ekGTZ6Sa+ukcTPKlsOl8Eot8C8Js0Blw3vToO6dbzfrsZjs/sCOZqPqlwssrmrAw7uYOsM6mw+NkPd+QKM8jY4U6crOEziCy+8ID5WwdOkBJ7sEx8VKl57sYbckT6tuPK3kFvOjuEvzhIhOHImhW4b6Im1B05QfGQIpcbKZ+BytsrTeifQP77ZTecOTpFt0mttbaV5n+8Qmf8uG2GMuOTOkgjx27Kth8pp2litSwP0mmzH9niSDt2RhMVMc4qrOuS53JP6xXzsGGjKgV+6aE+10xz2kKOscKezhf9+7LKhdGa/JNmTH3iaCOF1B86k0G0DPcHa7wFpMT6HQnTGtLE9qaK2kZ75fp9sx/xmeyH9sKuY/jCupwiFZmQyu0bT5sMdHfyBsZE72Y4VfYFc1eFZ/ZLc1i/mY+cEtPKyBlAFDiXF+nTOEGokD3bpFZMrXbQn+3SKUx4eLFbQ7eOUy5X8wJb9xVV09tPLnW7/5q8TRApz6LaNjVH7mCu4XQ556Fth5J47yHm0J1/5bEsBvbc+nz65dTwN69ExF4O3lFTV07nP/Ey9k6Lojsn9ZH+IUJulu4po0apfadu8c0U4SWCePib3fCMdj32BYiNCLeEL5KoOXW3DfOwcjDJAFo2zpzpoNsAlI9zXY/iCOycSHgCG+xH/GQCl2MoRQFpaRZZJJbhgaKpYib/rgy302cxsn1e3eX2HV78am1uEw7TRDXKmd1K00PLvLKig0b0StC4OkBG55xsr+gK5umZX2zAfOwfyFaBb+Embn6hz8ktp/7Eqv+KUyuG0aoTrBOaDE5JEhARRenykIscPDgykP03sTXnHq+nJb/b4fJz/rsgTspWbJ/YRGQ3NQHp8BAUHBdC2I+VaFwXocOzF2G2++VhrsFIOdIncmb3kdu6RC2QwA+7YePCEiJmtRNhCiZ6JUTT11AxauCqPRveKpwu8zGL5055imv/1LrpoWBqN6mmeFS6O6d4zIRJGuQnxd+zF2O07ep2P9QBWyoHuUCKzl9zOPXKADGbAE0nIpvwykV1Sac4bnCoS/cx+b7NXmSx5Jf/Pb22k4elxNHVMBpmNXolRIokQMA/+jr0Yu/1Dj/OxXsBKOdAdnmT28qXT+pLMx4jXCcxDQXkdnahuoD7JymfEZA34nyb2ESve1732C70+41S3q94/7z1Gf/rfRspMjKJZZ/dVdDVfS135j3uKRYZSOHuaA3/HXozd/qO3+VgvYIQBukPJzF56csZBBjPgjq2HTobjU2OlnAkNDqS/TelP//p2D019ZS09cNFA+r+xPTsZ2+yI9eJP++n5ZftExJa/nt1XxPU2I5ldo6illWjX0UpTSXOsjL9jL8ZuedDTfKwXYJQD3WEVJxC5r9M2O1pMRAh1jcKAZ3S2HC6nxOhQkQVPLXg1eM4FA+nNNQfpwU930FtrD9JVo9JpQFoXampuFU5t7204JNoaJwe6fEQPU66QS/SIj6CgwADaWVAOo9wk+Dv2GmGOwnxgTGCUA91hFScQOa8TTkfmZMuhMurdVXnpij0hQYF0Q3YmTejblT7fUkBPfrubGptPprSICguiMT0T6OJTulmibXFdZCRE0I6CCq2LAnQy9up9jsJ8YFyQPEhFzJJ0Qa1BhR1mbAc9yQkkzUSDihzXySsiMxfnONQ48rFYt2eVFRIz9TEemofN+47OH5Kmebr6puYWKqluECvGCVGhFGiCGOTe8PLy/XS8qp6+nDWBrI5Z+pi/Y69e5yjMB8YGK+VAl1jFCUSO64TTkTk5XFpLlXVNlNlVmfjk3oYGdJb0ywpwBJbV+49TQ1OL0N0D4+Pv2KvXOQrzgbGBUQ50i1WcQPy9TjgdmZPtbbGx2SAE2tKra6SQ73CCmIFpxl0dBvKOvXqcozAfGBsY5UATZxIzO6FI11ZV3ygyG/LqWlV9k2LX6c7pKDw0SJTJLPVrFVjDHB8ZYprsmEYmI+Hk24pdRytglJsco85NUrnD3LzJUcsJtaiijkqruR557gsWzupWftvmKTDKgerOJGZ2QpGujROqLJg6gp78dg+tyi1R9DpdOR2Nz0qkL7YeFaH1zFC/VoKzSHKmTaA9HJEmNSacdhZU0OUjtS4NUAqjzk225Z45KUuM+7bzjsQElZxQ80uqac6SbR3KkJ2VSI9fNpQyMKa5BOI44BO+ZjQzcyY022ubkZ1Ji1bldRoYlbhOZ9nReGC+fnwmLVyZZ4r6tRq8KtszUXs9OfhttRwRWMyLUecm+3LzeM/jPo//tvDft56VpcoKub1BzqzMLaH7lmwT24FzsFIOVHUmMbMTiu21jUiPo+eX5ap2nZLT0dHyOjpwvFq8wsw5VEazFudQTUOzYucFysBZPIsr66lnm2wCaA8/IH23s0hExeHsp8BcGHVusi83j/c87vPC0IzxmRQVFkzV9U1iPpjx+nr6fGa2otfBkhVHq/SSYc7bIWNxDoxyoKoziZ6dUPzVEtpeW31Ti9fX6e/5eV82yG95e5NX5wX6Y/fRkyuyeNWrHzISI6m8tpGKKuopNRZGhZFxNNayD5Ar1Bg7fZkDHM2pbJhLi0IvThvZYU5Q+jpYQ+7PdqsDoxz4hK8ZzfSaCU0OLaHttXnrbCOXllGv9Qu8Y+fRCgoNChQ6ZqAPeiZEtcuKYJQbF2dj7SOXDKHI0KD2N4tqj52+zgHuxnz7uUjp64gJD/Zru9WBphz45VzoCFcZzXz9nRG0hLbXxq8K7TV9zq5TTi2jHusXeM/uwkpKTziZ3h3oA+47bLTtKoSu3Ki4Gmsf/HQ7zb1okCZjpz9zgKsxn+cgnovUnAPio0KFU6cj+HveDpwDoxzI6lwoZTRz9srN199prSX0BNtrc+Zs4+g65Tq/fRncnRfoW76SHg89uZ5gHTk7e+46Wql1UYCPuBtrR2bEaTJ2+jMHOBvzs20c/dWcA1gvzlFW7A1zKfoK9OSuwXsE4DO+ZjTTWyY0OXXuttdWXd9Ij186lBqaW4SjjbPrlFtnr7f6Bd7R3NJKucVVNCIjXuuiADvYKN9ZcDKpEzAe7sba2oZmTcZOf+cAR2N+dPhJB893bhyr+hzAvjBPXT38tzjl4cFihRwGuQWM8p9//plOP/10Cg42/KUYElcZzVw5regpExpr8vi1NHurc9QUdtIMDwmiTfmlYpXBWw2eo2uT6oIdMWMiGjrUhRI6cD3VL/COQydqqK6phXrE6zcuslVJT4ikpbuKqb6pmcKCg7QuDvAST8ZaV+O3Jw6YvjhryjEH6G3MZwPcUyPcqAmblMDwluxZZ51FR48epeTkZK2LAgyahIFXEBZOH0PPLdvXIYwhS0/4e381eO7qwlXyH+jAraknt80iCfQD35Pm1pNvMgZ3i9W6OMBLfBlrvZnLfJ33rDwHGMlWUAPDa8o5ZizQF0ZMwvDCstxOsVX57xd+dBxrXM66gA4c2LK3qFK87o2NQKQcvSG9vdgNXbkh8Xas9WYu82fes+ocYERbQWkMv1LOrFmzhuLjHesvJ06cqHp5rI7RkjCI8uY6Lu8KP8vraV1ABw4k9hRVUo/4SCSo0SGRocGU3CVM3CNgTLwZa72Zy/yd96w4BxjNVlADUxjll112mcPveVJrbnYccxQoh54TBKldXm+OrTdNINCGvYWV1KsrkgbpFY6KIyV3AsbE07HWm/FbjnnEanOA0WwFNTCFUV5YWAhNuY6Q23FRaScQb8rrbVmQzAd4Q2NzC+Udr6bsLMdxh4H2cPz41fsdpxEHxsPVmO7N+G30sV4LZ0uj15kSGN4oxyte/SGn04oaTiCelteXsljZgQd4z8GSGmpqaUXkFR3D0qLiygIqq2mgOAutapoROZ3wjTzWa+VsaeQ6Uwo4egLZkctpRS0nEE/K62tZrOrAA3xjX5tWuTsSB+kWKSrO3qIqrYsCdOSEb9SxXktnS6PWmZIYfqW8paVF6yIAhZxW1HQCcVdef8piRQce4Bv7iqsQeUXnpMWGU1BgAO0prKBTMxO0Lg7wESWc8I041mvtbGnEOlMSwxvl8+fPp5SUFJoxY0aH7xcuXEjHjh2je+65R7OyWR1/nVbUdgJxVV5/y2I1Bx7gu1He3YKxeY1EcFAgdYsLRwQWg6OUE77Rxno9OFsarc6UxPBG+X/+8x965513On0/ePBguvbaa2GUG9hxRO5Mm/6UDQ4pQC35Coxy/cO6csQqNzZqjelqOFD6eg7+XUSI68y0mNvUJdgMkVfS0tI6fZ+UlCQyfQLjOo4olWkTDptAjzS3tNKBY9WQRBiAHnER9O2OQuHThGADxkSNMV0NB0pfzyH97pT0ODGn2ifPk46DuU1dDO/omZ6eTqtWrer0PX/XrVs3TcpkdeR0HJE70yYcNoFeOVxaQw3NLVgpNwDpCZFUUddExZX1WhcF+IjSY7oaDpS+nsP2d/zW+frxmcIwtwVzmzYYfqX8pptuottvv50aGxtp0qRJ4rulS5fS3XffTXfeeafWxbMkcjmOKJFpEw6bQK/kFp+M5gGj3BgJhJi9RZWUEhOudXGAjyg5pqvhQOnrOWx/V9PQTLMW5wiZ6IzxmUIm2rtrlHBoxtymPoY3yv/2t79RSUkJ3XLLLdTQcPKpMDw8XGjJ58yZo3XxLIlcjiNKOKDAYRPo2ShnfWdCFNqX3knuEkahQYG0p7CSJvRN0ro4wA+UGtPVcKD09Rz2v2PD3FYi+sktp2Oe0wjDy1dYz/fEE0+ISCtr166lLVu20IkTJ+jBBx/0+Zj/+Mc/xHF5BV6irq6Obr31VkpMTKTo6Gi64oorqKioSKarMBdyOdAo4YijtsMmvybcX1xFOfmldOBYFRVV1LX/vf9YlaIxYIGx4PbAUT2gUdY/gYEBIsHTPsQqBxrMNdK8wonG2L9q5qQsERTB2Tls5yEeZxIiQx3uL0fZgMVXyiXYUB4zZozfx1m/fr2I6DJs2LAO399xxx305Zdf0gcffECxsbE0c+ZMuvzyyx3q2a2OXA40SjjiqOmwaeuAwwPggqkjaNGqvA4aeTWypgHjhEPsFot2YBRYZrS7qELrYgCdotRc48ixk/XgPL+wDIVXvW3P4cwRlI35Ga+vb99fjrIB/zH8SjmzYcMGoSHnEIhsKNt+vKGqqoqmTZtGr776KsXHx7d/X15eTq+99ho9/fTTQrc+atQoWrRoEa1evVqszgNlHGiUcMRRy2HT3gGH9Xr2BrlaWdOA/uEoHryShYcz48Ar5blFVcgqDVSba5w5dvK8wvMLzzO252CcOYJysIS5Fw2SrWxAHgy/Uv7uu+/SH//4R5oyZQp99913dO6559LevXuFtOSyyy7z6lgsT7nwwgtp8uTJ9Oijj7Z/v3HjRuFIyt9LDBgwgDIyMmjNmjV02mmnOTxefX29+EhUVFhnVUUuBxolHHHUcNi0d8DhOOu2mj21s6aZFbP0sZJqjjHcBKPcYLHKqxuaqaC8ztTOuWbpY1og91zjyrGTDfP7LxhIlw3v3n4OftB3tj9//+BFg2jp7DMQuEBHGN4of/zxx+mZZ54RBnWXLl3o2WefpczMTPrTn/7kMH65K+N+06ZNQr7iKBZ6aGgoxcXFdfieM4nyNlfZRufNm0dWRS4HGiUccZR22LR3pGGPdlfwoKhGkgmzYZY+xpMnY2bjzowr5VIEFjPfN7P0Ma2Qc65x59jZ0NRCg7rFdtjfVQK+6vomGp7xmyoAaI/h5Sv79+8Xq9sMG87V1dXCUYo14K+88opHxzh06BD99a9/pbfffltEbpELjv7C0hfpw+cB1nTyCQt23dUiQoNo5uIcOvvp5XTZi6vp7KeW022Lc4QeEJi/j+Ueq6LAAKKUmDCtiwI8pGuXMNGvOQurmTFLH7Oi82hsRIjQmrOD5w1vbKBb3t4kdOT8N3/Piz9AXxjeKGftd2XlyUGxe/futH37dvH/ZWVlVFNT49ExWJ5SXFxMI0eOpODgYPFZvnw5LViwQPw/r4hzuEU+pi0skUlNTXV63LCwMIqJienwAdZy8pHIOVTWKTmDBO+3Kb9M0SQTZsUsfYwzeXK86+Agww/JliEw4GQElr0mj8Bilj5mxnnFnYNmVFiwQ18m/vv1VXliO9AXhp8BJk6cSN9//734/6uuukqseHNCoalTp9LZZ5/t0TF4v23bttHmzZvbP6NHjxZOn9L/h4SEiKREEnv27KH8/HwaN26cYtcGzOPkI2VNy3aQNe2RS4bQ37/Y6VJvDswfoxyRV4wHy1b2Fpp7pRwY13m0qq6pk0EusTK3RGwH+sLwj0nPP/+8iCHO3H///cJ45qgoHEf8gQce8OgYrEUfMmRIh++ioqJETHLp+xtuuIFmz55NCQkJYqXgtttuEwa5MydPAOydfPhV4VNXDxcDoa1jza8l1Z3CUsmdZALoG44dPDy9o88KMIaz5/pfj4gILIgvD/TmPKpGAiMgL4Y3ytlIlggMDKR7771XkfOwMykfn4199kTnaC8vvviiIucC5nbySbF7+xvtZiUciRzMTV1jMx0praULhnjumA70ActXavn+ldUKAx0APTmPqp0sD/iP4Y1yprm5mZYsWUK7du0Sfw8aNIguueQSoQf3lZ9++qnD3+wA+sILL4gPAHKiZkIjoD/4TQlHukY4RONGYOHMnjDKgd7A3GI8DK8p37FjB/Xr14+uu+46YZjzh/+/b9++7U6fAOgZtRIaAX2yv7ha/JsWJ1/kJ6AOidFhFB4SSPuKoSsH+gNzi/Ew/Er5jTfeSIMHDxZZPaUsnKWlpTR9+nS6+eabhb4cAL2jRkIjoF89eUx4sNtXzUB/WCUCCzAumFuMheGNco6OYmuQM/z/jz32GI0ZM0bTsgGgp4RGQJ8cOFZFaYi8Ylg4ag4isAA9g7nFOBjeKGfpCscL59VyWzjueFZWlmblMjtmzj6pxLWZub6Af+Qeq6bUWEhXjAoisACl8HXesP0dJxDieOQc9Qvzj/4JNkMK4FmzZtHDDz/cHp5w7dq19Mgjj9ATTzxBFRUV7fsi6YE8cJbJez7a2iHZDWvUWLtmdGc1Ja7NzPUF/IMNubxjVTS0WzetiwJ8pDsisAAF8HXesP1dZGiQyNxpn0AI849+CWjlWcHAcJhCCWmVQrok27/5/zlKi5bwA0JsbKxIVWzUBwR+Aud08PbZJ6WOzto1oz6BK3FtZq4vPWK0PlZcUUenPr6UZp/Tj8b0+i28KzAOxyrraNa7m2nR9WPorP7JZHaM1seMiK/zhv3vZk7Kopz8UocJhDD/6BPDr5T/+OOPWhfBUvArMUcDhW32SaN2ciWuzcz1Bfwn99hJB0Fk8zR2BJaw4EDaV1RpCaMcKI+v84b970akx9Hzy3K9Pg7QDsMb5WeccYbWRbAUZs4QpsS1mbm+gP8cOFZNgQGcUCpM66IAPyOwcKxyAOTA13nD/nf1TS0+HQdoh+GNcuatt94S0pQ//vGP9PPPP9NHH31EI0eOFGERgbw4CtvGurUZ2ZniqbyxpVWEeDOiI4kS2c/cHZOdbuydeaLDgqm6vonKa+GUYwWjPCUmnIKDDJ8ywtJ0j4ugPUWIwKJnjORsbztv2M6vbGSHhwRRvJNy2883/AbHFeGhQaJe9FoPVsTwRvm9995Lr7zyCkVGRtKmTZvo3XffpfHjx9OiRYtEVJZ77rlH6yKaOkOYrSOJ7WsyIzqSKJH9zNUxzxmYTKFBgZ20g9lZiTR9fCbNWpxDNQ3NhqxL4E04REReMTrd4yNpw0FEYNErRnO2l+aNDQdLvZpf7eebnENlND4r0aGmnL//YutR2nqoTLf1YEUCzbBKvnjxYlqxYgU9//zz9O9//5s+/vhjeumll2jhwoVaF8/0GcL4Cd7es5vhQeHej7aKp3ArZz9zdcyHfzeY5izZ1kk7uDK3RNQp161R6xJ4Br9VQoxy48PyFX6ALiiv07oowA4eN+0Ncr2Pq9K8MfeiQV7Nr/bzzcKVeXT9+Eyx0GNvkPP3vF3P9WBFDL9SfuzYMRGjvEePHhQeHk6jRo0S30+YMIEOHTqkdfFMnyGsvqnZVI4kSmQ/c3ZMV848PAjPGH/SKDdqXQLXcN/hMHpThqRqXRTgJz3aVhn3FlUKKQvQD0Z1tud5Y3TPeJrz8Tavym4/37BU56mrh1NpdQMdOF4tJC28gi69iXV1LKA+hjfKu3btSsePHxdG+QMPPEDJySe936urq6lLly5aF8/0GcI43JLZHEmUyH7m6Jg8QLrC3knHiHUJnHOwpIZaWhF5xQx07YIILHrFyM72VfVNPpXd0XzDEp5b3t7k9bGAuhjeKGfnzrKyMvH/c+bMaf9++fLlNGbMGA1LZg2UcI60igORu7qzd9KxQl1aTU/OQMtpfBCBRb/oeY5yN3fIWXY91wMwWUZPR/zlL38RH2A850irOBC5qjvW/PErRivVpdXYf6yaosKCKCbc8MMwaHu4QgQW/aHXOcqTuUPOsuu1HoDJHD1tteUrV64UH/5/YFznSKs4EDmru2wbJxyr1KVVwyGydAXROsxBj/hIyi2uas8oDfSBHucoT+cOOcuux3oAnTH8Eg1rx2+77Tb63//+J2KVM0FBQULW8txzz4lQicB4zpFWcSByVHfR4SfjlL9z41jL1KUVyT1WiXCIJozAws67bKAD/aC3OcqbuUPOsuutHoAJjfLZs2cL/fhnn30m4pMzvFo+a9YsuvPOO0VoRKBf50gjJXRQyoFICcdSI9erFeDVVF4pv2BomtZFATKRHn9ScrCvuApGuQ5RYpxVa+6Qs+y2xxHlaHtRp0bdYF6ygFHO2Ts//PBDOvPMM9u/u+CCCygiIoKuvvpqGOU6xmgJHYziOGP0erUCJdW8UtWEyCsmIjE6jMJDAmlvISKwAP3OHVrND5iXLKIpr6mpoZSUlE7fc2hE3gb0iRETOjhznHGEVo4zZqhXK8Cr5AzkKyaLwBIXQXsRgQXodO7Qan7AvGQho3zcuHH00EMPUV3db5nUamtrad68eWIb0CeeaOr0jh4dZ8xQr1bJ5BkYQJQKo9xUdI+PFAmEANDj3KHV/IB5yULylWeffZamTJkikgedcsop4rstW7ZQWFgYfffdd1oXD5gwoYOeHWfMUq9mZ39xFaXEhFNIkOHXRYCds+e6vBJqaWmlQH7qAkBHc4dW8wPmJQsZ5UOGDKF9+/bR22+/Tbt37xbfTZ06laZNmyZ05UCf6FWP7cwZhXHmoOKNE47Sji56rlfQcaUc0hXzwQ6edY0tIgJLegKcPYFrfHHg9GcO8XV+8HfecnbeyNAgmpGdSeEhQSI7eAycP41vlJeUlFBiYiLddNNNlJ+fT//9739pz549tGHDBpowYYLWxQMGS2Rg74zCg8bC6WPohWW5tCLXPwcVNRxd9FqvoHPioGE9YrUuBlAoAsuewkoY5UB2/J1DfJkf5Ji3HJ2X59YFU0fQolV59PyyXJ+PbTYM++5027Zt1KtXL+HQOWDAANq8eTOdeuqp9Mwzz9Arr7xCZ511Fn3yySdaFxMYSI/tyBmFn+KfW7avg0Hui4OKWo4ueqxX0JH6pmY6XFpDaYi8YjoSokKFsbG3GLpyIC9yzCHezg9yzVuOzstzKxvkq3JL/Dq22TDsSvndd99NQ4cOFbIVThx00UUX0YUXXkivvvqq2M4Jhf7xj3/QpZdeqnVRgUH02I6cUUakx3V4ivclQZCzY/tyHCPWK+jIr8drqKWV7xPkK2aDs7Oms7NnIYxyIC9yzSHezA9yzlv252XJihxzq9kwrFG+fv16WrZsGQ0bNkw4ePLq+C233EKBgYHtRvlpp52mdTGBwRM61De1yOKgoraji57qFXSEU7Ez3S36etYKzp67YZQDmZFzDvF0fpB73rI9L2vI5Ty2WTCsUX7ixAlKTU0V/x8dHU1RUVEUHx/fvp3/v7ISAyMgv5xRwoIDZXGcVMIBE9nRjOvkGRMeDKdbExvlP+87Rk3NLRSM6DrAwE78Sp7T3bHDLer8GWj0V4Wu/gbA34QOOYfKaHxWosP9vXGclDtZBDvfzFycQ2c/vZwue3E1nf3UcrptcY74Huh/pdyqTkxWicDS2NxKv5YgeR2QDy0SDil5TlfHzs5KpC+2HbXk3GZoo3z69Ol0+eWXiw8nD/rzn//c/veMGTO0Lh4wGI6cURauzKPbJvWlCX46TsrpgInsaMYGRrm5kaKucAQWAORCCyd+Jc/p7NjZWYk0fXymmHutOLcFtLa2tpIBuf766z3ab9GiRaQXKioqKDY2lsrLyykmJkbr4gA3shBbJxhGDsdJR8f29jiceIZXyJ2xdPYZ1Cc5mqyI3vsYJ5UZ9NA3dOXIdLpwWJrWxQEK8Ze3NtIfT+9Fs8/pR2ZD733M7Mgxh+jpnLbHDg8JEivkbJDXNDRbcm4zrKZcT8Y2MBfOnGDkGITkcMBEdjTjwkllOLlM93hEXjG7rnxvYYXWxQAmRAsnfiXPae/8+byTiCxWmdsMLV8BwIoga6dxyT2GyCtWoEdCJO2CfAUAr4jB3AajHACjoYXDD5AHlh5xRJ/E6DCtiwIUJCM+kvJLaqjWwSt4AIBjumJug1EOgNFA1k7jsq+oSqySByJSlOmdPdlZax8yewLgMbGY24yrKQfAyiBrpzFhIy0N0hVLaMr5sYuTCA3rEad1cQAwDN0sPrfBKAfAoCBrp7HgQFf7iqvo/CGIumJ2OIpEamw47T6KlXIAvCXWwnMb5CttvPTSSzRs2DAR4ok/48aNo6+//rp9O8dBv/XWWykxMVFkEL3iiiuoqKhI0zID96GWWMPLHt2cRdEKMU6BfjlWWU+VdU1iFRWYn/T4SNqNCCymA/MKUBKslLfRo0cP+sc//kF9+/YVK1pvvPEGXXLJJZSTk0ODBw+mO+64g7788kv64IMPRIzWmTNniiRFq1at0rrowAGc/cs+wQ7r0livhsQtQAv2Fp2MvNID7c8yuvJlu4vEfIJs0+YA8wpQGqyUt3HxxRfTBRdcIIzyfv360WOPPSZWxNeuXSuSJLz22mv09NNP06RJk2jUqFEiTvrq1avFdqAvkPES6FVPHhIUQCkxiFFuBXomRFJpTaN4QwKMD+YVoAZYKXdAc3OzWBGvrq4WMpaNGzdSY2MjTZ48uX2fAQMGUEZGBq1Zs4ZOO+00h8epr68XH9tMaEB52EHEfuC0HUB5u1X1ambDSH1srxR5JRCrplYgIzFS/MvxypMN/CBmpD6mJJhXgBpgpdyGbdu2idXxsLAw+vOf/0xLliyhQYMGUWFhIYWGhlJcXEcv+pSUFLHNGfPnzxdSF+mTnp5OVkIr7Z27jJfV9Y3QBZoEI/WxvUWVeMVtIZK6hFFESBDtOmpsI9ZIfUxJ/M2k7GzOwVwEbMFKuQ39+/enzZs3C7nKhx9+SNdddx0tX77c5+PNmTOHZs+e3WGFwSoDmpbaO1dZwSJDgygmIpRmLs6BLtAEGKWPicgrRZV0HiKvWAaORc+r5TsLjG2UG6WP6TnbpKP58JyByTT3okF0/yfbMReBdrBSbgOvhmdlZQnNOK8OnHLKKfTss89SamoqNTQ0UFlZWYf9OfoKb3MGr7hL0VykjxXQWnvnKisYD4Jz7QZBNcsG5MUofayoop4q6pooHZFXLEVGgvGNcqP0Mb1mm3Q2H/ZPi6E5S7ZhLgIdgFHugpaWFqGlYyM9JCSEli5d2r5tz549lJ+fLzTnwHvtnVZZwUZmxNGKXO3KBqzJnqLK9ogcwFrOnnnHq6musVnrogCNsk06mw9HpMfRqtwSh7/BXGRdIF+xeUV3/vnnC+fNyspKeuedd+inn36ib7/9VujobrjhBvEKLyEhQawU3HbbbcIgd+bkaWX81d4pmRXswPFqzcsGrMfewkoKCw4UOmNgHXomRlFza6vwJ0BmT2tmm3Q2H9Y3tbg8F+YiawKjvI3i4mL64x//SEePHhVGOCcSYoP8nHPOEdufeeYZCgwMFEmDePV8ypQp9OKLL2pdbNNp75TKCsavAnkgbWpppYXTx9Cm/FJauDKPahqafSqbdLyq+kaKiwylhqYWMYhGhgULLWlwYAAlRlk3KxnovFLO0hVuG8Ba8hUOtrOjoAJGuUWzTfJ8yL5MM7Izxeo4G+Oc8TUmPFjTeVKaw/ihITosmEKDAqmstoGi+UHDbu6y3TcmovN2IB8wytvgOOSuCA8PpxdeeEF8gGfaO34F5432TikcOdmMz0qkBVNH0KzFOe2Guadlk4638WCpOMaT3+7p8BqSj339+Eya/9UumnfJEDjsANp9tIK6x0O6YjVCgwOpe3wE7Sgo17ooQCN4TuGFoOeW7aPnl+W2f//4ZUNoQlZXh3JKpedJZ3Miz1tTX11Ho3vGtzubImGSukBTDnSjvVMCZ042bEQvWpUnVi+8KZvt8fi3fAx7XaB0bHbkgcMOaG5ppX3FVWLVFFiPjIQo2n7E2M6ewD9eWJbbaZ549MtddOukLNXnSU/mRMnZtKiiDgmTVAYr5UA32ju1nU55ELr/goF02fDuHpfN9nj8KtJ25cP+2DPGZ4rtSCphbX4tqRavrGGUW5NeiZH00cbD4uEsCImjLIeYMxyshvMb2hmvr6evZ00Qskq15kl3cyLPW5LhXVqNhElqA6Mc6EZ7p4XTKWvBB3WL9el47hx1pO1w2LE2u4+ejLwCo9yaZHaNorqmFjpwrIr6pnTRujhAR3MQG+alNQ00PCNeF+Wxn9c4jKsrMLfJD+QrwNTI7XRqezyOpuEKabtajq1An+wurKCEyBDhIAWsR6/EKPHvdujKLYleAh94Wh7beU1rZ1QrAqMcmBpfEz54crycQ2XCOcYR/D1v18KxFeiL3YWViE9uYaLCgik1Jpy2HYau3IrIPQcpWR5p3pLKFh+lr7JbARjlwNTI7XRqezwOqcje6vaGueTFvudoheqOrUB/cOQNGOXWplfXSNp+BCvlVkRPgQ9clUeat3hek8qWEhOuq7JbgYDW1tZWrQthFSoqKkQM9PLycsumKtYKKc6qXM400vGq6xspNiKUGpo5TnmTiEfLzlz8QZxy9dFbHyuvaaRTHvmOZp6VReOzHK84AfPz2ZYC+nTzEdr+8BQKNLizp976mFXnIDnLE9UWp7y8toGiwjqXTW9lNzNw9ASWQG6nUz04sQL9s/NoRQddMbAmvbtGCae+A8erKCsZzp5WRG9zhuPyRBmi7GYGRjlwi9mzeZn9+oC20hV2nEqLDde6KEDjCCzMlkPlMMpNjprzCeYu8wGjHLjE7Nm8zH59QPuVctaTG12yAPyD5QHd4sJp6+EyumJUD62LA0wwn2DuMidw9AReZ/4ySzYvs18f0J5th8upJ5w8gVgtj6bNh09GtgDmQ835BHOXeYFRDnzK/CVl8zIyZr8+oC21Dc20/1gVZSZBTw6IspKiaGdBBdU3NWtdFGDw+QRzl3mBUQ58zvxl9GxeZr8+oL10paWVnfyitS4K0AGsJW9sbqVdbRlegblQcz7B3GVeoCkHhslEJif8ei8iJMi01we0h+NSBwcGUI946DsBUc/ESAoOCqCc/FIanh6ndXGAgedLf88FB1H9AqMcuM38xa/DzJTNS3KQOSU9TiRMWJVbYqrrA/pg25FyykiIpJAgvJAEJNoBh0bc3JYxEZgLNedLf84FB1F9g9kCGCYTmdwOMs4ychr5+oB+2Jxf1h4KDwCmT1I0bTxYqnUxgMHnS1/PBQdR/YOVcuASfnJ+buoI02TzsnWQ4WQesxbn0IzsTJoxPpPqm1rEShbHlDbq9QF9UFXfJJw8zx6YrHVRgI7ol9KFvt5eSMUVdZQcg9j1ZkPN+dKXc3niIIq5T1tglAO3aJ3NS079m72DDBvmzy/Lbf/7k1tO1+WgBA2g8UIhtratjAJga5QzvFp+/tA0rYsDDDhfdpoLokOpT3K0rA6imG+0A0Y50DVy69+M6LwKDaDx2HK4TDgSd8f9ATYkRIVSUpcwGOVAk7nA3fzHBjjmG22BphzoFiX0b5KDjCP06NwJDaAx4QgbvZOikMkTdKJvcjT98usJrYsBDIYcc4G7+Y8zz2K+0RYY5UC3KJEgwWjOq0gSYTxaW1vFSigbXwDYMyA1RiQRqq5v0roowEDIMRe4m/+q6pow32gM5CtAtyiVIMFIzqtIEmE8DpfWirbVN/mkfhgAWwamdaGmllbKyS+jbCerlgAoNRe4mv/4DZ8c5wC+A6McKI6vTiNK6r/Vcl7112HGXR1Ehv7WheGcow+kkHdZKVgpB51hP4OY8GBal1cCo1xH6H389HY+dHU9zuY/Oc/hCfz7kuoG8ZDa0tpKNfVN4vd6q3s1gVEOFMUfpxGjJy+Sw2HGVR1wfPWNB09QeEigSExyN5xzdMGGgyeoW1y42wkOWJOAgADqn9qF1h7onLQMaIMRnBu9mQ99vR41zmH7+wc/3U7XnppBi1bldUjiN1Fnda8m0JQD3TqmGE3/rYSDplQHE+zqgA1yTnz09y930f1LttFPe47BOUcn/JJ3gvqnxGhdDKBjBneLFfKVmgboyrXGKM70ns6H/lyPGuew/f2AtJhOBrke615NsFIOFEOORAVG0n8rlaSB6+CR3w2mA8erRYKjsOBAyjlUJhIfcZz1FbklNH18piznAv5RWt1Ae4uqaPLAFK2LAnTM4G4x4pX9hl9LaWK/JK2LY2mMlFDHk/nQ3+tR4xzS76ef3qtDnhA9171awCgHundM0Tp5kR4cNI9VNdANb2xwup2NdbnOBXxnfVuouwGpcPIErnXlcZEhtGr/cRjlGmM0Z3p386Ec16P0OaTfu5q39Fj3agCjHCiGnhL1qO3E4+7aQ4MDRRp2z51eXXdVXj03UkIks7Iu74RYVeoaHaZ1UYDOdeWD02JoJa82nq91aawNj9WRoUE0IzuTRqTHCUMxPCSINuWX0sKVeYYbP9WYd/09h/R7Z/NWZNv94PvAEWH06HirFDDKgWLoxVFTCycedw6aX20vFK/tPC1HfFQoZWcl0ko77R0zISuRiivrHf7OCA6xZmJl7nGhF2ajCwBXDO0RRy8v308lVfWUiIc4zeDxceH0MfTcsn0dpBQ8TvP3Rhs/1Zh3/T2H9HuWYXI922rKI0ODaMHUEUJrbns/rOL8CUdPoBh6cNTUyonH2bVLDpq8AuNNOVJiwunxy4YKw9wW/vuxy4bSmf2SDOkQaybYuNpTWCn0wgC4Y1iP2PYHOaAtLyzL7eRsyH+/8KNjvbPV511/zyH9fs/RCjEf8rwoMSM709LOnwGtnH4OqEJFRQXFxsZSeXk5xcRYZ+KWpCNaOGruL66is59e7nT70tlnUB8FMy9K115a00DltY1iZYANcnbQ9KUcRRV1wpmwoq5JSFp4BZ0NdttzGckh1kx97IutBTTznRx64fcjKSHKWvUOfGPOx1tpREY8PXPNcDIKZpvHtJ4jlEKN+cDfc0hxyptbWsWnpqFZrJSf9+wK090PT4F8BSiOlo6aWjvxSNfOujhXjpqeloMNcMkId3YuoA0/7z1GPeIjYJADjxmeHkc/7ikWBklQICRPVpwjlEKN+cDfczj6fY7Fs4rCKAemRgtnU0dOpXpyegXywy8cOVb8mF4JWhcFGAheJf9kcwFtPlRKo3qi7WiBHsdmvWcXtdr9UBMY5cDUqO1s6sypdP7lQ3Xh9AqUYU9RpXC2PSU9TuuiAAORlRQtZGjf7yyGUW7xgARGyi5qpfuhNnD0BKZGTWdTV06lD3+2QzhqwhnTnCzdVUzhIYHUPwXxyYHnBAYG0MiMePp6+1HxtgVYMyCB0bKLWuV+aAFWyoHpUSsrqKssZ9/vKqY5Fww0ZHZS4J7vdhbSsO5xIv48AN4wJjOBftp7TGSC7Y+kU5qgl8zRRsouaoX7oQUwyoElUMPpxZ3DUEVtI/VOirbEwGIliivraMuhcvrzGX20LgowIEO7x1JESBB9te0ojHIN0YOjvFmdTo16P7QAyzptzJ8/n8aMGUNdunSh5ORkuvTSS2nPnj0d9qmrq6Nbb72VEhMTKTo6mq644goqKirSrMxGgV+5cdgp9qrmLJaevoLj8H+7j1bQL3knaHdhhfhbz6jtoOJrvQJ5+W5HEXHgjBEZ0JMD7wkJCqTRveLp0y1HIGFRGdsxdF9RJR08Xk1bDsk/nno6Vis9h2DO0D9YKW9j+fLlwuBmw7ypqYnuu+8+Ovfcc2nnzp0UFRUl9rnjjjvoyy+/pA8++EDEaZ05cyZdfvnltGrVKq2Lr1t8dVrJL6mmOUu2dUggwIlyWJedkXjyfljZQcXqzkB64outR2lI91i3EyoAzji9T1d64pvdtKOgQrQloDyOxlApudvUV9fR6J7xsoyn3ozVSs4hmDOMAZIHOeHYsWNixZyN9YkTJ4pECUlJSfTOO+/QlVdeKfbZvXs3DRw4kNasWUOnnXaa5ZIuuIOfwmcuznGokePBgDVjjl5P8Yr47Pc3d8roJRnmT1093Gmsbq3hgY8dcmwHVclBJU2mgc/XerUCavcxlq6c9vhSujG7N501IFnx8wFzwnHKb31nE10+sjs9dPFg0jNmmMdcjaFsmHOoSk7x7u946stYrcQcgjnDOGCl3Ak84DAJCSfDVG3cuJEaGxtp8uTJ7fsMGDCAMjIynBrl9fX14mM7mFkJX51WOGOlI4OcWZlbIrbr1ShXw0EFzkD66WOfbS4QSV8Qnxz4A7eh7Kyu9EnOEZpz/kBdOQxr3ceUwNUYynPPjPGZsoynvozVSswhmDOMA4xyB7S0tNDtt99O48ePpyFDhojvCgsLKTQ0lOLiOupGU1JSxDZnOvV58+aRVWGnFU6ZOyM7k0akx1F9UwuFhwTRpvxSkWreldPKa9eN7rS/lJqeU8xLyRXKaxsoMiyYAgMCKDgwgBJlTLLgawIHJR1UuEz1Tc304rSRDuvGas5AWvexDzceFqtq0eEYSoF/nNEvib7cdpR+2FVEFwxNI72gdR/TwqGS5x45xlNvHTft55zMrlF+zSV8vLKaRqqTcc7wJ7GRlZMieQpmEgewtnz79u20cuVKv44zZ84cmj17docVhvT0dLIKsREhtGDqCFq0Kk+8CrR9Pcjfc6e0h1/dPfblTlphs1Iu7T9rcY4YSLqEB3d6FSdpAed/tYvmXTJEVR2g1hpI27qxQsYzvfSx7UfKaXdhJd11bn9VzgfMTXpCpIi+8uaag7oyys04j7nz/2DjVcKf8dQbx02555yjZbV08EQNPbdsX4c3z/7MGf6UUY9zqh7RzzsyncDOm1988QX9+OOP1KNHj/bvU1NTqaGhgcrKyjrsz9FXeJsjwsLChObO9mMlosKChUFuL0Xhv19flSe2O0yc4GB/Pg6vuLOmvLy2sdOrOGmf/mkxfidZ0GMCB2dlsq0bq2Q800sfe3vdQUqMDqXhyOIJZOKcgSm09kAJ7S2qJL1gxnmM32zxXOII/l5ytfN3PJUcNx1he2y55xzen2Pf2xvk/swZ/pRRj3OqXoFR3gZ3QjbIlyxZQsuWLaPMzJMNVmLUqFEUEhJCS5cubf+OQybm5+fTuHHjNCix/qmqa3KpDeft3uj8xvVOpMcuG0oz39nkdB+WyUgaOSX1d2rjrm74uq2S8UwP8IPhkpwjdFb/ZKEHBkAOxmYmUEJUKP13xQGti2JqquubaPr4TLFqbAv/zd8HBQTIMp56mp1S7jmH90/uEuZ0/vVlzvCnjHqcU/UK5Cs2khWOrPLpp5+KWOWSTpy9zCMiIsS/N9xwg3iNx86fvFpw2223CYPck8grVsRbPZ27/TmNeUXtSU2aOy2gmjpANXBXJpYKwYNePd5Zly8iZkxCxBUgI8FBgXTe4FR6f8Mhmn1Of0qN1adDuxkeqlm+wavF7NTJ80ZYcCDlHCoT378541TZxlNPHDflnnP4eLa6eDnmDH/KqMc5Va/AKG/jpZdeEv+eeeaZHb5ftGgRTZ8+Xfz/M888Q4GBgSJpEHujT5kyhV588UVNymsEvE2E4G7/uAj3gwcPrI6O7Y2jibfl9td5RY4yxTtxLoVjjfzUNTaL178cLYPrHQA5OXtgMn22pYBe/CmXHrnkZKABIC88nrKe2tbXScnx1J3zv6Px3TZIQmNLq0j24+n5+Hgnql2vPju7Rm/K6Om8GBEaRDMnZXVyMHX2WyvPYzDK2/AkXHt4eDi98MIL4gPc420iBE/3d7YPv3rklQ5nGjlPHU28Kbe/zitKlEmusgHHvPtLPh2vqqeLhnXTuijAhESGBtOFw9LE25ibJvQWDqBAXvQ2ntqXhw1yR0ESPD0fH++XX0+IOdGRhMUXrby/82K2AwdTT8pSYLF5DJpyoBie6um82d/ZPlL0lT1HKxwe2xtHE0/L7a/zihJl8uXYwDst6nM/5lJ2366mnBCAPmAJC0eZ4iyfQH70Np7al4dXyB0FSfD0fHy8M/sl0W2T+nbSzU/wUSvv77y4si3Ag+Rg6ui39lhxHsNKOVAUbxMheLK/7T6sDeRVBXa248+/rjrF4bG9TZ7gSTn8TcigRJnkKhtwDEsKKmub6MqRxg4JB/QNh+S7ZkwGvbx8P/3+1ON0epbjCB7Ad/Q2ntqWh3NROJPWeHo+zv7Jc+Pjlw6l6oYmsTrNOnJ2APW1rP7Oi2yYP3DhIJo8INmjpEjHLTiPwSgHiuNtMh1P9vf2mL44mrg7h7/OK0qUSa6ygc7sK6qkV34+QBcP60ZJXcK0Lg4wObyiuXxvMc1Zso2+/usEIWsB8qK38VQqT05+qSznUyKRnb/zIvvkDM+I9+hcFRacxyBfAZbAWycVNY6pRJnUOLYVaWxuobs+3EJJ0WF0yfDuWhcHWADOUnxTdm8qLK+jRz7fqXVxLI3a46mRx285yx5j4HrwFRjlwBJ4msRBzWMqUSY1jm1F/vXtHtp+pIL+fEYfCm2L8AOA0rAE4bpxvejd9Yfo/fWHtC6OZVF7PDXy+C1n2bsauB58BbMLsATeOvaocUwlyqTGsa3GhxsP039+PkBTx2RQ35QuWhcHWIwz+yeJePj3LdlGP+89pnVxLIna46mRx285yx5r4HrwlYBWT2IBAlmoqKgQSYjKy8tNkarYiEjxTj1xOlXrmEqUSY1jW6GPfbn1qAjhdUb/JLoxO5MCApC9E6hPU0sLPfP9XtpZUEEv/2EUndlfu6RVVp7H1B5PjTx+y1n2cgPXg7fAKFcRKw9mABipj/Gw+NrKPHrsy110elYi3XJGFgUGwiAH2tHQ1EILlu6jzYfK6IGLBtL003tp8pCIeQwA5YB8BQAAbDhaXks3vrGBHv1yl0jicsuZMMiB9rAvwx3n9KNzB6fQvM930vRF6ym/pEbrYgEAZAQxlgAAgIgOl9bQm2sO0purfxVxou88px+N7pWgdbEAaIdzMfxxXC8a0i2WFq7Ko0lP/URXj0kXq+b94O8AgOGBUQ4AsCQcL3d3YSX9kldCS3cV0y95JygiNIjOG5JGF5+ShrjQQLeM7BlPg7rF0Hc7CumrrUfpnXX5NDCtC00emEKnZibQsO5xFBtpvnBxAJgdzDoqIsn3WZMHAPCcLl26eKSf9bSPTf/fFtp06Ld9QoMC6LTMOBqTEUthIYG0+0jH9NYA6JEescF0/bjutPVIJW3IL6fnHGSB/P3obnTvuX1U72MAAO/7GBw9VeTw4cOUno703AB4i6dOZZ72sR4z/0dBUZ5llQPAyDTXVtLhBVNV72MAAO/7GIxyFWlpaaGCggKPVyT0BK+K8EB86NAhU3vcW+E6jXiNnvYZ+z5mxGt1Bq5Fv5jhenztY1avNyVAvZizTjzpM5CvqEhgYCD16NGDjAx3BqN2CG+wwnWa8Rqd9TEzXSuuRb+Y7XrUmsesUG++gHqxXp0gJCIAAAAAAAAaA6McAAAAAAAAjYFRDjwiLCyMHnroIfGvmbHCdVrhGs14rbgW/WK261EL1JtjUC/WrRM4egIAAAAAAKAxWCkHAAAAAABAY2CUAwAAAAAAoDEwygEAAAAAANAYGOUAAAAAAABoDIxyFWGfWs5KBd9aAJQBfQwAZUEfA0A5YJSrSGVlJcXGxop/AQDygz4GgLKgjwGgHDDKAQAAAAAA0BgY5QAAAAAAAGgMjHIAAAAAAAA0BkY5AAAAAAAAGgOjHAAAAAAAACsb5T///DNdfPHF1K1bNwoICKBPPvmkw3YOufTggw9SWloaRURE0OTJk2nfvn0d9jlx4gRNmzaNYmJiKC4ujm644QaqqqrqsM/WrVtpwoQJFB4eTunp6fTkk092KssHH3xAAwYMEPsMHTqUvvrqK6/LAoAvlNc00P7iKsrJL6X9x6rE38C6oD0AAIA10dQor66uplNOOYVeeOEFh9vZeF6wYAG9/PLLtG7dOoqKiqIpU6ZQXV1d+z5skO/YsYO+//57+uKLL4Shf/PNN7dv53iq5557LvXs2ZM2btxI//znP+nhhx+mV155pX2f1atX09SpU4VBn5OTQ5deeqn4bN++3auyAOAtBWW1NHNxDp399HK67MXVdPZTy+m2xTnie2A90B4AAMC6BLTqJAMAr5QvWbJEGMMMF4tX0O+880666667xHfl5eWUkpJCr7/+Ol177bW0a9cuGjRoEK1fv55Gjx4t9vnmm2/oggsuoMOHD4vfv/TSS3T//fdTYWEhhYaGin3uvfdesSq/e/du8fc111wjHhDYqJc47bTTaPjw4cII96QsnsAPCBzflX/LK/vA2vAKKBtgK/Yd77RtYt+u9NzUERQbebLNAjJ9H0N7AEbAyH0MAL2jW015Xl6eMKRZJiLBA8HYsWNpzZo14m/+lyUrkkHO8P6BgYFiNVvaZ+LEie0GOcMr3Hv27KHS0tL2fWzPI+0jnceTsjiivr5eDGC2HwAkjlc1ODTAmJ/3HRfbgWvM1MfQHoAeMVMfA0Dv6NYoZyOY4dVoW/hvaRv/m5yc3GF7cHAwJSQkdNjH0TFsz+FsH9vt7sriiPnz5wvjXfqwnh0AiYq6RpfbK91sB+bqY2gPQI+YqY9ZmfKaRnpvfT498c1uemvtQTpeVa91kYCRjHIzMGfOHPGKT/ocOnRI6yJZFj06z8WEh7jc3sXNdmCuPuZte9Bjmwbmw0x9zKp8s72QzvjXjzTn42300cbD9OCn22nikz/Su7/ka100YEcw6ZTU1FTxb1FRkYh4IsF/s9Zb2qe4uLjD75qamkREFun3/C//xhbpb3f72G53VxZHhIWFiQ/QFnaSu+ejrR2kAazR/ccVw6hbXIRm5eoaHSrKwdIEe/h73u4KNsJY0sArrDERIdQ1KtRymmMz9TFv2oOabRrtzNqYqY9ZkQ82HKK7P9xKY3ol0HWn96KEqFDx1m3xL4fo3o+30bHKerrt7L5aFxPofaU8MzNTGMNLly5t/461bKwVHzdunPib/y0rKxNRVSSWLVtGLS0tQu8t7cMRWRobf3v1y5Fa+vfvT/Hx8e372J5H2kc6jydlAfqEDQp744Vhw+fej7ZqurrIhg0bUWxM2cJ/P3HFMJeGD6J0mA9P24OabRrtDADjsvZAiTC8zxqQTH+d3FcY5NJbt5sn9qarRvWgp77fS0tyDmtdVKCHlXKOJ56bm9v+NztUbt68WWjCMzIy6Pbbb6dHH32U+vbtKwzjuXPniigoUoSWgQMH0nnnnUc33XSTiJLChvfMmTNFNBTej/n9739P8+bNE+EO77nnHhHm8Nlnn6Vnnnmm/bx//etf6YwzzqCnnnqKLrzwQnr33Xdpw4YN7WETOTKMu7IA4zrPabnqx6uaHFWDy8GrFzxY8oqoqzK5M8oQpcO4eNIe1GrTaGcAGJfy2ka6473N1D+lC80Yn0mBAQGd9rlsRHcqqqij+z7eTsPT4ymza5QmZQU6McrZ8D3rrLPa/549e7b497rrrhOhBu+++24RqpDjjvOKeHZ2tgh5yAl+JN5++21hiJ999tki6soVV1wh4olLsGPKd999R7feeiuNGjWKunbtKpIA2cYyP/300+mdd96hBx54gO677z5heHPIxCFDhrTv40lZgP5ehRvBeY6v35s60PuDBlC2PajVpo3YziC1AeAk//p2D5XVNNJ9FwykoMDOBrm04Hj9+EzaU1QpHrTfvfk08R2wqFF+5plnihjgzuDG8cgjj4iPM3hVnQ1qVwwbNoxWrFjhcp+rrrpKfPwpC9CfttuMzpRGeNAAyqFWmzZaO9Or7wgAarPraAW9ve4g/f7UntQ12rU/QHhIkFhJn//1bvp0cwFdOqK7auUEBtKUA3OhlbZbcp5zhCfOlHrEjA8aQH9t2kjtTM++IwCozT+/3UPJMeE0ZUjHMM7OGNYjjsb0iqcnv9lNdY3NipcPOAdGOTB1YhR/nCn1ihkfNID+2rSR2hkSLwFwks2HymjZ7mK6cmQPCg703MS7dkwGFVbU0WKESdQU3YZEBOZCy1fhvjhT6hVJMzvr7L70lzP70Kr9JbRwZR7VNDQb+kED+Nemo8KCKTQokIor66imsVkWLbVk/PNKs22YRj22M6NJbQBQipd+yqVuseE0rnei12NKdlZXevGn/TT11AwhawHqA6McqOJ0FREapOmrcG+dKfWII83shL5d6fPbsoldcxLh1GYppDatpJZaiwdaX5w1jSS1AUApDhyrou92FNFNE3pToBPnTlewnnzF+1voo02HadrYnoqUEbgGRjlQBHtDYeakLMrOSqSVuSW6fxWuxwgOzjSz/Pe8z3YgPJ1FUSNsoWT8S/3iwPFqioloUKRf+PqA4W8iLgDMwBurfxVzVrYT2Zk70mIj6NTMBHpl+QEhZ3EWtQUoB4xyoIqhwBKLBVNHiP+3Ncz19ipcrxEcjBieDpinXajRL/x5wDCS1AYAJeA3WR9sPEznDU6lkCDf3QUvGtaN5n66XejSzxnkmaMokA8Y5UAVQ4E1z7MW59CM7Ex64MJBwsNbC223q1VwPSdLgWYWaNUu1OoX/jxgcBlrG5rp9sl96b4LB1JQQIBY5YOkC1iFTzYXiHn17IH+GdJZydHUNyVaLKTBKFcfGOVANUOBDfPnl+XS5AHJNDwjXvVyuVvt0/NqNDSzQKt2oVa/8PUBw1W/hkEOrADne3l77UEamRFPCVH+t/kpg1Lp+R9zKbe4krKSu8hSRuAZCIkILGFAehLHWM+r0fxGgZ06HcHfQzNrTdRoF2r1C1/GDcQnB4Bo25Fy2l1YSWcNSJbleGMzEyg2IoTeWovwiGoDoxzIjh7jG3uy2qfHhwlbbj0ri8ZndQxzxX/z98C6KN0u1OoXvowbiE8OANEHGw5TfGQIndIjTpbjBQcF0pn9k+ijjYeFLAyoB4xyYImEPZ6s9unxYUKCjYsZr6+nERnx9Np1o+nFaSPFv/w3fw/jw5qo0S7U6he+jBt6frsFgBrUNzXTp5uP0IS+SbJGSzmrfzJV1jfRl9uOynZM4B5oyoElEvZ4stqn5wgObHxImnxHwPiwJmq0CzX7hbfjht7fbgGgND/uLqaKuianMjZfSYkJp6HdY0WGzytH9ZD12MA5MMqBJRL2eBrHWG8PExIwPoCW7ULNfuHNuIH45MDqfLzpCPVOiqIe8ZGyH/us/km0YFku7T9WRX2SomU/PugM5CtAcdjZan9xFeXkl4rObet85WqbnHjzapz/v09ytIgQw/9qbZAzepbWAGXwpG+o2S5s+wUflw10pfutEaVyAKhFWU2DiCeenSXvKrnEqJ4JFB0WLDTrQB2wUg4UxVW4Mla/3a1ioh69roJ7gp6lNUB+PE3Wo0W70FuCLSP3awD84evthdTS2krjend09JaL0OBAOr1PIn248RDddW4/4QAKlCWglQNcAlWoqKig2NhYKi8vp5iYGDI7vHo2c3GOw+gIPImfPzSN5ny8zeE2pI13nfwIxod5+5i7fuOob6jVLnwpGzAXZuhjZuGa/6yh2sZmmnP+QMXOceBYFd3/yXZadP0Y4fwJlAUr5UAx3IUru+70Xk63IW28/nX6QBl8SdajVrvQc4ItAKxEYXkd/ZJ3gm6e2FvR82R2jaKMhAj6cMNhGOUqAKMcKIa7cGX1TS1Ot1k5moi06sn1FxMRQl2RKtxS6DnMn57LZg/6ETAzHKowOCiAxvRKUPQ8AQEBItwi68rLaxtFUiGgHDDKgWaRIcKCnevTrBpNRG96XaA+eo60o+ey2YJ+BMzOZ1uOiGRBUWHKm3Hjs7qK0IhfbTtKU0/NUPx8VgaqfaAY7iJDFFfWO91mxWgiSBkO9B5pR89lk0A/Ambn0Ika2nKonE5TyMHTnvjIUBrWI5Y+3IgoLEoDoxxoFq7szH5JCGVmA1KGA72H+dNz2STQj4DZ+WLrUfGmeVTPeNXOmZ2VRBsPltLBkmrVzmlFIF8BmoYrQygzY+p1gXXD/Om5bAz6ETA7n28poBEZcRQeEqTaOUf3iqeIkCBaknOEbp/cT7Xz/n975wEfRd38/0nvvQNpJPTQm3QVBBQUUFEQlaJYEEXxjwiCYgMffGwI6mMB9CdFUEGlijSlSA2E0EtIAqmQ3tv+X/PFPe8ud7m2e1tu3q/Xcdzt5u67e9/ZnZ2d+YyjQU45ITpNKUOQmog4+bpU5KZ85Gwb9h6bJfNZKXnvBGENaTfK4Ux2Cbw4pJVdv9fD1QV6xQezDqIzBrdiBaCE8JBTTtiEpc6fGp1FobZJqJbhVOSmbNRoI7aQXVQJey7kQ7ifB1NsKqyoZVJwmP4WpTefcd9hM5VvJvZgTsPxjEJYvi8NKmrqZZX3ThDWsulkFotYd422X+oKz4BWobD3Qj6zK+z2SQgPOeWE1Vjq/FnrLMrZSRHSARaiO6OpIjdq7iJv6IKq8XxOL6iATSlZsP/STc37/RJDmH6yt7uLZj4b2ne43pLxXeGFNcnQIzbI5rx3OR+LCMfgt5Qs6BYbyLpt2pt2Uf7sovan49fJKRcJcsoJq7DU+bPWWZSzkyKGA2xrvi41d1EudEHVmKKKWvh010UdhxzhXy8c3ZHtE2P7DtdzdnKCrS8MgEBvN5v2n5yPRYRjcD6nFC7klsF9nZtL8v1oSyiPiNH6N+5tz1JaCGEh9RXCLgoH1igiyF3aTCyVB3QcEsJ9oUtMEHu2xJGgIjflQqohjSmvqWvkkPPg+7jc1L7D9+saOJsj5HI+FhGOAd4x8vFwYfKEUjEgMQxKqupg19k8ycagZsgpJ6zCUufPGmdR7k6KHB1gKnJTLnKcT1JT/k8uuDH4XHGx953cj0WE+uE4Dn45kQU9YoPBzUU61615kBckhPmwgk9CeMgpJ+zi/FnjLMrdSZGjA6yE5i6EcuaT1ASaaOnNt/wWe9/J/VhEqJ+Ua8WQUVABfRPs0zDIlGb57vN5UFBOF6NCQ045YRfnzxpnUe5OihwdYCU0dyGUM5+kBhVXUPHBEPg+LrfHvpP7sYhQP7+ezGIXoR2aSZe6woMXBhyO6QRFy4WGnHLCJJgveTmvDJIzCuFyfhl7banzZ42zKHcnRa4OMF8sunPmINg4rS97xtf68nGEvJDrfJIS3Ob/GNkni7X2iTX7ztBxzRhyPxYR6qa+gWNO+W0tQ8DFWXp9cFQe6hodCD8euyb1UFSHE4eJSoRdKCkpgYCAACguLgZ/f39QAqYUB3iJMHOVQixdH7/fmESgXJxMS7eJEA8l2pg+NJ+s3yfmrmeNkooSjkX2QA02pjT2X7oBE74+BG+P6gCJ4X4gB7BXwEd/XIDfXxoIrSPkMSY1QE65HVHawQxPcNPXJBsscMKTkb0k2shJIdRqY4Syjmt0LCIbk4L/t/4kc8w/GNtZNp006+obYNrq4/BI7xiYc3c7qYejGkinnJC95rWc240TBOE4xzU6FhH2pqKmDracyoZ7OkbJxiFHXF2coU/LEKbCMmtoG/aasB3ai4RRSHGAIAi1Qcc1Qkn8fjqXSX/2TzRc0yAlg1qHQX5pNfx1yfBFLmE5FCknjOJoigNKb6Gt9PET1kO/vX2Pa7S/CXux7mgmtIvygwh/T5Ab8aE+EBPsBT8evQZ3tAmXejiqgJxywqTigHZhkxoVB/AEm1NSBdcKK9ntweMZhbB8Xxr0iA1STAttagHuuNBvb5mzbOtxjfY3YS8yCyrgwOWb8MygBJAjeL4c0CqMXTgUVdRAIF2Y2gylrxAOLdGGJ9jpq5Nh2Md/wRPfHoUpK48wibQl47vC0fRCRbTQphbgjgv99nq2vCYZBn+4F8Z8dgAGf7AXnl+TzN4X6rhG+5uwJ+uPZoKXmwv0jg8GuYJpNSjZ+NvJLKmHogpk7ZTX19fD/PnzIT4+Hry8vCAhIQHefvtt1m6WB///+uuvQ1RUFFtnyJAhcPHiRZ3PKSgogAkTJrBK8cDAQHjiiSegrKxMZ52UlBQYMGAAeHp6QnR0NCxevLjReNavXw9t27Zl63Ts2BG2bNkCakfNmteaE6xePtz+Szdhxf40mNI/XhEttKkFuONCv711zrK1xzXa34Q91U3WHsmEfokh4OnmAnIFo+NdogNh/VHSLFe9U/6f//wHPv/8c1i6dCmcPXuWvUZn+dNPP9Wsg6+XLFkCX3zxBRw6dAh8fHxg2LBhUFVVpVkHHfLTp0/Djh07YNOmTfDnn3/CU089pSPxNHToUIiNjYVjx47B+++/DwsWLIAvv/xSs86BAwdg/PjxzKFPTk6G0aNHs0dqaiqoHYwcJYT7QpeYIPashgi5qRMsOubYHEEJhV9UuOa40G9vvbNszXGN9jdhL3aey4O80mq4s20EyJ1BrcMh5XoxXMgtlXooikfWTjk6wqNGjYIRI0ZAXFwcPPjgg8x5Pnz4sCZK/vHHH8O8efPYep06dYLvvvsOsrKyYOPGjWwddOa3bdsGX3/9NfTu3Rv69+/PnPq1a9ey9ZBVq1ZBTU0NLF++HDp06ADjxo2DF154AT788EPNWD755BMYPnw4zJo1C9q1a8ci9t26dWMXDIQyMXWCra5rUERBq6MV5BL/Qr+9fZ1l2t+EvVi5/yq0jvBlxZRyp1tMIPh7urJ0G0LFTnnfvn1h586dcOHCBfb65MmTsG/fPrj77rvZ67S0NMjJyWEpKzzY1ACd74MHD7LX+IwpKz169NCsg+s7OzuzyDq/zsCBA8Hd/d9ICUbbz58/D4WFhZp1tL+HX4f/HkNUV1ezKLz2gzAfS9pgi3GC9XB1ll1Bq6F94sgtwNVsY+bMf0f+7S2xZU93F0GOH464v9VsY3IFI84Hr9yEoe0jQQmgRnm/xFD46fh1qK2/FcwiVOiUv/rqqyxqjXncbm5u0LVrV3jxxRdZOgqCDjkSEaF7ewdf88vwOTxcV6rH1dUVgoODddYx9Bna32FsHX65IRYtWsQuEvgH5qoTwhZtiXWCxTw+vHUop4JWY/ukvKaejVPNBbmOZmP2KFpUE6ZseVNKtiDHD0fc32q1MTnz9V9XIMTHXdYFnvrc3iYcCsprYPe5PKmHomhkLYm4bt06llqyevVqllZy4sQJ5pQ3a9YMJk6cCHJnzpw5MHPmTM1rjDDQAc32oq2m2mBbc4LFz9SWRxvQKhTeHpUEQd5usjnJmrNP8OFoLcDVaGOWzn++aNHRfntzbBkd8sn94uGFNcmsAYsQxw9H299qtDE5k1dSBRuSr8PY7tGK6pIZE+wNCWE+TB5xaAdlRPjliKydcszf5qPlCCqepKensyt3dMojI2/98Lm5uUx9hQdfd+nShf0f18nL071yq6urY4os/N/jM/6NNvxrU+vwyw3h4eHBHoT92mCr9QRrzj5RUxGuuajRxqyZ/9T+/V9bzi6ugis3yln6WXJmkcYhF/L44Uj7W402Jme+2HsF3F2cYXA75TXjGdg6DL47kA55pVUQ7ie/ZkdKQNaXYRUVFSz3WxsXFxdoaLiVs4RSiegUY9659lU85or36dOHvcbnoqIipqrCs2vXLvYZmHvOr4OKLLW1/xYDoVJLmzZtICgoSLOO9vfw6/DfQwiHvRUOlKAuQ6oPjgP91taDtltZWw/TVh1nfQeW7rqkcch5aP8RcgWd2VWH0mF4UiR4u8s6ZmqQvgmhgC7bhuPXpR6KYpH1r37vvffCu+++CzExMSx9BaUIURFlypQpmm5SmM7yzjvvQKtWrZiTjrrmmN6CcoUIKqWgasrUqVOZbCI63tOnT2fRd1wPeeSRR+DNN99kcoezZ89mMoeotvLRRx9pxjJjxgwYNGgQfPDBB0wNBtVbjh49qiObSIBsFQ5sbYstdVttUn1wHOz1W1s6p6W2AXMhWyGUypKdF8HNxRnuTvr3zr+S8PVwhZ5xwSyF5amBLZmPRqjIKUfpQnSyp02bxlJQ0Il++umnWbMgnldeeQXKy8uZ7jhGxFHyECUQscEPD+aloyM+ePBgFnl/4IEHmLY5Dxav/P777/Dcc89B9+7dITQ0lH2HtpY5KsFgbjvKL86dO5ddBKDsYlJSkh33iGNgaxtsodti2/L3QjkyQu8TQr7Y47e2dE4rqbU87p+72oVDmyh/1msApU2x+crxjEI4n11CtkJYTGVNPXyz7wqsP3YNrhVUQqCPGwxsFQaT+8VBpxa3+lnYysXcUlhzKBPG9YoGHw9Zu2ZNMqh1GCzaeo6ljnWLuZVpQJiPE6fdHpMQFUytwQuA4uJi1l2UMA46AfpFW7zCgSXdRNEpRhULQzm6+Hmmir5s+XuhHRmh9omaUYuNiflbWzqnbbUhKci4WQ5zNpxiTcB4+ieGwMIxHSEmRP66z3JGLTZmSUrJpOVH4GJeKWspHxfqA4XlNXAorYDVL4zp2hxeH9kegnystwF0w8Z/dQiu3iyHxQ90YtFypdLQwMGMH5JZsSfaG2EZyr0cI1SNUAWYthaNWvv3YijIKKUolbAdMX9rS+e0PQuvhQBt77WNqToOObLv0k2YtzFVlhcRhDypqKmDySuOQE5JFVPkitW6oEN1lD0X8mH14XQ4cPkGLH2kG0vdsIY1hzPh7ys3Yc7dbRXtkCPOzk4woFUY/Hoii12s4F0qwnzIKSdkixAKB7YWzVn792I5Mo6k+uDoiPVbWzqnlVZ4qrSLCEK+/GfrObiUVwZv3tdBxyHnnc8724ZD5xYBsGz3JRj3v79h7oh2MKVfnEW51Ngo6O1NZ+CONuGCpcJIDab2oKzj9tM5MKpLc6mHoyiUfUlGECIWfWHEzcvNBT6b0A2WT+oJ0+9MBG93F7P+XmmODOE4WGoTSiuctNT2xO4cTCgTnA/fHkyHcT2jGznk2oT4esBrI9ozxRR0rrFJVVl1nVnfcaOsGp767iiE+bnD431iQS1EBnhC20g/WH/0mtRDURwUKSdUjbVFc4bywbERyZLxXTW6x039vdIcGcJxsNQmlFZkbIntKamAlbAfmOP93tZzEBPsZVarexdnJ3j0tlhICPOFr/66AiOW/AUfPdylyUJHbBL0+PLDUFRRCwvu66C6NA9MYcHOpDnFVcxJJ8yDIuWE7LElkmWsLTZ27XxrlGHlHGP54JijumJ/GkzpH2+yrXZTbb/l6MgQjmMrlraKV1preXNtr6m6D3w//WY5Rc0dlMNpBayQ86EeMSxNxVz6JITAu2OSWF74A58dgNk/pkDGzYpGDv+21GwY8ek+yC+thrn3tIMIf/U5rbe1DGb7YeMJ0iy3BFJfsSOOVrUuBEJFsvDkisU61wor2WuUa1q+Lw16xAY1+ix0agZ/uNfoZ22bMQCiAjxNOiOklmJ/HNnGLLUVXq7T3EJSS9eXEnNsz5SdfzOxB3x74CpFzR3QxjCl5Ex2CVNCsUZru76Bgx1ncmFD8jUoqapjeedtIv2groGDo1cLIaOgArpEB8LUAS0h2AbVFrnz6a6LkFdaDTteGkia5WZC6SuEbDFHwQQxVwf8nc1nzVJDMZWTWlVbb5YzQmophL2wRu3H0kJSJRUZm2N7puwc9c35qPl/x3ZWZTSTaMz1okrmUOMdUWsdSUxnwRzzO9qGwaErBXDiWhHTyXdxcoZW4b4wqW8ctItS5wWNNighuXj7eTidVQJJzQOkHo4iIKeckC2mVBQw8q3vaBuLDFqiyCBkPriSHBlCuZDiiOW2Z8rOPVxvZXfifsWoOkY/KWKufn4+dg083JyZQ2krHq4uMLB1GHs4IqgmE+DlxpRYyCk3D8opJ2SLqUgWpqIYiwzq54JaoshA+eCE0iC1H8tpys6xqBtT3HiKKmsNHlcIdYHZvNi1s1dcsOoKL6UA7xj0aRkCv57MYhe1hGnIKSdki6lIljH4yKAln6Ud/W6qsA07lN0sryH5NEJWqEHtx97ShMbsHB3yyf3iWc2JdtTc0HGFUBenrhezfO/+rRwzsi0GaE9Y0Hroim4zL8IwlL5CyJampNhQPUU7kmUqMmiprJuhnFRPN2d449fT8MfZPJ2/pUIwQmqUJluoj1TShLydYzEaOmMIHld42VP9qDndcVA3W07lgJ+nK7R3gHxve4EykRH+HkyFpa8AKUFqhyLlhGxpKmKNLY+1I1mmIoPWyLrhewnhvtAlJog5Na/+fErHIUf4QrDckiort5IgbMea+S2XpjmmilTtETFvFeHHCu9WHrgKS3dd0nHItaPmSrjjQFifurL1VDZT5MK0C0IYsFi2T8tQ2JqaAzV1DVIPR/ZQpJxQpIoCggdPSyKDtqihNFVIR4VghBywZH7LqWmOXIpUcbtRZQVtGXPIMWVFO2quhDsOhPVcuVEO6QUV8FCPaKmHojpQvx0j5X9dzIfB7SKkHo6sIaeckB28HrK2zCFGrPVBB8KYFrGxk7i1aiimCun4QjBD0nMEYS/Mmd/WyCc6SpEqyh42NHCw50I+hPt5sDSGpY90Y3fC7mgdRratYnafywM3Fyfo0JxSV4QmOsgLWgR5waaUbHLKTUBOOWFX59qchjvmRvDsqQNujnyao0rPEcpCLpFp/hjhZULlwt4pI6gRsSUlG/66pHsMGuSgsnaOwu7zeewiDGUMCeFTWHrHB8P207lQXVdP+7gJKKecEAV0rqevSWYd88Z8dgAGf7AXnl+TzN4XMrdUO+8bn8VyJsyVT6NCMELuyCUyzR8jNp3KZjZkCHunjGiOQVoOuT3z2wlpwIZwR9IKma42IQ6940OgrLoO9hkJCBC3IKeckE3hljkRPKkL6VD1RRu+EGzt4QyYfmci07aVunCOIEzd9fF2d2HzFVvJfzahGyyf1JO9xvftEZnWPkZgESXakL5jbioVTQzkfAwixOPo1UKoqW+AjtTgRjQwfaV5oBdTuCGMQ+krhGxuj8slgmdpIRheaKDDvmJ/GlNu4CG5REKOYOQZnfBPd13Uma/oFOP79ohMax8jsIgSiymxrfmUfvGsvX3LUB+ICvC0eyqY3I9BhDgcuHyDdZ5Ex5EQL4WlZ1wQ/HE2F+rqG8DVhWLChiCnnJDNic2eDVCsyXfnC8FQZUW7wBQjjOiQ7790UxaFc7ZsH6EempoDy3ZdajRf8bWzkxMsHd/Vps+25hiBjrn2BcLGaX0lma9qaMJEWM7+yzegfTN/5jgS4tEjLhg2nsiCw2kFpFluBHLKCdmc2OzVAMVWOTj9AlNMWdF2KLSRovhTTnJ3hDQ0NQcqa+ob5Uzz/GXGfBVifsnV+VV6EybCcsqr6yD1WglM7Bsn9VBUD94BQxvafjqHnHIj0P0Dwq5FkU2d2KxpgCJVoxLtAtPK2luNRuRwy1vqRiyE9JicA5U1Vs9XoeaXtccIsbHHMYiQF8kZRVDPcdA20k/qoagevBPRLSYIfj+Ty5o1EY2hSDkh2onNUg1x/Sh0cWUtKzxzdnZiji+e8G09KYohByd01M+W1AA5yd0RwmHJnDA1B+be087q+Wrqs7OLq1gTFlNjtOUYITb2lFolpOfw1QLw83SF5pRPbhe6x95yys9ml7KUIUIXcsoJ2Z3YcJ3ymnpY8NtpwVMwrM13b8opEvKWt62pAVSopj4snROm5gC2ELd2vpr6bHTIp606bnKMcnd+TTVhopoN9XAkrQBah/uxegpCfFALHoNtWPBJTrkdnPKbN29Cz5492f/DwsLg0KFDQn8FoRCs7Z4pZsdBXg4OlR66RgcypQfMCT+eUcik2QxFCU05RUJF/YTYbrnm6hLWYc2cMDUH0Cm3dr6a00TLnDHaeowQEksdbKrZUA9YtH/yWhGM6txM6qE4DKi60qlFAOw8lwsvDG4l9XDU45QHBwcbfB/zhEpKSqCgoACcnSllnbAcMVMwLJWDM9cpEiLqJ8R2U6GaurBmTpiaAyH/OJ3WzNemPlu7iZapMcoFSx1sMQMGhP25kFvKlH8SIyif3J50iQ6C/+29DPml1RDm5yH1cNThlBcVFcHHH38MAQEBjd6fOXNmo/cJwlzETsGwRA7OEqfIUNTPkigcFhthMxf96D2eNMzdbjnn6hL2sQVz54A1UWpjn8030UK9cWNj5G0BC029PVyZvbk6O2kuEuyNNQ421Wyor8jT2emWKghhP7pE3+qcuud8HoztES31cNSTvjJu3DgIDw/XeS83N5c55QRhLcHe7k06p7akYLCTahNycDfLb6lH8I403o5HHXLt79emKUfZkigcrvs25tBrXSygo7NkfFfm6OB3m7vdcs7VJSxzGr3cXFjHTUN2gBibE2LOAUOSoJtOZWvmqX56mJe7C1wvrIA3fj0Nf5zNa+TIL9pyFt4clWT31A9rHGyq2VAXaFOxIT5sDhP2Axs1JYT5wN4L+eSUC+WUo7RNaWkp+Pn5gZcX5dERwoDO6byNqTqOs7Zz2iM2yKYUjKZOquhMoEjT9DXJOidrfedYG2NOkSVROM26BqL3CDo4KZlFFm23HHJ1CesxdEGnPw9NpSOJOQe0PxvnL85P3iHHMep3t+2fGAKT+sXDgcs3NTbEz++uMUGSpH5Y42BTzYa6OJFRRFFyiejUIpAVe2JeP9a5ELewOukbc8dbt24Nvr6+4OHhwf7/5JNPUmEnYTX/Oqe6jiyevPEkP39ke5tTMJo6qaLzu+CX1EaONP/9uFybppwic6Jw5qyL3923ZQilnjgQxi7otOehnNKRtLW9cWyGutvuM2JDuB5G1PVtwh5Y42DLVV+dsK5p0OX8MkgI85V6KA5J5+hAKKmqgxN6dSiOjtVO+e7du2HXrl2wdetWWLlyJUycOBEyMjLg/vvvF3aEhMNgyjnFKHnUP7e40XG5nFcGyRmF7MAqRNMSdH71o9X6zgOPKafIkiicqXXx1iq/3YT6MWUHIztGsaiynOYEn9KCY9N3yI3ZEA+muEiR+mGNg03NhdTD6awSdme0ZRhFyqUgMcwXfDxc4K+L+VIPRR3pK4MGDWr03muvvQY//fQTjB07Fu68806m0PLjjz/aOkbCQTDlnGJkw1ZJsqaK4LTl3Az+rZcbbJzW16z8XEukF01F7PB7zYG0kx3DDqpq620qKBYL/D7UKW8K3gHXhrc7c1M/hNpWa4uiqWZDHaRcK2Jzr0WQt9RDcUiwKWCHZgHw54V8eHFIa6mHo16d8vvuu49F0RF3dzpIEcLeThZCkszYSdXU7fMgb3dICDd9qxPH6ObsZLb0ohAyhqSdrB58PZo+LPvoLZfTb2+Jjrm2jKKpeY42hUXYGNlkKWZa0XhbttVaB5tqNpRPyrViiA3xpnxmCenYPABW7r966wKb6jEYggiJX7t2jT0QNzc3FkXHR58+fYT4eMJBMOd2siW52k0R8I+D3SUmiD3jayHyRdFBwkLRn09ch2W7LhqUXly2+xJUaUUMbb0lbupCxdzUHkIeuLs4M2fVEPg+Lpfrb9+UDfXX0zHn1VfOZ5c0Oc81NpV8HV7Xc8iF2FZDxwJC/Zy6XgxxIZS6IiWdmgcwKeCDlw2nvDkiVjvlDQ0N8NZbbzE98tjYWPYIDAyEt99+my0jCEsxxzkVU5JMSOcYIwDG8tNxOebDo7OhH7HbOXMQS5HBZ3PzhoW6UCHkQVFlDXNW9R1z3olFnW+5/vZoI++MTmIOuDb4euGYjnB/1+bw87N9YduMAbDg3g5M+eK/YzsbnefaNoVpYMby1WmeE5aAqZBXb5RDPCmvSEq4vydE+HvAASMyxY6I1ekrmD/+zTffwHvvvQf9+vVj7+3btw8WLFgAVVVV8O677wo5TsJBMHU7WWxJMlvyRbUdJEO5s9oUVdY2Srex9pY4aSerC18PNxj/1SFWjzClXzybS5j2gVFmlEP8bXp/2f726ES/tekMizpP1hv725vOMAe8pQVqF5bYFM1zwlzOZt8q8iSnXHraRwXAPnLKbXfKv/32W/j6669ZDjlPp06doHnz5jBt2jRyygmraco5tUcbeSGcY1NFo7hcqA6ApJ2sLnAOo9KQdi2CsTkut98e5zM2CNJuEqS/3JL5bolN0TwnzCX1ejG4ujhB8yCqt5Gajs39Yff5PMgtqYIIf09wdKxOXykoKIC2bds2eh/fw2UEIQZyliTTdpAwMthUXjCfWytEdI+0kx13jsvttxc6cm+uTdE8JyyVQ4wJ8gZXZ0HK6ggbaN8sgD3/fYXyym2KlHfu3BmWLl0KS5Ys0Xkf38NlBCEWcpUk047io+whtkd3dnLSyfkdkBgKTwyIh2mrjgsW3bNW2o1Q/hyX228vdOQet/muduHQJsofesQEwb2douCdTWd1GoyZs61ykIwk5MOZ7BKICSYpRDmAkr8tgryYUz6qS3NwdKx2yhcvXgwjRoyAP/74Q6OycvDgQcjMzIQtW7YIOUaCUIQkmbaDhAd9dKzuToqESX3jNLm1eSVV7H3UMMcUBaGie3K9UCHEn+Ny+u2FTi/DbcBOvnM2nGLpPLz2/zO3JzB7QplSU9sqJ8lIQnpq6xvgQm4p9IgNlnooxD+0j/KHA0aKuB0Nq+/doOThhQsXYMyYMVBUVMQe2M3z/PnzMGDAAMEGeP36dXj00UchJCQEvLy8oGPHjnD06FHNco7j4PXXX4eoqCi2fMiQIXDx4kWdz8B0mgkTJoC/vz9TiHniiSegrKxMZ52UlBQ2bk9PT4iOjmYXHfqsX7+epefgOjgOuvhQLtZ2BDXXQdrwbF9487fTMHdDKjzx7VEWGcfnORtS4a3fTsPSR7oJHskkaTfHRS6/vaXpZabsEF+/tjFVo7pSUVPPnPMJXx+CJTsvmnTI5SYZSUjPlfxyqK3nmEY5IR+nPL2gArKL/1Ukc1Rsah7UrFkzUQs6CwsLmbLLHXfcAVu3boWwsDDmcAcFBWnWQecZU2iw8DQ+Ph7mz58Pw4YNgzNnzjDnGUGHPDs7G3bs2AG1tbUwefJkeOqpp2D16tVseUlJCQwdOpQ59F988QWcOnUKpkyZwhx4XA85cOAAjB8/HhYtWgQjR45kfzt69Gg4fvw4JCUlibYPCOERO3KGTkJ2cZVR+bZ9l27CvBHtZdUmnSCEwtzIvTl2aI7kY1NOua1/T6iPM9nF7JmccvnQNsqfPR9OK3D4FBarI+UofWhIj7y4uJg5r0Lwn//8h0WtV6xYAb169WJONzrPCQkJmij5xx9/DPPmzYNRo0Yx9ZfvvvsOsrKyYOPGjWyds2fPwrZt25hSTO/evaF///7w6aefwtq1a9l6yKpVq6CmpgaWL18OHTp0gHHjxsELL7wAH374oWYsn3zyCQwfPhxmzZoF7dq1Y3rs3bp1Yzn0hHKwV+SspKrOpuUEoebIvbl2aGvhqNwkIwnpOZtdCuF+HuDtLnhDc8LmvPICcHSsdspRoxwd3CtXrmje27NnD0vruHz5siCD+/XXX6FHjx4wduxYCA8Ph65du8JXX32lWZ6WlgY5OTksws2DzYzQ+cb8dgSfMeKNn8OD6zs7O8OhQ4c06wwcOBDc3f89cWC0HVNxMFrPr6P9Pfw6/PcYorq6mkXhtR+EtNir2Yq/p6tNywnzIBtTtx3aWjgqN8lIJaI2G0ON8mgq8pQdbSP9SIHFFqccc7BbtGgBXbp0YY4yRpAxiv3YY4+xVA8hQIf/888/h1atWsH27dvh2WefZRFsTFVB0CFHIiIidP4OX/PL8Bkdem1cXV0hODhYZx1Dn6H9HcbW4ZcbAlNd8CKBf2DU39ERK5fbXExFzgoragQZU5CPe6Ouhjz4Pi4nbIdsTP42Z0sE21bJR6ElI+W4L8VGbTZ2LqeUlFdkSNtIf0i7UQ75pdXgyFgdrsO87nXr1sHcuXPh6aefZo4u5n0PHjxYsMFhegxGuBcuXMheY6Q8NTWV5X1PnDgR5M6cOXNg5syZmtcYYVD6Ac0W5KCCYCpyVlxZC8+vSbZ5TNgEAduKz91wiuWQ67cbpyYJwkA2Jn+bsyWCbavko5CSkXLdl2KjJhu7WVbNnD5yyuUZKUeOXi2AuztGgaNi0z10zM3GXGvMIT927BiLYmMBpFA65aio0r59e533MJ/7p59+Yv+PjIxkz7m5uWxdHnyNEXx+nbw83e5ydXV1TJGF/3t8xr/Rhn9tah1+uSE8PDzYgzCdQ6rdbl4qyTa+qY9QY4oJ8YEPHuoCheWoj1zHUlYwQk4OuXCQjcnf5myVTrRV8lEIyUg570uxUZONnc8pZc+UviI/Qnw9WK7/YQd3yq1OX8GixzfffJOlkmChZHJyMsvLvu222wzKCVoDKq9gXrc2KMMYGxvL/o+Fn+gU79y5U+cqHnPFee10fEa5Rrxo4Nm1axeLwmPuOb/On3/+yZRZeFCppU2bNhqlF1xH+3v4dfjvIeSRy22tZBs65JP7xbOmP0KOCR1wrCzvFR/MnskhJxzN5oSQTrRV8tHWv5fzviQsS11xc3GCSDoOy5I2EX5wJM2xiz2tjpTX19ezvHKURURQIxzzv1Eu8Mknn4RXXnnF5sG99NJL0LdvX5a+8tBDD8Hhw4fhyy+/ZA/EyckJXnzxRXjnnXdY3jkviYhjQrlCPrKOFxBTp05laS/oeE+fPp0prPBjf+SRR9gFBuqXz549m6XI4B2Ajz76SDOWGTNmMG32Dz74gDVNQvUW1Evnx0KAYlQQ+MjZ9aJKuHqzgjUhwQj5C2uSmQ6ymGOizoKEI9qcMRvAxkDuLs5QXFkDPh7ybXgl131JWB4pjw7yBhdnJ6mHQhigTZQfC4yVV9eBj4djiiFYvdUYJTYEOqyo8y0EPXv2hA0bNrCctrfeeos53SiBiLrjPOj8l5eXMz1xjIijIgxKIPIa5QhG8tERx3x3VF154IEHmLY5Dxav/P777/Dcc89B9+7dITQ0lDUk4jXKEbw4wNQclF/EPHq8CEDZRdIoNw+5qSDgiR8dA77dvT3GxHJSf0xp1CJc7TmphDpsTogLSqXmZcvt+EVYx7ncEmgeJN955ui0ifCDBg7gRGYR9Es0XKCtdpw4FPu2AUwLQS1wBPO/UbubMAym1uAFAGq5Y3dRRwJP6FhAaSyHVIqcTHuOCb9r+upkHYecZ0CrUFhq4rsowm4ejmxj+vPE18MVjqYXwtubzujcAbJmfgvhTDMbWJNsMA1EqmOAko9fUqFUG2to4CBpwXYY3aU53Nv51l1yQl40cBw8/X/HYOqAljBjSCtwRKyOlGPxJKaAoDY56oAjGKnG7puY2oHdNwlCDBUEJY4pr7TaoEOOoJOCy419n1Kji4R9MTRP8IJv+aSeMGXlEY1jbun8FqrIUcndNeV4/CIsA9MV0Qaig+mYKVecnZygVbgvHE133Lxyq53y559/HkpLS+H06dMsbxvB1vYoVYgqLGvWrBFynIQKEEIFQaljKqqsNSnFaPB9B1Z9IMzH2DzB15g9u/WFAUyD35r5LZQzrfS8bDkevwgrlFeCSHlFzrSO8INNKVlQ38A5ZO6/1U455m3/8ccfGoecT19ZtmwZayJEEIbAE5jcTmL2GJOPu0vTyz1cWUMS/dQUJUcXCfthap7UNXBMecQahHKmlZqX3Sh1zPeWkguhLM7nloK3uwsEU+M2WdM6whfKa+rhYl4payjkaFjtlKOkoJtb44MovofLCIL4Fx93Vya7uF+rkZB2Q6HNp7Jh6a5LjVJTlB5dJOyDmPNEKGfaEm1yuUCpY+rhQu4t5RVUbSPkS8swX8AA+bH0Qod0yq3WKb/zzjuZTGBWVpbmvevXrzMZQyG7ehLKwBHbT1tCoLcbPH9nK+aY6zvkk7T00bVTU3AfKjW6SNgXMeeJua3qTR0DLNUmlxpTqWN0jFNe+gopr8gfTzcXiAv1YU65I2J1pHzp0qVw3333QVxcnKblbmZmJpMI/P7774UcIyFzKJpkGnQ4YoO9YWSnZjClXzxU1zWwgqPtp3Mb6aNrp6YoMbpI2B8x54k5RY7mHgOUlJdNqWPqoa6+gV0o9o4PlnoohBkkhvnCsavklFsEOuLHjx9neeXnzp1j72F+OUbQr127BhkZGeDi4gLNmzcXcryEzKBCRPOJCvSCe5IiNQ5JVW2DJmXFELgO5q6S6gMhtTpIU860pccAOdaVGIJSx9RDekEF1NZz0IKKPBVT7Pn7mVwoKK9xuBoAm1omYW7WXXfdxR7aUonY5AflzyMjI3XSWwj1wBc/VdfV2zWapHS9bm2HBG/1m5NyYEt0Uen7yxGx9jcTOwptzJk2FVHOLqnS/L2aUoI83V3Yb6W07XJELvyjvNKC0lcUQat/CqlPZBbCnW0jwJGw2CkPDm769g/fi4iKPdWL9q3qzyZ0s1s0SW1pMpakHFgTXVTb/nIEbP3NpIhCm4ooX8kvh4Wbzypu3jVln1gbsiklG1IyixS3XY7Ihdwy8Pd0hQAvqsFRAmF+Huy3Op5eRE65KbBBELa6x45expbPnDlTiLERMkT/VrWHq7NdChHVmCYjZsqBGveX2lHqb2YqoozHCLlvgyX2iQ755H7xmloQpW2XI3Ih71aRJymvKAOnf5oIOWKxp1XpK9jJMzw83OCy3NxccspVjP6t6uTMIqNSf0IWIqq16EqslAO17i81o9TfzFREGY8Rct8GU/aZXVwFV26UswsM3B7t4mwlbpcjpq/EhvhIPQzCAhLDfeG3k47XRMimnHLC8dC/VY1SfkvGd2X/13bMhS5EVHPRlRgpB2reX2pFqb+ZORFluW+Dqe1Dh3zaquNG11HidjkKtfUNkHajHPonGpb1JORJq/BbTYQu5ZVBm0g/cBSscsoPHjzIcss9PDzAz88PoqKiIDAwUPjREbK/VY3RIjzpTukfz6T+MA8syNtdcJkzJel1y6G4Ukn7i7DsN5PD/LImoqzkeUf2pFyu3ihnHW2pyFOZTYROZBaSU26KMWPGaP7P52iFhYVB3759YdiwYcKNjlDErWo86aK0H74vVm6lUvS65VJcqZT9RVj2m8llfhmCt/uFW86qbt6RPSm7yBMhOUTlNRGKDvZmxZ4P94wBR8Hijp6FhYXskZ+fz/TIT548CVu2bIHZs2dDTU0NTJs2TZyRErJAqq58TX3vW6OS4OrNcsk7icqpA6DSuicSxn+zAf/McWw4JZf55WjzTq3b5QhczCtld3DxrhKhLBLCfCE507GKPZ04XsNQIL755huYOnUq3H777SzF5ccffxTy4xVNSUkJU60pLi4Gf39/UDL8LXR7d+XT/l4vdxc4nlEEb286o7lFLmXUEHXHB3+41+jynTMHsWZAxhAjLUGq30kq1GBj+JvllFTBtcJK9hrTQLB24+vHe8AjXx+yen7ZE6HmndxSdRzNntRgY8+tOs6CNvNGtJd6KISF7D6fB1/9eQVOvTkMfD0cowRS8K2cMGECuLre+lgvL8rhUitSdeXjvxdPjtPXJMtKPs6WQj2x0hKU0j2R0OWdzWcbze2iSuUUggox7+SYqkP2pDzO55RCfBgpryiRxDBfwKhxyrUi6JvgGIW6FqevmMLT0xMmTpzIHg899JDQH08QZsvHKaUYTE5pL4R857a9egLIAbIJQghq6hpYlJyKPJVJ80Av8HJzgRP/yKo6AoI75QThqPJxfDGYIZoqBpPjBQYhv7nN9wQwhNqKDckmCCFAh/yW8goVeSoRZ2cnSAjzgRMZ5JQThM1gNAvzrJMzCgUvwpSjRJm1xWByvMAgpMPY3Ma8ctT9xsJPIYsNxbRTayGbIITgQm4pe6ZIuXJJCMdizyIQuPxRtjhG5jxhd8TOB5WrRJk1HTrleIFBSIexuY3FzD8czoD/ju0MZVV1ghQbyjFvGyGbIISSQwxE5RWaL4pWYPnlRBYrfo8KUP/FFUXKCUXmg8pZogy/G6/uu8QEsWdTY7E27YVQJ6bkPyP8PS2aX0rM2yabIITgYm4pNKcouaJJ/EdRylFSWChSTkiSDyqE02xNVFoMbJVtM9amXA4XGIQ02GNuC2WnYsgWkk0QQimv8E4doUyC/ukQjsWed3eMArVDTjmh6HxQqSXKhLr9L5cLDEI+iD23hbBTMdNfyCYIW6iuq4f0mxVwe5twqYdC2EjLMF+HUWCh9BVCcBwlH1To2/+Wpr0QhJR2aq80NbIJwhrSbpRDPcdBNKWvKB7UK0+5Vgz1Deov9iSnnBAcR8kHJdk2wpHtlOY/IfciT4TkEJVPQrgvVNbWw8W8W2o6aoacckJw5FyEKSQk20Y4sp3S/CfkzIWcUgj2dgNfT8rSVTotQ33A2ckxij1pthKi4Aj5oI6SpkOoF1vslOY/IXeN8uYUJVcFnm4uEB3szfLKx/WKATVDTjkhGlIXYYqNXLXSCcIedkrzn5Az53JKoUMzf6mHQQhEy9BbTYTUDqWvEISVOEqaDkEYguY/IVeqaushs6CC8slVRGK4L9OdL6+uAzVDkXLCIRFKW9kR0nQIdWOLLdD8J+TIpbwyQJ2OFqS8oiqnvIEDSL1eDL1bhoBaIaeccDjE0lZmYk1OwoyRIOzhjGPr6muFleDk5ATHMwph+b406BEbZJEtqD1NjVBm0yAkmiLlqqFFoBd4ubmwvHJyygnCBsTo+GfLWJrSVsaonyVjE7N5CkGIZUNs3v6YAn9d+nfe9ksMgSXju8ILa5KtsgWCkAvnc0sh3M8DvNxdpB4KIRDOzk7QMsxH9Xnl5JQToiI3p1Wo1uJiOPgEYQ8b0sxbLYcc2X/pJnue0j8elu66ZJEtEITcIuWUuqI+EsJ84VDareOUWqFCT0I07NHxz1KE1Fam5imEEm2oqXmLjnnX6ED2f9IZJ5TtlFPqiho7e+aWVENOcRWoFYqUE7KPSgt5615IbWVqnkIo6c6OufO2uq7BbjrjckptI9RBcWUtq5VAXWtCfZ09kROZhTA8IArUCDnlhGgI4bQKfeteSG1lap5CiI0YF36m5q2Hq7NddMblltpGqKvIM4acctUR7OPOjkuYVz48SZ1OOaWvEKJhq9Mqxq17IbWVeQffENQ8hRACMS78mpq3WOyZV1otus64HFPbCHVwPqcEXJ2doFmAp9RDIUSSRjyeXghqRVFO+Xvvvceku1588UXNe1VVVfDcc89BSEgI+Pr6wgMPPAC5ubk6f5eRkQEjRowAb29vCA8Ph1mzZkFdna4A/Z49e6Bbt27g4eEBiYmJsHLlykbfv2zZMoiLiwNPT0/o3bs3HD58WMStVT62Oq1i5Wzz2so7Zw6CjdP6smd8HWVhdI6apxBiI8aFn7F5O6BVKLw7uiPckxRpsS1YCtVjEGJxNqeUHeNdXRTl3hAWFHueulYMdfW30uzUhmLSV44cOQL/+9//oFOnTjrvv/TSS7B582ZYv349BAQEwPTp0+H++++H/fv3s+X19fXMIY+MjIQDBw5AdnY2PP744+Dm5gYLFy5k66SlpbF1nnnmGVi1ahXs3LkTnnzySYiKioJhw4axdX744QeYOXMmfPHFF8wh//jjj9my8+fPM0efMH7yx8iXdrqIMadVP7+0nuPA290FKmrqBc/ZFkpbWbt5CuYy4nhRuqmytp5tDznmhD1tyFykbvojVj2GNTnqlNeuLs5ll1A+uYppFe4HVXUNcC6nFJKaB4DacOI4jvU8kTNlZWUsiv3ZZ5/BO++8A126dGFOcXFxMYSFhcHq1avhwQcfZOueO3cO2rVrBwcPHoTbbrsNtm7dCiNHjoSsrCyIiIhg66BjPXv2bMjPzwd3d3f2f3TsU1NTNd85btw4KCoqgm3btrHX6Ij37NkTli5dyl43NDRAdHQ0PP/88/Dqq6+atR0lJSXswgHH7e/vD44Cf9Jr6uRvKL8UI3cT+8Yx3WRDjjlGuPnCD6mh/Fh5oFYbM8eGlMTlvDIY/OFeo8utsW1rbJDsVl02hu5MxwW/w72douC+Ls2lHg4hAjV1DTDl2yOw4N728FifOFAbiri/g+kpGMkeMmSIzvvHjh2D2tpanffbtm0LMTExzClH8Lljx44ahxzBCDceWE6fPq1ZR/+zcR3+M2pqath3aa/j7OzMXvPrGKK6upp9j/bDEUHnAU+wXWKC2LOhCLmh/FJ8vXJ/GtNNtkfONo4DnYXkjEK4nF9mdl4r5cdKh6PYmCkbUktaDt5pWnR/R2jgOIvs0BobJLtVn41hd9qy6jqICfGReiiESLi7OkN8iDccz1BnEyHZp6+sXbsWjh8/ztJX9MnJyWGR7sDAW7q6POiA4zJ+HW2HnF/OL2tqHTz4VFZWQmFhIUuDMbQORuaNsWjRInjzzTdB6Yh9e7ep/NJ9l27CtNsTWTMTMXO2bYmYiSFbR5iHWmxMTOSYnmEoLQcd8uWTesKyXZdgzs+nLLJDa2yQ7FZ9NnYm+9YFQ2wIpa+omcRwPzim0mJPWTvlmZmZMGPGDNixYwcrrlQac+bMYXnoPOjkY8qLkrDH7d2m8kvxRB3q6wHbZgyAkqo68PdyhSBvd4jwF24+2NqZk/TKpUMNNiYmck7P0M9rR7uetzG1UadRc+zQXBvUvkBB6cfpdybC8n1pBtPjyG6VZ2Nns0vA39MVAr1IjlbNtIrwhW2nc+BGWTXzD9SErJ1yTBnJy8tj+eQ8GLH+888/WW739u3bWWoJ5n5rR8tRfQULOxF81ldJ4dVZtNfRV2zB15gv5+XlBS4uLuxhaB3+MwyBSi74UCr2aiNvTPYNHfIl47vC25tOw1//tAAXw6mwNWJGeuXSoXQbU4P92oJ2wTWmjuk75ObaoSkbxDsEhi5QUAISjzGG6lbIbpVnY+iUx4b4MJU2Qt3FnkhyRhHc1V43g0HpyDqnfPDgwXDq1Ck4ceKE5tGjRw+YMGGC5v+oooJqKTyohoISiH369GGv8Rk/A517Hoy8o8Pdvn17zTran8Gvw38Gpsh0795dZx0s9MTX/DpqxBLZMmvzsZvKL8Vc8hX703QccjFyPm2NdJNeOSFHlCY7aIsdmrJBHw9Xgxco+y/dZMcY/boVsltlciaLlFccgVBfd9ZISI0pLLJ2yv38/CApKUnn4ePjwzTJ8f9YAf7EE0+wW2u7d+9mkfXJkyczRxmVV5ChQ4cy5/uxxx6DkydPsuj6vHnzWPEof/WPUohXrlyBV155heWIo8rLunXrmNwiD37HV199Bd9++y2cPXsWnn32WSgvL2ffp1bMPUliBGr6mmSmpjDmswMw+IO98PyaZPa+LbrJfVuGsJOm2E6FrZFu0isn5IjS0qpssUO0sXdGJ0H/xBCd9/E1vl9WVWf0AgWPMV2j/73TSnar3PmeWVgJcZRPrnqcnJygVbgvHEsvALUh6/QVc/joo4+YEgo2DcIqcVRNQaeaB9NONm3axJxodNbRqZ84cSK89dZbmnXi4+OZJCI64Z988gm0aNECvv76a41GOfLwww8zCcXXX3+dFYaiLCPKJeoXf6oJc06SQt0iN6SbXFxZYxengo+yaetAWxoxk1r3mSCUnlZlix3iceitTWeYOs3kfvFQXdfAcsaxHffbm87As7cnNPndAV5urJEY2a1yOZt1q8gzjpRXHILWEX6w7mgmk0hERRa1oDinHDtvaoMFoNhpEx/GiI2NhS1btjT5ubfffjskJyc3uQ42JsKHo2DOSVJIBQP9hj6YDmMPp0KoBi1CNSQiCLlcbNoTW+wQjzN/nM1jD0O8PLRNk9+NRaZy6XlAWMfprBJwc3GSvICZsA+tI3zZxffprGLoGhMEakFxTjkhr5PklRvlokWz7elUUKSbUBtidQMVE2vt0FSqjouzk6IuUAjrnPKYYG/2WxPqJy7Eh90Nw7xycsoJh8HUSVLsW+RvjUqC+b+kNpJ0E8OpoEg3oTaUeLFprh1qyxt6ubs0uS46akq7QCEsIzWrmCmvEI6Bq4szJIb7wpGrBfDkgJagFsgpJ2w6SYoVzebly/AqGJURJvW91U63RZAXRPp70kmUIBz4YlNf3hD1xrGoE5uNGToOhfzTMElpFyiEeVTV1sOl3DLol2BYgYdQb1753gv5wHGcamQwySknZHeLXL94VL+bJ55YCYJwTAwVl2MDINQbR7Qdc/3jkBovUIhb+uT1HActwyhS7ki0ifCDDcnXWRptQpg6akLIKSdkd4uc2l8TBGHJ8QEb/2ADILyrNm9EexY5pUi445B6vRhcnZ1YTjnhWJFyZyeAI2kF5JQThDZCRqCUpq9MEIT9MHZ8QMcc76oNaRvOpBEJxyHlWjFrGuTmoh5pPMI0WEsSH+oDh9MKYFyvGFADNIMJ2aE0fWWCIOwHHR8IfVKuF5M+uQOnsPydZrjJoBIhp5yQHUK1rcfcU9Q6T84ohMv5Zew1QRDKthmhjg+EOqioqYOLuaWQEE5OuSPSNsofsoqq4FphBagBSl8hVFk8qq/OwP89fi41lyAI5dqMEvXXCfFIvV4CDRxAokpyignLaBfpD6i78veVAniwu/JrCsgpJ1RXPGpInQHBEzieyN8elQQFFTXg7+UGof9IpRGEXNDW37bXHDVlM2iLcrITJeqvE+KQcq2INZFpEaR8h4ywHF9PV4gN8YaDl2/Cg91bgNIhp5xQXfGoKfWWS/ll8MS3R2UbCSQcF6mi1UpUPCJ5QwI5kVkEcaE+1MnTgWkX5Q8Hrxg+fikNyiknVIcp9ZbquoZGkUA55s6qIf+XEC5aLebvS4pHlkG2Jx+wwRylrjg27f/JK8+4qfy8coqUEw6nzoC3Ou0dCRQ6JUEp+b+EMqLVclI0kSJ9xxLI9uRDbkkVZBdXQasIcsodPVLu7ASw//INiAlRtjQiOeWE6uDVGbSLwHj6JYZAcmZRo/fLq2tFcwaEPokrLf+XkH+0uimbsaeiiZC2IoY9k+3Ji+Pphey5Vbif1EMhJMTHw5U1D9p/6QaMV7heOaWvEKqDV2fQl01Dh3xyv3jWklsbb3cX8Pdyh+lrkmHwh3thzGcHYPAHe+H5NcnMSZBbSoI5EVVCeUgZrTZmM/ZUNBHSVtBuxbBnsj35pa6E+XpAsA9dCDk6HZoFMKe8AaV4FAxFyglVoq/OgFfSR9MLWStu7PynzfyR7WH+xlT465Lw0S8xUhIo/1edSB2tllrRRChbETOaTbYnL45cLaDUFYLRsUUAbDxxHc5kl0BS8wBQKhQpJ1QLnngTwn1Zy+1WEX4wqHUY9IgNauTsdIsJbOSQCxX9EuMkLqf8X0Jd0Wptm8Fne6ZiCGUrYkazyfbk1TTodFYJtI2k1BUCoHW4L3i5ucCfF/NByVCknHAYjEUCr9woFy36JcZJXOqIKqHeaLWUCGUrYkazyfbkw4mMIqhr4KBtpL/UQyFkgKuLM1Nh2Xs+H6bdnghKhSLlhENhKBIoZvRLjJbgcoioEuqMVkuJULYipj2T7cmHw1cLwNfDFZoHkeINcYtOLQJYnYGS08goUk44PGJGv8RqCe7IEVVCnQhlK2JHs8n25AF2cIqhYKUAACR0SURBVGwT6QfOTtQ0iLhFl+hAWHHgKuy7eAPu7hgFSsSJ4zhll6oqiJKSEggICIDi4mLw93fsW25y0yJGVQZjzkCUANrD/PbSSVxcyMaUjyFbQSw5Xohtz46MHGysqrYeOi7YDo/0ioHhScp0vghxmPXjSejTMgTeH9sZlAhFygm7I8fmG2JHv6glOEFYZyvWHC8omq1+ffLaeg7aN1OuygYhXrR817k8Jo3ojB2FFAbllBMO00pcibm81M6bcGSEOF6wW8HKOzcTTYCdG/09XaEF5ZMTenSPDYKb5TUGmwQqAYqUE3ZNVfFyd4HO0YGsGENfL9we7e6VhBzvKBCEPbFWu9xW25Fbeh2hy58XbjAtasonJ/RpHe4HAV5u8PuZHOagKw1yyglRyS6qhD0X8iHczwOq6xrA080FmgV4wrJHusFzq483csyVXDUtJOgUvP5LKruAmdQ3TrPvjmcUwhu/pMJ/x3YmJ4FQvRNpjbyhrc2DtB167PY7pX889G0ZAu6uzhDk466afatUCsprIPV6MTw9KEHqoRAyxNnZCbpGB8K21Bx4dXhbcFLYhRs55YRo4MkxvaACNqVkwf5LN3Xa3U+/IxGeHtQSPtpx0aGab5jrPOHtt3G9YmDF/jRYuuuSzr6b3C+eLUfU6IgR5s0bBN8rrKiB2voG2H/5Jizfl8YudNVyR8UaeUNbOoNqO/TokC8Z37WRDapl3yqVvy7ms5QklL8jCEP0bhnMgoHnckqhXZSyCv7JKSdEo6iiFj7ddVHHIUf417OHt9VxytXefMOSW+rYFAOdAWP77vWR7WH6mmRKbXEA9OcNOovLJ/WEZbsu6XSixQs2dCJfWJMsSEt5OWCNvKEtzYO0HXqMkBuyQbXsW6Wy+1wexId6QxDte8IISc0CwMfDBbaeylacU06FnoRolNfUNTqh8ei/r/bmG5YWrGHleFP7rq6ek2WxLCH+vEFnES92tR1yfl6gE4nLhWgpLwesadZjS/MgbYceb4Ebs0E17FslUlffwJQ1ukYrL1eYsG93zx6xwfDLySxQmuo3RcoJ0SjXyxfXp7q2ATZO62tSrkwN+bKW3lKvqKlr8vNuGnG8qVhWXRiaN+gsaqdTaINO5JR+t5xypdVoGLNzS+UNbWkepO3QYx1HUyhp36qFo+mFUFJVB90UWMBH2Je+CSGw90I+pFwrZrVZSoGccsIk1jrFgV5NR6wCvd2gVYSfQyiQGLulzheSVdfVM9lDfv8Gmti/GCk3BjkL6sHQvDHlLGovV0qNhik7N6Tzb+y4ZEtnUHTY72oXDm2i/CE6uOnji1L2rZrYfjoHgn3cIT7UR+qhEApIYQnydoMNydfJKSfUgy1OMSquDGgVajBCjO/j8qbILamCqzfKYXyvGFbciMojWMhmr5xOISP0hm6pN1VItnBMR+Yc7DibZ3Df4b4wBjkL6gDnn5ebC/zvse7QLMCLXbjll1VDdJA3TL8zUVPUqY+Hq7OiajSsUUsxdVyytnkQLp8/sj3M2XBKk6dvKIVFKftWTWBK39ZTOdAzLpikEAmzVFj6JoTCxhPXYe497Zh6khJQxigJSbC1cQee4P5jJB90sYmIFZ50/9+6E/DI14dg2qrjMGXlERZJRicWnVmxczrx+7GQcvCHe2HMZwdg8Ad74fk1yex9a+BvqWvTVCHZ3A2nYMF9HQzuu0VjOsL57BKD30POgjrg59/9nx8AF2cneG/bWXjwi4Pw7PfHYeSn++CEli1og04kNs1QUo2GOald1hyXrGkGhn/72sZUZpN40YPBANyn2ihp36oJnNc5JVXQOz5Y6qEQCmFQ6zAmOLHzbC4oBYqUE0axRVqMx5qIleaka0R5BJ1ZjCwLnabBR8brOQ7e/u10o++3JUJv6JZ6U7nBuE5VbYPRfffmqCSorrP89jwhf7SdToyIG7pw26dnC/wdlDfv68D+P7V/vGLmgaWpXaaOS9nFVXDlRrlVd7e0PxvvQqCSDY4B8/QxLahlqA9EBXgqZt+qiV9OXGepK21MpDwSBE90sDe0CveF1Ycz4O6OUaAEyCknjGKLtJg2hvJBm6Kpk652IZuQaRrat8O/mdijkUMuRCGl/gVKbUPTVeG4jrEIH37W+2M7Q2E5ptfUgb+XK5MIi/D3tHhchLzQnv9NXbihYz5vRHsY0jbc7PQMOWJpatcLg1s1+XnokOPdNXNT7bTT1FCKVBt0zLW/HwvTlbiPlU5NXQP8ejIL+ieGsrQEgjCXwe0i4Iu9lyHtRrkiahEofYUwiq9H09dsPiaWi3UxgBErIdM09G+Hi6m6oH1LPdjEyb2piw6W3rP+JAz/5C946H8HYfjHf8Gs9SetTq8h5IP2/Dc1F6tq6y1Kz5AjlqZ2oYPWFHxOvTmpdvppaiWVTds21WtIA8ogYhrCgFZhUg+FUBh9WoaAn6crfHfwKigBcsoJo7i7ODfKp+TB93G5GJjSGUZVFyHTNPQj89ondTFPzIacEZ6mLjpszfUn5I32/LfXXJSbFnlTGuEHrtxkqTqG4HPqtTFWf2LIjvBvjR3zqF5DOlYfSmdpCDHB3lIPhVAY7q7OMLhtBKw9nAnFFfJXJiOnnDBKUWWNwUInvtV7caU4zl9TziqejDEqGCWgHKJ+ZN5eJ2ZrGqNYUxhHKAvt+e8oTiKf2rVz5iCWIoL54MbAAkxDRdD8cQmXm3N3y5AdUXGn/Mi4WcF+pzvbhks9FEKhDOsQAXUNDfD9oXSQO5RTThjF18MNxn91SKfQCSN36ChgAdRv0/uL8r2mdIaFzpvWj8zjiRnzWRHtaJ0YJ2ZrCmGFyvUn5In2/LfnXJQa7dqTy3llRtfDPG/MKta2G083F9h0KpsdlwzJRBq6o2DIjrSLO1+7px1LlVFyvr4aWL4/DXw9XaFPguGLU4IwBfb9GNQ6HL766wpM6hsnWuqtEMh3ZITk4ImoR2yQwUIzsaN01uoMW4N+B0DtE/NztyeyE36Al/gnZlZiZkYNky1txAlloD3/y6trYeHojlBT3wDl1XWydRKF1PU31ZUzRKtREP/dKZlFBh1yY8cqY3bEF3eO6dIc2jcLsGr8hDAUVdTAD0cy4e6kSPBw1ZX/JAhLGN2lGey9kMdqVabf2XSxuJTIOn1l0aJF0LNnT/Dz84Pw8HAYPXo0nD9/XmedqqoqeO655yAkJAR8fX3hgQcegNxcXU3KjIwMGDFiBHh7e7PPmTVrFtTV6bYx37NnD3Tr1g08PDwgMTERVq5c2Wg8y5Ytg7i4OPD09ITevXvD4cOHQc1Ym14h5PdbqjMs1HbiiRlP8litjS2dxfp+a/TQrc1FJ5QFP/87RQdBbKgP634r16JOoXX9LT32WHOsIjuSP9/sS4MGjoOhHSKlHgqhcEJ8PWBIuwj4fM9luFFWDXLFieO4pnXZJGT48OEwbtw45pijEz137lxITU2FM2fOgI/PLWmbZ599FjZv3syc6ICAAJg+fTo4OzvD/v372fL6+nro0qULREZGwvvvvw/Z2dnw+OOPw9SpU2HhwoVsnbS0NEhKSoJnnnkGnnzySdi5cye8+OKL7HOHDRvG1vnhhx/Y333xxRfMIf/4449h/fr17CIBHX1zKCkpYWMsLi4Gf39/UAp8BEzsiLWjbSd+HzoyhvLD0SloSg8dnR1j6T1C5tsrDaXamJKxZR6b89mW9jiwZH2yI/na2M2yahi4eDfc0TYcJvSOFe17CMehtKoWXlp3AkZ2asZsXI7I2inXJz8/nznAe/fuhYEDB7KDQlhYGKxevRoefPBBts65c+egXbt2cPDgQbjttttg69atMHLkSMjKyoKIiAi2DjrWs2fPZp/n7u7O/o8OODr8PHgxUFRUBNu2bWOv0RHHi4OlS5ey1w0NDRAdHQ3PP/88vPrqq2aNnxwGQhvMm8XIojGw6A2joo5+sWQJZGPKm8dSQ3YkTxubt/EUbDh+HT58qEuThb8EYQm/n8mBFfuvwvpn+kDPOPl1h5V1+oo+eBBAgoNv7chjx45BbW0tDBkyRLNO27ZtISYmhjnlCD537NhR45AjGP3GA8vp06c162h/Br8O/xk1NTXsu7TXwWg8vubXMUR1dTX7Hu0HQQhVsGmv9B45QzYmPUovPCY7kp+NpVwrgtWHMmBM1xbkkBOCMqRtBLSO8IWX152EihrdNGY5oBinHCPTmFLSr18/lmqC5OTksEh3YGCgzrrogOMyfh1th5xfzi9rah08+FRWVsKNGzdYGoyhdfjPMJYTjxEF/oGRdYLgoYJN2yEbkx6ax+rG3jZWXVcPr/yYwjTJhyXpnnMJwlawI+wzgxIgr7QKXtuQCnJLFlGMU47FnJhesnbtWlAKc+bMYdF9/pGZmSn1kAgZQYVmtkM2Jj00j9WNvW1s4eazcDm/DJ4elACuzopxUQgFERXgBU/0bwkbkq+zYmI5oYgZj8WbmzZtgt27d0OLFi0072PxJqaWYO63Nqi+gsv4dfTVWPjXptbBfDkvLy8IDQ0FFxcXg+vwn2EIVHLBz9B+EIRc1G3UANmY9NA8Vjf2tLE1hzPg24Pp8OhtsRAXckvMgSDEoH9iKNzbKQre3XwWNiZfB7kga51yvK2AhZQbNmxgkoXx8fE6y7t37w5ubm5MLQWlEBFUQ0EJxD59+rDX+Pzuu+9CXl6eRiVlx44d7MDSvn17zTpbtmzR+Wxch/8MTJHB78LvQVlGPp0GX+MFA0EoQY+dIMSC5jFhK7+ezILXNpyCu9pHwF3tKG2FEJ9xvWKgpKoOZq47AVW19ey11LjKPWUFlVV++eUXplXO529jXhtGsPH5iSeegJkzZ7LiT3S00YlHZxqVV5ChQ4cy5/uxxx6DxYsXs8+YN28e+2yMACAohYiqKq+88gpMmTIFdu3aBevWrWOKLDz4HRMnToQePXpAr169mCRieXk5TJ48WaK9Q6gF7SYoBKFUaB4T1gbfsNPioi3nYECrUJjUJw6cnMzookYQNuLs5ARPDWgJ7q7O8OrPp+BsdgnMuacdaxgoFbKWRDRmmCtWrIBJkyZpmge9/PLLsGbNGlYljqopn332mU5aSXp6OtMzx2g76pujc/3ee++Bq+u/1yS47KWXXmIa6JgiM3/+fM138KDjjlrn6Nij9vmSJUuYVKK5kFwbQYgL2RhBKMfGrhVWsGK7vRfy4b7OzeDhntHMUSIIe4Ju8I6zufD93+nQIsgbFtzXgaXfSXFxKGunXG2Qw0AQ4kI2RhDyt7FLeaXw3cF0lkOO6j1T+sWzzskEISWZBRWwYn8anM0pha4xgTCpbxwMbR8JXu72i5zLOn2FIAiCIAjlUt/Asc6pmBpwLKMQ9p7Ph3M5peDv6QqjuzSHezpGSZouQBA80cHeMH9ke0jOLILNKdkwY+0J8HRzhr4JodArPhg6Ng+AxHBfCPfzEC2KTk65HeFvSlCDE4KwDKwpMecgSDZGEPKwsf+34Sz8fvaGwWWxwV7Qubkf1NfVwm/JGVaOmCDEo224FwR7u8DxzGLYdS6PPYzxaM9m8MpdCYLYGKWv2JFr165RcxOCsAJzb5WTjRGEPGws4pH/gGd0B5336itLAMjjIJSIszO4ePoaXFSdfQFyvpspiI2RU25HUEYxKyvL7IiEnMCoCB6IsXGEmnN1HWE7lbiN5tqMvo0pcVuNQdsiX9SwPdbamKPvNzGg/aLOfWKOzVD6ih1xdnbWaX6kRBylQYsjbKcat9GYjalpW2lb5Ivatsde5zFH2G/WQPvF8faJIjp6EgRBEARBEISaIaecIAiCIAiCICSGnHLCLLD76RtvvKHpgqpWHGE7HWEb1bittC3yRW3bYy9ovxmG9ovj7hMq9CQIgiAIgiAIiaFIOUEQBEEQBEFIDDnlBEEQBEEQBCEx5JQTBEEQBEEQhMSQU04QBEEQBEEQEkNOOaFhwYIFrNuU9qNt27aa5VVVVfDcc89BSEgI+Pr6wgMPPAC5ubmgNOLi4hptJz5w25Dbb7+90bJnnnkG5M6ff/4J9957LzRr1oyNeePGjTrLsab79ddfh6ioKPDy8oIhQ4bAxYsXddYpKCiACRMmsOYMgYGB8MQTT0BZWRkokWXLlrHf2tPTE3r37g2HDx8GubNo0SLo2bMn6/wWHh4Oo0ePhvPnz+uso1Q7fO+999i8fPHFFxW7LdevX4dHH32UjRdtqGPHjnD06FGLbIxQto2Kde7MyMiAESNGgLe3N7P9WbNmQV1dnc46e/bsgW7dujEFksTERFi5cqVs9qm9zj8pKSkwYMAAtn3Y4XPx4sWNxrJ+/Xq2/3EdtNEtW7ZYPBbJQPUVgkDeeOMNrkOHDlx2drbmkZ+fr1n+zDPPcNHR0dzOnTu5o0ePcrfddhvXt29fTmnk5eXpbOOOHTtQgYjbvXs3Wz5o0CBu6tSpOusUFxdzcmfLli3ca6+9xv38889sezZs2KCz/L333uMCAgK4jRs3cidPnuTuu+8+Lj4+nqusrNSsM3z4cK5z587c33//zf31119cYmIiN378eE5prF27lnN3d+eWL1/OnT59mv2egYGBXG5uLidnhg0bxq1YsYJLTU3lTpw4wd1zzz1cTEwMV1ZWpmg7PHz4MBcXF8d16tSJmzFjhiK3paCggIuNjeUmTZrEHTp0iLty5Qq3fft27tKlSxbZGKFsGxXj3FlXV8clJSVxQ4YM4ZKTk9mxPDQ0lJszZ45mHZxv3t7e3MyZM7kzZ85wn376Kefi4sJt27ZNFvvUHuef4uJiLiIigpswYQI7Rq5Zs4bz8vLi/ve//2nW2b9/P9svixcvZvtp3rx5nJubG3fq1CmLxiIV5JQTOgcWNAhDFBUVsYm9fv16zXtnz55lxnfw4EFOyaCTkJCQwDU0NGiccm3HQYnoHxRx2yIjI7n3339f5zf18PBgBzYED2D4d0eOHNGss3XrVs7JyYm7fv06pyR69erFPffcc5rX9fX1XLNmzbhFixZxSruAxN9k7969irXD0tJSrlWrVuziV9u2lLYts2fP5vr37290uTk2RqjPRoU4d6JD6+zszOXk5GjW+fzzzzl/f3+uurqavX7llVeY46/Nww8/zC7k5bZPxTr/fPbZZ1xQUJBmn/B22aZNG83rhx56iBsxYoTOeHr37s09/fTTZo9FSih9hdABb+Hg7aeWLVuy20h4Sw05duwY1NbWsts8PHh7KCYmBg4ePAhKpaamBr7//nuYMmUKu+XGs2rVKggNDYWkpCSYM2cOVFRUgJJJS0uDnJwcnd8vICCA3d7kfz98xluGPXr00KyD6zs7O8OhQ4dASb8pzlftbcVtwNdKm6vFxcXsOTg4WLF2iLft8ba89piVuC2//vors42xY8ey9IKuXbvCV199ZZGNEeqzUSHOnfiMaRYRERGadYYNGwYlJSVw+vRpzTr6NoTr8J8h530q1Pnn4MGDMHDgQHB3d9fZB5jiV1hYaNZ+kruduko9AEI+4KTEHLU2bdpAdnY2vPnmmyx3KzU1lU1iNAQ0Gm3wIILLlArmvRUVFcGkSZM07z3yyCMQGxvLDrCYvzZ79mxm9D///DMoFf430j7o86/5ZfiMzoY2rq6uzCFU0m9848YNqK+vN7it586dA6XQ0NDA8q/79evHLg4Rpdnh2rVr4fjx43DkyJFGy5S2LVeuXIHPP/8cZs6cCXPnzmXb9MILL7BtmDhxolk2RqjLRoU6d+KzoX3BL2tqHXTcKysrmVMq130q1PknJycH4uPjG30GvywoKMjoftL+DFNjkRJyygkNd999t+b/nTp1YgcadE7XrVvHiiHUyDfffMO2Gx1wnqeeekrzf4xeYDHI4MGD4fLly5CQkCDRSAlHAyPMeFLft28fKJHMzEyYMWMG7NixgxVcKR28SMIo3sKFC9lrjJTj7/PFF18wp5xwXBzx3EmIA6WvEEbBK/vWrVvDpUuXIDIykt0ew6iyNlhBjsuUSHp6Ovzxxx/w5JNPNrkeHmAR3A9Khf+N9Cv+tX8/fM7Ly9NZjtX/WBGvpN8Y045cXFya3Fa5M336dNi0aRPs3r0bWrRooXlfSXaIt9JxPqFaBEa88LF3715YsmQJ+z9GppSyLQhenLdv317nvXbt2mnSFMyxMUI9NirkuROfDe0LfllT66BSCTr+ct6nQp1/Im3YT9rLTY1FSsgpJ4yCUkQYHcaTUffu3cHNzQ127typWY4pHXhC6tOnDyiRFStWsNtlmO/aFCdOnGDPuB+UCt7ywwOO9u+Htz0xV4///fAZTxzoTPHs2rWLRQj5CxMlgLeKcb5qbytuA76W+1zFGil0yDds2MD2vf6tWiXZId5dOnXqFLMf/oGRZsy35f+vlG1BMI1IX57ywoULLCJqro0RyrdRMc6d+Iy2ou2U4h0mdLj5C0FcR/sz+HX4z5DzPhXq/NOnTx8mvYg5+tr7ANOGMHXFnP0kezuVutKUkA8vv/wyt2fPHi4tLY3JCqE8E8oyoQIEL+uE8my7du1isk59+vRhDyWCVem4LVi5rQ3Km7311lts+3A//PLLL1zLli25gQMHcnIHVS5QTgsfaNoffvgh+396erpGBgrlsXCbUlJSuFGjRhmUpOratSuTfNu3bx9TzVCqJCJW069cuZJV9T/11FNs27XVDeTIs88+y6S60A615dUqKio06yjZDvWVjZS0LSjr6Orqyr377rvcxYsXuVWrVjGJuu+//16zjjk2RijbRsU4d/KSiEOHDmVSqChzGBYWZlAScdasWUy9ZdmyZQYlEaXap/Y4/xQVFTFJxMcee4xJIuL24j7Rl0REO/3vf//L9hMq4xiSRJSrnZJTTujIK0VFRTGd0+bNm7PX2hq8OGGnTZvGJInQEMaMGcMcBiWC+sJ44Dh//rzO+xkZGcwBDw4OZgc31EnFg6ASdMpRZx23Sf8xceJEjRTU/Pnz2UENt23w4MGNtv/mzZvsIOjr68vkuCZPnswOtkoEdXzxRIjzGaXCUPtW7hj6/fCB2uVqsEN9p1xp2/Lbb78x5wntp23bttyXX36ps9wcGyOUbaNinTuvXr3K3X333Ux3Gx16dPRra2sbHeO7dOnCvgeDRdrHBan3qb3OPydPnmTSpPgZuK/RwdZn3bp1XOvWrdk+QBnJzZs3K8ZOnfAfqaP1BEEQBEEQBOHIUE45QRAEQRAEQUgMOeUEQRAEQRAEITHklBMEQRAEQRCExJBTThAEQRAEQRASQ045QRAEQRAEQUgMOeUEQRAEQRAEITHklBMEQRAEQRCExJBTThAEQRAEQRASQ045QRAEQRAEQUgMOeWEopg0aRI4OTk1erRo0ULqoRGE4u0pJCQEhg8fDikpKVIPjSBUT1FRkcHzWWBgoNRDIySCnHJCcaDTkJ2drfNITk6WelgEoXh72rlzJ7i6usLIkSOlHhZBOAw//fSTxgY//vhjqYdDSAg55YTi8PDwgMjISJ1HWFiYZvns2bOhdevW4O3tDS1btoT58+dDbW2tzmdcvXrVYIQCIxfmrrNgwQLo0qWLwTFu3LiRrUsQSrInnM+vvvoqZGZmQn5+Plt+6tQpuPPOO8HLy4tF0p966ikoKyvT/D2u36xZM3B3d4fmzZsz+2toaGDL9uzZw+xg8+bN0KlTJ/D09ITbbrsNUlNTNX9/8+ZNGD9+PPtbtNmOHTvCmjVrdMaIn7d48WJITExk442JiYF3332XLTNko/wDv58g5EpdXR17RrvibTAgIEBnnYyMDBg1ahT4+vqCv78/PPTQQ5Cbm8uWcRwHQ4YMgWHDhrH/IwUFBezO8euvv675jL1790KvXr2Y7URFRTGb5b+bh7dVithLCznlhOrw8/ODlStXwpkzZ+CTTz6Br776Cj766COddfgD2B9//MGiExip0MecdQhCTaCz/f333zPnFx2F8vJydsIPCgqCI0eOwPr165k9TJ8+XfM3Q4cOhU2bNsGlS5fg66+/hi+//JJ9hjazZs2CDz74gH0GXkDfe++9mgvlqqoq6N69O3Pc0VlHp/+xxx6Dw4cPa/5+zpw58N5777ELbLTr1atXQ0REBFumfcdMP+rYt29fO+05grCc6upq9ozOsiHwYhQdcnS00bHesWMHXLlyBR5++GG2HB3nb7/9ltnVkiVL2HvPPPMMu8DlnfLr16/DPffcAz179oSTJ0/C559/Dt988w288847Br/z/PnzFLGXEo4gFMTEiRM5FxcXzsfHhz2aN2/ODRkyhNu+fbvRv3n//fe57t2767x3/vx59Li51NRU9nr37t3sdWFhodnrvPHGG1znzp0NfueGDRvYugShJHvCORsVFcUdO3aMLf/yyy+5oKAgrqysTPM3mzdv5pydnbmcnJxGn3flyhX298uXL9exmbVr12rWuXnzJufl5cX98MMPRsc1YsQI7uWXX2b/Lykp4Tw8PLivvvrK5Pbgd+F3EoQSSElJ0TnHICtWrOACAgLY/3///XdmnxkZGZrlp0+fZn9z+PBhzXvr1q3jPD09uVdffZXZ8YULFzTL5s6dy7Vp04ZraGjQvLds2TLO19eXq6+v17y3bds29rm8rWuPg7AfFCknFMcdd9wBJ06cYI+ff/6Z3Y4bMWIEHDp0iC3/4YcfoF+/fuxWIN7ymzdvHrsFqE1JSQl79vHxMfo95qyDt/bxO/CWY7t27Vg0jyCUak8YncbI+N133w3p6elw9uxZ6Ny5s44NoG1hBA8jajwLFy7UpIs98MAD8Pjjj+t8R58+fTT/Dw4OhjZt2rDPRurr6+Htt99maSu4DO1p+/btGpvF9TCiOHjwYDvsDYKwHxjFRvAcZgic+9HR0ezB0759e5ZWwtsPMnbsWBgzZgw7//z3v/+FVq1a6XwG2p92OiXaMN4Vu3btmk4aGdaToB0T0uEq4XcThFWgg4C313mWL1/OnHPM40ZnYcKECfDmm28y5wKd5bVr17Jb59pkZWWBs7Mzc9yNYc466Fz8+uuvzLH4+++/YerUqWxseHAjCCXaE6agoN1g2pe54C3z+++/H44dOwYvvvgi+z86++bw/vvvszQzvF2OjjmOBz+jpqaGLcdcdoJQI5iKhelceDFqCxUVFcz2XFxc4OLFi1Z9BqbFxMbGUi2UxFCknFA86DjjAx3jAwcOsAPLa6+9Bj169GARA4z46YM5eG3btmWFZ8YwZx0sbkOHBp3ziRMnsqgiRhwJQqngSRntqbKykt39wTxUzC3n2b9/P1uOc54HnQq0Fbwg7t+/f6P6C7xg5SksLIQLFy6wz+Y/D/NmH330UWY/GG3H5Txow+iYozIMQagJnNNN1T2gjWDRNT60HXkUG8CIOc/LL7/MbHLr1q0st3zXrl06n3Hw4EFNjRRvc1h7pS0ljDnrAwYMEHgLCUshp5xQHHgrOycnhz3w1tzzzz/PbsVhMQuewPG2N0bHL1++zA5QGzZs0PwtRt/+7//+Dz788EOYPHmywc83Zx0ePNBhoRo6LXggxANmUlKS4NtMEPa2JyzGRCcbL0rxghOLMHfv3s2WYyEmX2j52WefwenTp5laERZ4YjFa165ddb7jrbfeYg4IfgZqo4eGhsLo0aPZMrRZ/Bu8oMbvf/rppzXqEgh+Pyq6vPLKK/Ddd98xu0YnH4vVCEKJ4AUvzl90ovGOLm9/+CguLmbnFfw/qh7h3SO0w+PHj7P0MkwNGzRoEAs6IVggjXeLV61aBXfddRcrqkZ7xYtfZNq0acypR7s9d+4c/PLLL/DGG2/AzJkzmSOP5zu8iMbzF14c64+DV2Ei7IQd89cJQpDCNJy2/MPPz4/r1q0bt2bNGs06s2bN4kJCQlghy8MPP8x99NFHmoKVo0ePci1btuQWLVqkU+SiXcRpzjp8oSc/Dix8i46O5ubPn8+WUaEnoVR76tmzJ/fjjz/qFKPdcccdrJAsODiYmzp1KldaWqpZfs8993ChoaGsGDMxMZF79913NUVlvM389ttvXIcOHTh3d3euV69e3MmTJ3UKP0eNGsXsNTw8nJs3bx73+OOPs/d40A7feecdLjY2lnNzc+NiYmK4hQsXNtoeKvQklAAWUWrbnbFHWloal56ezt13332sgBPtc+zYsZoi67y8PC4iIkLHFmpqapiwwUMPPaR5b8+ePcyu0f4iIyO52bNnc7W1tTo2auyBNkfYDyf8x14XAARBEITjgNrHmFuOUTvSPCaIW6BkLz6a0tHHNLK0tDSIi4sTdSw4Buy5YWgsmCaDvQvwLhhhHyh9hSAIgiAIwk5gjYSp4k5MD8PCTbHBuihjY8H0Fu3GfIT4UKScIAiCEAWKlBMEQZgPOeUEQRAEQRAEITGUvkIQBEEQBEEQEkNOOUEQBEEQBEFIDDnlBEEQBEEQBCEx5JQTBEEQBEEQhMSQU04QBEEQBEEQEkNOOUEQBEEQBEFIDDnlBEEQBEEQBCEx5JQTBEEQBEEQBEjL/wf5iQyTQv2ySAAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 750x750 with 12 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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as1wfXMYkGxn7p+UyrXLhE5l0xBikhVzgRoZLSSCWS5iWK1dOXYZVMrPzg4GZiIicIvkrvx544IFcr41u6apkcp89e/bgbjAwExGRw9DbcR+zrbCPmYiIyI6wxkxERA5DV4hN2UWFgZmIiByG3gmashmYiYjIYehcGJiJiIjsht4JAjOTv4iIiOwIa8xEROQwdPriX2NmYCYiIoehcyn+Db0MzERE5DD0TtDHzMBMREQOQ8embCIiIvuhd4Iac/FvrCciInIgrDETEZHD0DlBjZmBmYiIHIZOX/wbehmYiYjIYeiY/EVERGQ/9GzKJiIish86J6gxF//GeiIiIgfCGjMRETkMHZO/iIiI7IfOCZqyGZiJiMhh6Jn8RUREZD90rDETERHZD50T9DEX/2dIRERU3GvMer0eOl3OzQnp6el3UyYiIiKL2JSdg59//tn2JSEiIroDBuYcPPXUU2brP/30E/bu3Ys6dergmWeesVXZiIiInC4w33Uf89SpU9G9e3esWbMGffr0wcSJE21TMiIiIgvJX9YujuKuS7p48WLMnz8f27dvxy+//IJFixbZpmREREQWxjFbuzhNYL506RKaN2+u/pe/Fy9etEW5iIiInNJdj2OWDGxX19uHcXFxgcFgsEW5iIiInLKP2arA3LBhQ9NwqcTERDzxxBNwd3eHpmm2Lh8REZGJI/UVF2pg7tSpU44Z2plvIyIisiUda8yWjR8/3vYlISIiugMG5hzExcXlenuJEiWsLQ8REVGO2JSdg4CAAItTckofs2znlJxERESFnJX9448/omTJktbenYiIKN90bMrO2X333Yfg4GDbloaIiCgXbMrOxeHDhxEdHQ0fHx+EhISo4VLOrGSrJqg8rA/8G9WBZ9lg7Hx6AKJWrsv9Pvc3Ra3po+BbqxqSzl/GySmf48JX5hcIqfDqc6g8tA88Qkojbv9RHHrjHcTuOFDAz4byo8/zFfHEIyHw83HFgSNxmP7ZCVy4nJjj/vVr++O5LuGoUcUXQaU8MPrdg/h3a7TpdhcXHfq9UBHNm5RE2RAvxMenYee+GHy++Ayir6cU0rOirFrVc8ODjd1RwluHi9cMWL4hCRFROc/b0KCqKx5v4Y6SJfS4esOAX/9LxuGz5t18ZQL1eKKVB6qGuUDiTdR1AxauSkTMTQ49zVEuVzYsLqw+9XjooYdQu3ZtVKpUSQXnunXr4qOPPoKzcvHxRtz+Yzg4KG9zhXtVLId7V36B6A3bsKnJUzjzyWLU/WIygh5uZdontOtjuGfaaJyYPBubmnbGzf1H0WzVAriXZheCvXj+6XD8X8cwFYz7vbkHiUnpmDGpLtzdcv7x8PJ0wckztzBjzgmLt3t66FG9ih8WL43AS2/swpgph1A+zBtTx9YpwGdCuWlYzRWdW3vgj23JmPZ9Ai5dTcernbzh62X5fa4YqkePxzyx9VAqpn2XgAOn0tCnoxdCS2X85Jby12FwV29cuW7AJ8sTMPXbeHX81LRCfGIO2pSts3Ip1jXmM2fOqESv1NRUlaEt03LKXNlvv/020tLSMHz4cDibq3/8o5a8qtDvWSSeuYAjI6aq9VtHT6Nky8aoNLgXrq3dpLZVeqM3zi9YhguLf1LrBwaMR/BjDyC819M4NW1eAT0Tyo+uT4bhq2XnsGnb7Rrv5I+OYuXXLdG6eRDW/XvV4n227rqulpzEJ6RjyLj9ZttmfHES82c0QpnSHoi6mmzjZ0F38kAjd2w+lIpth29HzWXrk1Grkiua13bDXzuzt2K0aeCOo+fSsX53qlpfvTUFNcq7onV9N3Vf0bGFBw6fTcPK/zLez+hYJs7eiTM0ZVv1DCtUqICKFSuiWrVqaNy4sZr565133sHnn3+OuXPn2r6UxVBA8wa4tn6L2barazchsHkD9b/OzQ3+jWrj2rrNGTtoGq6t34yA5g0Lu7hkQdkynggq6YEde2PMgurh43GoU9O2QwZ9vWW6Ww03b7E6Vdhc9EB4sB7HIzKCpjQ0y3rFEMs/oZVCXXAswvy9OhqRhoohLup/qbtJYL9yw4BXOnlhcl8fDOnmjbqV73qWZCoGbHrq8eyzz2Lp0qW2PGSx5VEmCMlR18y2ybqbvx/0nh5wDwqE3tUVyVeis+wTDY+QoEIuLVlSMvB2XkXMjdu1IqOYGymm22xBmsVf7VUZf/1zBQmJrFEVNh8vHVz0OtxMMO9Pvpmgwc/H8k+on7fsb95PLOslfG43p/p66+DprkO7JlKzTsPnPyeq5u6XOnqiStjt4E3O25RtVWCW5mtLi8ybXbVq1TvePzk5Odt9UzVe/ILs28NtgvHnslamxdW14L/okgg2aWQtVcWSfmwqXvlLB0+nYcOeVJVMJk3ih86k4766bkVdPLumK+TrMc+ePVu1EHt6eqJZs2aq2zY3M2fORI0aNeDl5YXw8HAMGTIESUlJ9j/ByJQpUzBxonmSVHddSTzv4jw1QakdS605M1lPjb0JQ1IyUq7FwJCWBo/gUln2KYXkSPOaNhWOTdujcfj4TtO6u9vtL3pggBuiYzL6GQMD3HHy9C2bBOV3RtZCSLAnBo3Zx9pyEYlP1JBu0ODnLe+3wbxWHG+5QqFq097mv5GyHhevZRwzXUNktPn9o66no3JZNmfnpjBrvtICPHToUMyZM0cFZQm67du3x7FjxywOF/7uu+8watQoLFy4EC1btsTx48fRq1cvFRdnzJhh3xOMjB49Wj3ZzNaXbAxncmPrXpR+7H6zbUEPtUTM1r3qfy01FbG7DyHowRYZw650OpRq2wLnPvumKIrs9BIT03ExS3C8dj0ZTeoH4uSZeLXu7eWCWtVLYMXqSzYJyuXKemHQW/sQd5N9y0Ul3QCcv2JA9XAXHDh9+32Q0CDr/+4378YwOnM5HdXDXbFxb8btNcJdcTYy3XRMGWoVHGheiwsO0CPmJlsP7SUwSzDt27cvevfurdYlQK9atUoFXgnAWW3evFnN8fHcc8+pdalpd+/eHdu2bbP/CUY8PDzUkpmbTu/ww6V8qpY3rXtXKocS9Wsi5XqsGqNcY/JQeIaVwb7eI9Xt5+YuQYUBz6PmlOE4/+VyBLVtroZH7Xiyv+kYZ2YuQv2FU3Fj10HE7tiPioN6wtXHC+f/l6VNRe+HlRfRs1t5nL+UiMtRSXj5hYqIvp6Mf7dmtGrMnFwP/2y5hp9W3Q7WXp56hIV6mW4PLeOJqpV8VGKXZFxLUJ48qhaqV/HFyEkH1fjWkgG3mzfjbqUhLY1jXAvbht0peP4RT0RcSUdEpAFtGrqpvv9th28HXrkt9pYBv22+3XKycW8KBj3tjbYN3XDobDoaVXdFeBk9lq7PaNJcvzsFPR/zxKmLbjhxIQ33VHBF7cqu+HR5zmPgCVBfCCtJN6osd4pHIiUlBbt27VIVyYyH1qNdu3bYssU8cddIasnffPONau5u2rQpTp8+jdWrV+PFF1/MVzk5wYiN+Deugxbrvjat15r+lvp7/qufsL/PaHiEloZXeKjp9sSzF1QQrvXhaFR8vQeSLkTiQP+xpqFS4vIPv6sxy9XHD7o9wci+I9je8WWkZEkIo6Lz7fLz8PR0wYiB1eErE4wcjsWw8QeQkpoRPMNCvBBQIqPfsGZVP3wy5Xb2vRj08u28jNXrIvHezGMoXcpdDbcSX37SxOzxXh+9F3sOxhbCM6PM9pxIg69XMh5v7qEmGLlwzYA5KxJMCV6BfjpoWkbAOHvZgK/WJOHxlh7o2FKnJhhZ8FsiLmdqut5/Kg3L1ifh4Xs90OUBD1yJkclFknD6ErssCoqlblS5WuKECROy7Xvt2jXVLVumTBmz7bJ+9OhRi8eXmrLcr1WrVqprV4YPv/LKK3jrrdvxIK90mtw7n+SsQdrMjX3Ksl6zZk289NJLqqPbGqvcalh1P3JMUx7lsDpn0rhdo6IuAhWiWYP9CuzYV8febla2Rom35+S5xizzc4SFhanm6RYtWpi2jxgxAhs3brTYPL1hwwY1Omny5MmqT/rkyZMYPHiwag6XeT7yihOMEBGRU0ww4pFDELYkKCgILi4uiIqKMtsu69JKbInEQGm2fvnll9W6zIgZHx+Pfv36YcyYMaoSW2CBWSYYycw4yUj16tUxadIkBmYiInLo5C93d3cV29atW4dOnTqpbQaDQa0PHDjQ4n0SEhKyBV8J7iI/jdM2zcuXKrzMn01ERFQg9IWXKCyjh3r27IkmTZqoZC4ZLiU1YGOWdo8ePVRzt/RdC6mgSiZ3w4YNTU3ZUouW7cYAXeiB2c3NDY0asS+JiIgcf7hUt27dcPXqVYwbNw6RkZFo0KAB1qxZY0oIi4iIMKshjx07VuVdyd+LFy+idOnSKii/++67BZ/8JZlqciWpZcuWqYJJWnlm16/nPEF/Tpj85VyY/OVcmPzlXAoy+ev65IwhpflVcuwXcARWtQlIurlU1+VsIjY2VlX3u3Tpos4cLKWdExER2YJOp7d6cRRWlfTbb7/FvHnzMGzYMLi6uqqZTebPn6+q+1u3brV9KYmIiIQ0ZVu7FOfALG3tkgYufH19Va1ZdOzYUU1XRkREVBwuYlEUrCppuXLlcPnyZfV/lSpV8Oeff6r/d+zYkecxYkRERPml42UfLevcubMayyVef/11lQ5erVo1lTous38REREVCJ3e+sVBWDVc6v333zf9LwlgMuGITFsmwVlSw4mIiMg6dz2OWZqvf/31VzWESgZhExERFRSdAzVJF0pgLl++PPbs2YNSpUqp9bVr16JDhw6qX1mGSk2fPh3ff/89unbtWlDlJSIiZ6Z3nCZpa+XrGV64cEHVjI2mTZumhkrduHEDMTEx6N+/Pz744IOCKCcRERFkZi1rF0dxV6ceR44cUclfMgeo1Jjl/xMnTtiudERERFlrzNYuztDHLDXlkiVLmtYDAwNx8+ZNW5SLiIjIKfuY83UKYak5wJGaB4iIiIpVjVmud9GrVy/TJCJJSUl45ZVX4OPjo9aTk5MLppRERETCgcYjF0pglutSZvbCCy9k20cmGSEiIioQ+uLfSpuvwLxo0aKCKwkREdEdONJVoopsghEiIqJCo2eNmYiIyG7oHGjYk7WK/zMkIiJyIKwxExGR49CxKZuIiMh+6It/Qy8DMxEROQ4da8xERER2Q8caMxERkR3RFf/AXPyfIRERkQNhjZmIiByHnn3MREREdkPnBE3ZDMxEROQ49KwxExER2Q9d8a8xF/9nSERE5EBYYyYiIsehY1M2ERGR/dAX/4ZeBmYiInIcOgZmIiIi+6FnUzYREZH90BX/GnPxf4ZEREQOhDVmIiJyHDo2ZRMREdkPffFv6GVgJiIix6FjjZmIiMh+6FhjJiIish/64h+Yi/8zJCIiciB2U2Oe8ujcoi4CFaLRa/oVdRGoEH1ccmlRF4EKVYOCO7SOfcxERET2Q1f8G3oZmImIyHHoin+NufifehARUfFK/tJbuVhh9uzZqFixIjw9PdGsWTNs37491/1v3LiB1157DaGhofDw8ED16tWxevXqfD0ma8xEROQwtEKsMS9duhRDhw7FnDlzVFCeOXMm2rdvj2PHjiE4ODjb/ikpKXj44YfVbT/++CPCwsJw7tw5BAQE5OtxGZiJiIgsmDFjBvr27YvevXurdQnQq1atwsKFCzFq1Khs+8v269evY/PmzXBzc1PbpLadX2zKJiIix0r+0lm3JCcnIy4uzmyRbZZI7XfXrl1o166daZter1frW7ZssXiflStXokWLFqopu0yZMqhTpw7ee+89pKen5+spMjATEZFTBOYpU6bA39/fbJFtlly7dk0FVAmwmcl6ZGSkxfucPn1aNWHL/aRf+e2338aHH36IyZMn5+spsimbiIicoo959OjRqs84M0nQshWDwaD6l+fOnQsXFxc0btwYFy9exLRp0zB+/Pg8H4eBmYiInGIcs4eHR54DcVBQkAquUVFRZttlPSQkxOJ9JBNb+pblfkb33HOPqmFL07i7u3ueHptN2URE5Dh0OuuXfJAgKjXedevWmdWIZV36kS257777cPLkSbWf0fHjx1XAzmtQFgzMREREFkiz97x587B48WIcOXIEr776KuLj401Z2j169FDN40Zyu2RlDx48WAVkyeCW5C9JBssPNmUTEZHj0BdefbJbt264evUqxo0bp5qjGzRogDVr1pgSwiIiIlSmtlF4eDj++OMPDBkyBPXq1VPjmCVIjxw5Ml+Py8BMREQOQyvkKTkHDhyoFks2bNiQbZs0c2/duvWuHpOBmYiIHIeu+PfAMjATEZHD0BiYiYiI7IiOV5ciIiKiQsQaMxEROQyNTdlERER2RFf8m7IZmImIyHHoWGMmIiJy2nHMRYGBmYiIHIeu+NeYi/8zJCIiciCsMRMRkcPQUPybsq2qMf/zzz9IS0uzfWmIiIjuMFzK2sVRWFXStm3bqktbERERFSqd3vqlODdla5pm+5IQERHdAbOyc7FlyxYEBgZavO3++++/mzIRERFZ5EhN0oUemDt37mxxu06nQ3p6+t2UiYiIyGlZHZgjIyMRHBxs29IQERHlhk3ZyLFWTEREVNg0NmVbxuQvIiIqCpoTjGO2KjAbDAbbl4SIiOgOnKHGbNUznDJlChYuXJhtu2ybOnWqLcpFRESUnXSlWrsU58D8xRdfoGbNmtm2165dG3PmzLFFuYiIiJySq7UZ2aGhodm2ly5dGpcvX7ZFuYiIiLLRnODaS1Y9w/DwcPz333/Ztsu2smXL2qJcREREFmf+snYp1jXmvn374o033kBqaioefPBBtW3dunUYMWIEhg0bZusyEhEROU3yl1WBefjw4YiOjsaAAQOQkpKitnl6emLkyJEYPXq0rctIRESkcLhULhOMSPb122+/jSNHjsDLywvVqlWDh4eH7UtIRET0P6wx34Gvry/uvfde25WGiIjIyVkdmHfu3Illy5YhIiLC1Jxt9NNPP9mibERERGYcKYnLWla1CSxZsgQtW7ZUzdg///yzSgI7dOgQ1q9fD39/f9uXkoiICLf7mK1dinVgfu+99/DRRx/h119/hbu7O2bNmoWjR4/imWeeQfny5W1fSiIiItzuY7Z2KdZN2adOnUKHDh3U/xKY4+PjVULYkCFD1PCpiRMnwpn1eb4inngkBH4+rjhwJA7TPzuBC5cTc9y/fm1/PNclHDWq+CKolAdGv3sQ/26NNt3u4qJDvxcqonmTkigb4oX4+DTs3BeDzxefQfR1824EKhwlWzVB5WF94N+oDjzLBmPn0wMQtXJd7ve5vylqTR8F31rVkHT+Mk5O+RwXvvrZbJ8Krz6HykP7wCOkNOL2H8WhN95B7I4DBfxsKD96dA7Bow+Ugq+3Cw6fiMfHi8/jUlTu38MnHgrC/z0WjJL+rjh9PhGffXMRx04nmG4P9HfFy93KolFtP3h76XH+cjKW/BqFTTtjC+EZORbNgWq+1rLqFCIwMBA3b95U/4eFheHgwYPq/xs3biAhIePD5oyefzoc/9cxTAXjfm/uQWJSOmZMqgt3t5w/TF6eLjh55hZmzDlh8XZPDz2qV/HD4qUReOmNXRgz5RDKh3lj6tg6BfhMKDcuPt6I238MBwfl7STUq2I53LvyC0Rv2IZNTZ7CmU8Wo+4XkxH0cCvTPqFdH8M900bjxOTZ2NS0M27uP4pmqxbAvXTJAnwmlB/PPB6Mpx4ujU++PI/Bk44jKdmA996sArdcvt9tmgagX/ey+PaXSLw2/pgKzO++WRn+fhn1ouH9yiM81AMTZp1B/zHH8N+uWLz1WkVUKe9VSM/McWhOUGO2qqT3338/1q5dq/7v2rUrBg8erCYd6d69Ox566CE4s65PhuGrZeewaVs0Tp2Nx+SPjqJUSQ+0bh6U43227rqOed+cxT+ZasmZxSekY8i4/Vi/6SrOX0zEoWM3MeOLk6hZzQ9lSnOIWlG4+sc/OD5+JqJ++StP+1fo9ywSz1zAkRFTcevoaZz77FtELv8DlQb3Mu1T6Y3eOL9gGS4s/gm3jpzCgQHjkZ6QhPBeTxfgM6H86NS+NL7/NRJb9sThzPkkfDD3HEoFuKFlo5xza7o8WhprNkbjz3+vI+JSMj7+8gKSUwxof3/GCVetqj74Ze01VYuOvJqC71dGqe99tUoMzM7IqsD86aef4tlnn1X/jxkzBkOHDkVUVBSefvppLFiwAM6qbBlPBJX0wI69MaZt8uU6fDwOdWqWsOljSTOawaDh5q00mx6XCkZA8wa4tn6L2barazchsHkD9b/OzQ3+jWrj2rrNGTtoGq6t34yA5g0Lu7hkQUhpdxWEdx+6ZdqWkGjA0dMJuKeqj8X7uLroUK2it9l95HL2ew7dUsHY6PDJeLRpFgA/Hxd1EST5X1rZ9h/JuB85T/KXVX3MJUtmnOnp9XqMGjXKlmVyWCUD3dXfmBupZttjbqSYbrMF+cK+2qsy/vrnChIS0212XCo4HmWCkBx1zWybrLv5+0Hv6QG3QH/oXV2RfMW81SQ5Kho+NSoXcmnJEukfFjdizb/fN+JSTbdlVcLPReWIZL1PTGyqaro2enf2Obw1oAJ+/Kwu0tI0VaOe+PFZXLrCHJKsHKlJutDHMaenp6uhUjJkStSqVQtPPfUUXF3vfMjk5GS1ZGZIT4HexXbBqzA83CYYw1+rblofMangk3TkSz5pZC3IyZ/0YxNRwWjbIhCDe5Uzrb8943SBPVbPLiGqFWzk1JOIu5mGFo39MWZARQx77wTOXkgqsMd1RJoD1XwLNTDLmOUnn3xSXf6xRo0aaptM0SmXfZQhVHXq5J6UNGXKlGyZ2+HVeqJ8jd5wJJu2R+Pw8Z2mdXe322dygQFuiI7JONMNDHDHydO3bBKU3xlZCyHBnhg0Zh9ryw5EasdSa85M1lNjb8KQlIyUazEwpKXBI7hUln1KITnSvKZNhWPrnlgcOxVvWnf73/c7wN8N12MzupACSrjhVITlURdxN9ORnq6p+2QW6O+GmP8dIzTYXSWU9XvrKM5dvB2ET59PQt3qvnjyoSB8vPhCgTw/R6VxghHLXn75ZdSuXRsXLlzA7t271XL+/HnUq1cP/fr1u+P95UIXsbGxZku5qs/D0SQmpuPi5STTciYiAdeuJ6NJ/UDTPt5eLqhVvQQOHo2zSVAuV9YLb4zdr86qyXHc2LoXpR5sbrYt6KGWiNm6V/2vpaYidvchBD3YImMHnQ6l2rbAja17Cru4JN/vJINqSjYuEjSjb6SiYS1f0z7ennrUrOyNIyczAnhmaekaTpxNMLuPxJUGtXxVv7LwcL/9Myw5I5mlGzQ4QattvmmazuqlWNeY9+7dq6bklGFTRvL/u+++m6e5s+ViF1kveOFozdg5+WHlRfTsVh7nLyXiclQSXn6hIqKvJ+PfrRm1npmT6+GfLdfw06pLat3LU4+w0Izsy9AynqhayUcldkVdTVZBefKoWqhexRcjJx2EXg+UDLh9Bh53K031SVHhD5fyqZoxmY53pXIoUb8mUq7HqjHKNSYPhWdYGezrPVLdfm7uElQY8DxqThmO818uR1Db5mp41I4n+5uOcWbmItRfOBU3dh1E7I79qDioJ1x9vHB+Mae4tRcr/riK7k+WwcWoZJU93bNLqArWm3dnjDd+f0QVtb7yr9vf+Z/WXMWbfcvj+JkElXXduX1pNQRSsrTFeTmxj0zG4N7hmLfkkvpOS5a3jGke91HBNZ9TMQvM1atXV1nYUmvO7MqVK6hatSqc2bfLz8PT0wUjBlaHr0wwcjgWw8YfQEpqRvAMC/FSzV9GNav64ZMpt7NzxaCXb7+Gq9dF4r2Zx1C6lLtpuNWXnzQxe7zXR+/FnoOchKCw+Teugxbrvjat15r+lvp7/qufsL/PaHiEloZXeKjp9sSzF1QQrvXhaFR8vQeSLkTiQP+xuLZ2k2mfyz/8rsYsVx8/6PYEI/uOYHvHl5GSJSGMis6y1VdUUB3cK1z1CR86EY8x008jNdP3OzTYAyV8M35aN26/Af8SrujRJVRNJHI6IlHd50bc7Vav9HRg7IxT6NO1LCa+UUmdqMuEJdPnRWDH/tvzRVAGzbqGXoei0zRJ3s+f1atXY8SIEZgwYQKaN7/dPLd161ZMmjQJ77//Plq1ypg0oUSJvA0TavXExvwWgxzY6DV37vKg4uPj55YWdRGoEP2xOKOiYWvHT0VYfd/qVcoX3xpzx44d1V+ZG1um4hTG+P7EE0+Y1uU2yd4mIiKyBY1Z2Zb9/fffti8JERGRnQXm2bNnY9q0aWoUUv369fHJJ5+gadOmeboKo8yGKcOIV6xYUfCBuU2bNtbcjYiIyGEC89KlS9XMlnPmzEGzZs0wc+ZMtG/fHseOHUNwcHCO9zt79izefPNNtG7d2qrHtboX/ZtvvsHixYtVk/XGjRsxaNAgfPnll9YejoiIyK7MmDFDXQeid+/eahItCdDe3t5YuHBhjveR7tvnn39ezdVRubJ1s/ZZVWOWKTjnzp2rCihjmKXKft9992HRokUqW3vkyNtDRIiIiGxJK6TxyCkpKdi1a5eadyPzFNTt2rXDli3m895nJknQUpvu06cP/v3338ILzFJb/v7779WwKRkeJevSli5/33nnHQZmIiKyu6bsZAvTQVuaV0Ncu3ZN1X7LlCljtl3Wjx49avH4mzZtUhdykrk+7oZVTdlXr15VY5grVaoET09PNG7cWG2X9nSZAYyIiMjeri41ZcoU+Pv7my2yzRZu3ryJF198EfPmzUNQUM6X+S2wGrM8qJxNlCtXDmPHjjV1gsfHx8PPz++uCkRERFQQNWZplpZkrsws1ZaNcc7FxUV1z2Ym6yEhIdn2P3XqlEr6Mg4ZFgaDQf2ViztJwliVKlUKLjD36NEDN27cUP9nbn+XJLC8TMlJRERU2DxyaLa2xN3dXbUGr1u3Dp06dTIFWlkfOHBgtv1r1qyJAwfMrzAoFVepSc+aNQvh4eF5LqdVgTmnqv+rr76qFiIiooKgFeLFKKR23bNnTzRp0kSNXZbhUtIyLFnaxkpqWFiYionSrZv1yooBAQHq752uuGiz6zEb+5qlei7k8o9y2UciIqKCYijEcczdunVTcW7cuHFqgpEGDRpgzZo1poSwiIgIlalta1YFZjljeP311/H111+bptyUtng5e5BZUWQYFRERkaPP/DVw4ECLTddiw4YNud7X2rk99NZW76U/eeXKlaqvWZZffvlFbRs2bJhVBSEiIroTXo85B8uXL8ePP/6IBx54wLTt8ccfh5eXl7qwxeeff27LMhIRETnNRSysqjEnJCRkG3QtZNiU3EZERESFGJhbtGiB8ePHIykpybQtMTFRzQ0qtxERERUEjU3ZlsmYLLnChkwwIpfBEvv27VPjw/78809bl5GIiMhpmrKtCswyJuvEiRP49ttvTXOGylzZckUN6WcmIiIqCJoD1XwLtSk7OjpaDYmSy2ENHjwYPj4+ajzzzp07bV9CIiKi/zHcxVIsA7NMN1axYkWV5CXTj8kVNGQ2lI8++khdBrJt27ZYsWJFwZWWiIicmuYEfcz5CswjRoxA3bp18c8//6ihUh07dkSHDh0QGxuLmJgY9O/fH++//37BlZaIiKiYy1cf844dO7B+/XrUq1dPJX1JLXnAgAGmKclkNrDmzZsXVFmJiMjJaUz+Mnf9+nXT5a58fX1V33JgYKDpdvlfrqRBRERUEDQHapIutKxsnU6X6zoREVFB0Vhjzq5Xr16m61nKBCOvvPKKqjmL5ORk25eQiIjofwwair18BWa5LmVmL7zwQrZ95ApTREREBUFjjdncokWLCq4kREREZN3MX0REREWByV9ERER2RGMfMxERkf0wsI+ZiIjIfmhsyiYiIrIfmhM0ZVt1dSkiIiIqGKwxExGRw9DYx0xERGQ/DE7QlM3ATEREDkNj8hcREZH90FhjJiIish8GJ+hjZlY2ERGRHWGNmYiIHIbGpmwiIiL7oTH5i4iIyH4YWGMmIiKyHxoDMxERkf3QmJVNREREhYk1ZiIichgGNmUTERHZD42BufA0bteoqItAhejjkkuLughUiAZ9162oi0CFafGxAju0xsBMRERkPwwcx0xERGQ/NCeoMTMrm4iIyI6wxkxERA5Dc4IaMwMzERE5DAMDMxERkf3QmPxFRERkPzTWmImIiOyHwQkCM7OyiYiIcjB79mxUrFgRnp6eaNasGbZv357Trpg3bx5at26NwMBAtbRr1y7X/XPCwExERA7VlK1ZueTX0qVLMXToUIwfPx67d+9G/fr10b59e1y5csXi/hs2bED37t3x999/Y8uWLQgPD8cjjzyCixcv5utxGZiJiMhhaIUYmGfMmIG+ffuid+/eqFWrFubMmQNvb28sXLjQ4v7ffvstBgwYgAYNGqBmzZqYP38+DAYD1q1bl6/HZWAmIiKH6mM2WLnkR0pKCnbt2qWao430er1al9pwXiQkJCA1NRUlS5bM12Mz+YuIiJwiKzs5OVktmXl4eKglq2vXriE9PR1lypQx2y7rR48ezdPjjRw5EmXLljUL7nnBGjMRETkMg8H6ZcqUKfD39zdbZFtBeP/997FkyRL8/PPPKnEsP1hjJiIipzB69GiVzJWZpdqyCAoKgouLC6Kiosy2y3pISEiujzN9+nQVmP/66y/Uq1cv3+VkjZmIiJwi+cvDwwMlSpQwW3IKzO7u7mjcuLFZ4pYxkatFixY5lu+DDz7AO++8gzVr1qBJkyZWPUfWmImIyGFohTjBiNSue/bsqQJs06ZNMXPmTMTHx6ssbdGjRw+EhYWZmsOnTp2KcePG4bvvvlNjnyMjI9V2X19fteQVAzMRETkMQyEG5m7duuHq1asq2EqQlWFQUhM2JoRFRESoTG2jzz//XGVz/9///Z/ZcWQc9IQJE/L8uAzMRETkMLS7qjLn/wIYAwcOVEtOE4pkdvbsWdgCAzMRETkMjXNlExERUWFijZmIiByGwYBij4GZiIgchuYETdkMzERE5DAMDMxERET2Q2NgJiIish+aoXCHSxUFZmUTERHZEdaYiYjIYRjYlE1ERGQ/NAZmIiIi+2FwgiqzzQNzdHQ07r33XvV/6dKlsW3bNls/BBEROSmt+Mdl6wNzyZIlc5xgPC4uDtevXze76gYREdHd0hiYc3bjxg11bUp/f/9s2+Uallm3ExERUQE3ZT/77LMIDg422xYVFaUCMxERka0ZnKDKbHVg1ul0uHnzJvz8/ODl5WXbUhEREVmg8SIWOZO+5OrVq98+iKsrKlSogPvvvx9PPvmkLctHRERkFnuKO6sD899//63+Jicnq0zs06dPY+PGjejSpYsty0dERGTCyz7mok2bNtm2jRkzBsuXL0fXrl3x4IMPqsztH3/88W7LSERE5DRsPo5ZmrKNtWl3d3dbH56IiJyYxqbsvLlw4YL6W65cObi5uVmsTRMREd0tQ/GPy9ZfXcpgMGDSpElqvLIkfskSEBCAd955R91GRERUEJd91Kxcin2NWfqTFyxYgPfffx/33Xef2rZp0yZMmDABSUlJePfdd21ZTiIiIjhBS7b1gXnx4sWYP3++2fCoevXqISwsDAMGDGBgJiIimzM4UM230JuyZS7smjVrZtsu2+Q2IiIiKsQac/369fHpp5/i448/Ntsu2+Q2Z9SqnhsebOyOEt46XLxmwPINSYiIyrm/vUFVVzzewh0lS+hx9YYBv/6XjMNn0832KROoxxOtPFA1zAVyTZCo6wYsXJWImJvF/6zRUfToHIJHHygFX28XHD4Rj48Xn8elqJRc7/PEQ0H4v8eCUdLfFafPJ+Kzby7i2OkE0+2B/q54uVtZNKrtB28vPc5fTsaSX6OwaWdsITwjyqpkqyaoPKwP/BvVgWfZYOx8egCiVq7L/T73N0Wt6aPgW6saks5fxskpn+PCVz+b7VPh1edQeWgfeISURtz+ozj0xjuI3XGggJ+NY9OcoC3b6hrzBx98gIULF6JWrVro06ePWuT/L7/8EtOmTYOzaVjNFZ1be+CPbcmY9n0CLl1Nx6udvOHrpbO4f8VQPXo85omth1Ix7bsEHDiVhj4dvRBaKuMtKeWvw+Cu3rhy3YBPlidg6rfx6vipaYX4xChXzzwejKceLo1PvjyPwZOOIynZgPferAI3N8vvu2jTNAD9upfFt79E4rXxx1RgfvfNyvD3yzhPHt6vPMJDPTBh1hn0H3MM/+2KxVuvVUSV8pz+tii4+Hgjbv8xHBw0MU/7e1Ush3tXfoHoDduwqclTOPPJYtT9YjKCHm5l2ie062O4Z9ponJg8G5uadsbN/UfRbNUCuJe2fOU+ypiS09ql2AdmGRJ1/PhxdO7cWV1RShaZ9evYsWNo3bo1nM0Djdyx+VAqth1OU7XaZeuTkZKmoXltN4v7t2ngjqPn0rF+dyqiYgxYvTUFF64Y0Lp+xv4dW3jg8Nk0rPwvGRevGhAdq+HgmXTcSiz+Z4yOolP70vj+10hs2ROHM+eT8MHccygV4IaWjXK+ulqXR0tjzcZo/PnvdURcSsbHX15AcooB7e/P+EGuVdUHv6y9pmrRkVdT8P3KKMQnpKNaJQbmonD1j39wfPxMRP3yV572r9DvWSSeuYAjI6bi1tHTOPfZt4hc/gcqDe5l2qfSG71xfsEyXFj8E24dOYUDA8YjPSEJ4b2eLsBnUjwuYmGwcnGKccxly5ZlkpecTeuB8GA9/tqR0XwpH4HjEemoGGL53KdSqAv+3m3e3Hk0Ig11K99+S6S+VauSK9btSsErnbxQrrQe0XGaeowDp1lltgchpd1VEN596JZpW0KiAUdPJ+Ceqj7YuO1Gtvu4uuhQraI3lvx2xbRNfi/2HLqlgrHR4ZPxaNMsANv3xeFWQjrubxoAdzcd9h/JeCyyXwHNG+Da+i1m266u3YRaH76l/te5ucG/UW2cmvpFxg6ahmvrNyOgecPCLq5D0RwowBZ6jVmGRVkarxwbG4vu3bvDmfh46eCi1+FmgvnrcTNBg5+P5ZfYz1v2N/+AyXoJn9tNoL7eOni669CuidSs0/D5z4mqufuljp6oEuZSgM+G8kr6h8WN2FSz7TfiUk23ZVXCzwUuLrps94mJTVX9ykbvzj6n9vvxs7r4bX59DO4Vjokfn8WlK7n3XZN98CgThOSoa2bbZN3N3w96Tw+4BwVC7+qK5CvRWfaJhkdIUCGX1vGysg1WLsU+MMsY5latWqmLVxht2LABdevWxalTp3K9r1z4Ii4uzmxJS0u2tijFku5/XZQHT6dhw55UlUz2184UHDqTjvvqWm4ep4LVtkUgVnxR17RI4CwoPbuEqGSykVNP4vUJx7D8jysYM6AiKpbzLLDHJCIHD8z79+9XU3A2aNAA8+bNw/Dhw/HII4/gxRdfxObNm3O975QpU9SMYZmXnWs/hKOKT9SQbtDg563PXiuOt5xxoGrT3uY/7LIeF69lHDNdQ2S0+f2jrqcj0M/qt43uwtY9sRjw9jHTEnfrdgZ9gL/5iVJACTdcj7Xc3RB3M129r1nvE+jvhpj/3Sc02F0llM1YcB57D9/C6fNJ+HZFFE6cTcCTD7E25Qikdiy15sxkPTX2JgxJyUi5FgNDWho8gktl2acUkiPNa9pkTlqyrV0chdW/8IGBgVi2bBkGDhyI/v37Y9asWfj9999Vn7Ncnzk3o0ePVk3emZcmDw+Do0o3AOevGFA9PKOJWUKurJ+NtByYz1xOR/Vw89epRrgrzkamm44pQ62CA83fouAAPWJuOlB6YTGSmGRQTcnG5dzFJETfSEXDWr6mfbw99ahZ2RtHTsZbPEZauqYCbOb7SOtIg1q+ql9ZeLjffs+zNr3JyZ+O52QO4cbWvSj1YHOzbUEPtUTM1r3qfy01FbG7DyHowRYZO+h0KNW2BW5s3VPYxXUomhNMyXlXX/NPPvlEBWTpU65cuTIGDRqEffv23fF+Hh4eKFGihNni6uoBR7Zhdwpa1HHDvfe4qrHHXR/0UMk62w7f7kt8/hFPdGyZcbWtjXtTcE8FF7Rt6KaC76PN3BFeRo9/92X0Pa7fnYKG1V3RorYbgvx1aF3PDbUru2LTfvP+SSo6K/64iu5PlkHzhiVUM/PwfhVUsN68O2O88fsjquDJdhm1p5/WXMVjbUqh3X2BakjU6z3LwdNDr7K0xfnLSbgYmYzBvcNRo7K3qkE//WhpNaZ58y6OYy6q4VIl6tdUi/CuVE797xkeqtZrTB6K+oummvY/N3cJvCuFo+aU4fCpURkVXnlODY86M+tL0z5nZi5CeJ9nEPZiJ/jWrIw6syfA1ccL5xf/VATP0HEYmJWds0cffRQ7d+5UU3P+3//9HxITEzF06FA0b94cEydOxIgRI+BM9pxIg69XMh5v7qEmGLlwzYA5KxJMCV6BfjpoWsZ50NnLBny1JgmPt/RAx5Y6NcHIgt8ScTlT0/X+U2lYtj4JD9/rgS4PeOBKjEwukoTTl8wnIaGis2z1FRVUJTlL+oQPnYjHmOmnkZqa8SMQGuyBEr4ZX7WN22/Av4QrenQJVQlfpyMS1X1uxN1uyk5PB8bOOIU+Xcti4huV4OWpVxOWTJ8XgR37bxbJ83R2/o3roMW6r03rtabfzq4+/9VP2N9nNDxCS8Prf0FaJJ69gB1P9ketD0ej4us9kHQhEgf6j8W1tZtM+1z+4Xc1Zrn6+EG3JxjZdwTbO76MlCwJYWTOkWq+1tJpVuaeP/zwwyooy5CpzFatWoWXX34Zly9fztfxBs/iD44zObo79wRBKl4GfdetqItAhahD6rECO/Zr07MPQ8yr2W8GoFjXmNeuXWtxe4cOHXDgAKeUIyIiKvQJRsSuXbtw5MgR9b9MydmoUSMEBTFzlIiIbM9Q/FuyrQ/MV65cwbPPPqvGLgcE3G4ekGk527ZtiyVLlqB06dK2LCcRERGcoY/Z6qzs119/HTdv3sShQ4fUZR5lOXjwoJosRLKziYiIbE3TNKuXYl9jXrNmDf766y/cc889pm3SlD179mw10QgREZGtGZygxmx1YJZ5st3csk8NKdsszaFNRER0tzQHqvkWelP2gw8+iMGDB+PSpUumbRcvXsSQIUPw0EMP2ap8RERETsXqwPzpp5+q/uSKFSuiSpUqaqlUqZLaJjOCERER2ZrGKTlzFh4ejt27d6sJRd544w21rF69Ws0GJk3ZERERqgZNRETkqIF59uzZqgLq6emJZs2aYfv27bnu/8MPP6BmzZpqf7naosTFQh3HrNPp1AxgsmQeRiU1Z+kHCAkJMWvqJiIiuhuGQuxjXrp0qZpqes6cOSooz5w5E+3bt8exY8cQHBycbX+5sqJcO0KuoNixY0d899136NSpk6rE1qlTp+Cm5CxZsmSut8vhpDk7XSb8zQdOyelcOCWnc+GUnM6lIKfk7Dku0ur7Lp4Ukq/9JRjfe++9qutWSGuwtBbLcOFRo0Zl279bt26Ij4/Hb7/9Ztom14+QyyNLcC+wGrNMIiJnDXIN5ZxulzMMIiIiR83KTklJUTNbymWKjfR6Pdq1a4ctW7ZYvI9szxr/pIa9YsWKgm/Klhm/LFXjRVRUFAMzERHZneTkZLVkvQyxLFldu3ZNtfyWKVPGbLusHz161OLxIyMjLe4v2/ODl10nIiKHmmDEYOUifb/S2pt5kW32xqoas1TXpa9ZzjL8/PwQGhpqmi+biIiooGh3MexJmqWztuhaqi0LuRiTi4uLagXOTNYlsdkS2Z6f/W0amDt37myWmS3kohUtW7ZU7elERET21sfskUOztSXu7u5o3Lgx1q1bpzKrjclfsj5w4ECL92nRooW6XYYPZ75Esmwv0MAcExOj/qalpam2erl4hYxXPnz4sCrQgAED8ntIIiKiPNEKccpnqV337NkTTZo0QdOmTVXis2Rd9+7dW93eo0cPhIWFmZrDZTbMNm3a4MMPP0SHDh3UlRZlbo+5c+cWbGDOmo1dtmxZNT5LasoyHeeCBQvQt29fNWWnNHf/+OOP+X0IIiKiIr+IhQx/unr1KsaNG6cSuGTYk1zAyZjgJRNpSaa2kbQay9jlsWPH4q233kK1atVURnZ+xjDf9QQjljz//PNwdb19WC8vL1sfnoiIqNBIs3VOTdcbNmzItq1r165quRs2D8wyDZlU/YmIiGxNc4KrS9k8MBMRERUUzYEuRmEtBmYiInIYGgMzERGR/TBohZeVXVQYmImIyGFoTlBj5pScREREdoQ1ZiIichiaE9SYGZiJiMhhaBwuRUREZD8MhTglZ1FhYCYiIoehsSmbiIjIfmhOMFyKWdlERER2hDVmIiJyGBqbsomIiOyHxsBMRERkPwxO0MfMwExERA5DY42ZiIjIfmhOMI6ZWdlERER2hDVmIiJyGBqbsomIiOyHxuQvIiIi+2FgjZmIiMh+aE6Q/MXATEREDkNzghozs7KJiIjsCGvMRETkMDQmfxEREdkPzQmashmYiYjIYWhOkPyl0zSt+J9+2Knk5GRMmTIFo0ePhoeHR1EXhwoY32/nwvebrMXAXITi4uLg7++P2NhYlChRoqiLQwWM77dz4ftN1mJWNhERkR1hYCYiIrIjDMxERER2hIG5CElCyPjx45kY4iT4fjsXvt9kLSZ/ERER2RHWmImIiOwIAzMREZEdYWAmIiKyIwzMREREdoSBOQ969eoFnU6XbSlXrlxRF41s/N6WKlUKjz76KPbv31/URSMiJ8XAnEfyY3358mWzZc+ePUVdLLLxe7tu3Tq4urqiY8eORV0sKgI3btyweBIeEBBQ1EUjJ8LAnEcyFjEkJMRsKV26tOn2kSNHonr16vD29kblypXx9ttvIzU11ewYZ8+etfillx+DvO4zYcIENGjQwGIZV6xYofYl699beW1HjRqF8+fP4+rVq+r2AwcO4MEHH4SXl5eqUffr1w+3bt0y3V/2L1u2LNzd3REWFqY+C4b/XQFnw4YN6j1ZtWoV6tWrB09PTzRv3hwHDx403T86Ohrdu3dX95XPT926dfH999+blVGO98EHH6Bq1aqqvOXLl8e7776rbrP0eTEu8viUf8uXLzedrM2cObOoi0NOhoHZRvz8/PDll1/i8OHDmDVrFubNm4ePPvrIbB/jkPG//vpLfeHly59VXvahgiMB95tvvlEBUIJwfHw82rdvj8DAQOzYsQM//PCDem8GDhxous8jjzyC3377DSdPnsT8+fMxd+5cdYzMhg8fjg8//FAdQ07onnjiCdOJW1JSEho3bqyCtwRsCfwvvvgitm/fbrq/XKHo/fffVyd88hn77rvvUKZMGXVb5lacrEGlZcuWhfTKFQ9paWnqr7z3xpM1uRBFZhEREXjqqafg6+urLk7xzDPPICoqyvT9bdeunfrMGL/L169fV91e48aNMx1j48aNaNq0qTrJCg0NVSd3xsc2Mp7UsebuhGSCEcpdz549NRcXF83Hx0ctYWFhWrt27bQ//vgjx/tMmzZNa9y4sdm2Y8eOyTdVO3jwoFr/+++/1XpMTEye9xk/frxWv359i4/5888/q33J+vdWXr/Q0FBt165d6va5c+dqgYGB2q1bt0z3WbVqlabX67XIyMhsxzt9+rS6/8KFC83evyVLlpj2iY6O1ry8vLSlS5fmWK4OHTpow4YNU//HxcVpHh4e2rx58+74fOSx5DHJOhcuXFCv4ZYtW0zbFi1apPn7+6v/09PTtQYNGmitWrXSdu7cqW3dulV9z9u0aWN2DPnMzJw5U6137dpVa9q0qZaammq63dvbWxswYIB25MgR9b0NCgpS3+3MjJ8d+U24fPmyOp6xHFS8uRb1iYGjaNu2LT7//HPTGfCnn36KDh06YNOmTWjWrBmWLl2Kjz/+GKdOnVK1Ljn7zXqpN7kMnPDx8cnxcfKyjzStytm6i4uLakLt2bOnOuOmu39vY2Ji8Nlnn+Gxxx5TNdYjR46gfv36Zu/Hfffdp5qWjx07Zqq1vvfee5g8eTISExNVbbpHjx5mj9GiRQvT/yVLlkSNGjXUsUV6erq6/7Jly3Dx4kWkpKSoa/lKs7aQ/WT9oYceKpTXw5nJd9vYAmaJ5CDI9+/MmTMIDw9X27766ivUrl1btYbce++9qkviiy++UJ+ByMhIrF69WuWjSO6CkM+X3Fd+Q6QWXLNmTVy6dEl1gUitWq+/3ZAp77mQ48nnL2vNnYovBuY8ki+GNG8aLVy4ED/99JPq15Uf6eeffx4TJ05UTVjyBVqyZIlqusxMvnzypZPmsZzkZR/5UV+5cqX6Qd+6dSv69u2rymb84tPdvbfSHC3voXRH5NUrr7yCLl26YNeuXXjjjTfU/xLw82LatGmq+0P6MqV/Wcojx5AALaRvmwqHnBgJaV62RE6SJKgag7KoVauWamKW2yQwi65du+Lnn39W3Q9y0letWjWzY8iJWuZ8EDnZkxP6CxcuqPwBY+6BfKeNJ2jkPNjHbCUJnrJIcNy8eTMqVKiAMWPGoEmTJupLeO7cuWz3kTNqOTuWBKCc5GUfSTKSQCIBWmrLUqPbu3evzZ6bs5MfTHlvpfZ7zz33YN++faqv2ei///5Tt8vrn7kWLO+bnKC1atUqW26AnEAZSa38+PHj6tjG40mf5QsvvKDeS0kelNuN5PMkwVlqa1SwpP9ecgDk/bwbCQkJ6iRNWrVOnDhh1TFOnz6tfleY0Ol8GJjzSJqVpFlKFjnjff3119UZ7uOPP65+OCUhRGrJ0pQtTdpytmwkNZ+vv/4aM2bMQO/evS0ePy/7GElXoiQMSbBYv369+jGpU6eOzZ+zs7+3kqAlgVZOkuQESBKz/v77b3W7JGcZm7GlafLQoUMqo16SvtauXYuGDRuaPcakSZNUYJVjyNjpoKAgdOrUSd0mnx+5j5zgyeP379/flEwk5PGlmXPEiBGq2VQ+YxLoFyxYUMivVPEn71FuCXNyMiUZ+7IYyfdPRk1Izdlo2LBh6uTt999/V78H8j3NfIwtW7aYksOMJ2fSfJ55bgRJEGvdurWNnyE5hKLu5HaUBCF5qYyLn5+f1qhRI+3777837TN8+HCtVKlSmq+vr9atWzfto48+MiVqSJJI5cqVtSlTpqjkEaPMiV152UdIgoixHJKAFB4err399tvqNiZ/2ea9vffee7Uff/zRtM/+/fu1tm3bap6enlrJkiW1vn37ajdv3jTd/vjjj6vkHUnQqlq1qvbuu+9qBoPB7P379ddftdq1a2vu7u4qEWjfvn1myWBPPfWU+uwEBwdrY8eO1Xr06KG2GclnYvLkyVqFChU0Nzc3rXz58tp7772X7fkw+cs6CQkJ2vz58zWdTqd99tlnKtnKuEjSVYkSJdT/aWlpKvmrdevWKkFw27Zt2ZK/fvvtN/U+GxMIR48erZUrV067fv26WfLXa6+9ppK/VqxYYZb8lZycrD5/8v2W73TWcly5cqWIXiUqLPwVJypAljLvyf5I5nXmE7ScljNnzmjnzp3TnnzySZXFLydyknVtzNCXoFmmTBmzk6aUlBQVvJ955hnTtg0bNqgTQAngISEh2siRI01Z28bPTE6LnJxR8cZsISIiAG3atMl1QhZjX68kZ/3yyy8W95H+aekSyczNzQ07d+7M9liZx6nntSzSZJ7TBENUfLCPmYicniTX3SnhS3IKJJmroElyZ05lkX7rzDMOUvGkk2pzUReCiIiIbmONmYiIyI4wMBMREdkRBmYiIiI7wsBMRERkRxiYiYiI7AgDMxERkR1hYCYiIrIjDMxERER2hIGZiIgI9uP/AePocsS5GBblAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Генерация данных\n",
|
||
"np.random.seed(42)\n",
|
||
"df = pd.DataFrame({\n",
|
||
" \"Категория\": np.random.choice([\"A\", \"B\"], size=100),\n",
|
||
" \"Баллы\": np.random.randint(50, 100, size=100),\n",
|
||
" \"Возраст\": np.random.randint(18, 60, size=100),\n",
|
||
" \"Доход\": np.random.randint(20000, 100000, size=100)\n",
|
||
"})\n",
|
||
"\n",
|
||
"# 1. Boxplot\n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
|
||
"plt.title(\"Boxplot по категориям\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 2. Histplot\n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"sns.histplot(df[\"Баллы\"], bins=20, kde=True, color=\"blue\")\n",
|
||
"plt.title(\"Гистограмма баллов\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 3. Scatterplot\n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"sns.scatterplot(x=\"Возраст\", y=\"Доход\", hue=\"Категория\", data=df)\n",
|
||
"plt.title(\"Диаграмма рассеяния (Возраст vs Доход)\")\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 4. Pairplot\n",
|
||
"sns.pairplot(df.drop(columns=[\"Категория\"]), diag_kind=\"kde\") # Удаляем категориальный столбец\n",
|
||
"plt.suptitle(\"Pairplot всех числовых переменных\", y=1.02)\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 5. Heatmap \n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"numeric_df = df.select_dtypes(include=[\"number\"]) # Оставляем только числовые столбцы\n",
|
||
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n",
|
||
"plt.title(\"Тепловая карта корреляции\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2adb3127-5272-4c4e-ab19-1c32f416f0ec",
|
||
"metadata": {},
|
||
"source": [
|
||
"Прогресс-бар с tqdm для симуляции обработки и загрузки данных. Была использванна кастомная стилизация."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "60edb476-eb56-486f-9b82-b5c0fa0cc23e",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Обрабатываем данные: 100%|\u001b[31m█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████\u001b[0m| 100/100 [00:03<00:00, 32.55it/s]\u001b[0m\n",
|
||
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 335544.32it/s]\n",
|
||
"Загружаем данные: 100%|\u001b[34m████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████\u001b[0m| 100/100 [00:07<00:00, 14.13it/s]\u001b[0m"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Загрузка прошла успешно\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"from tqdm import tqdm\n",
|
||
"import time\n",
|
||
"\n",
|
||
"# Включаем поддержку tqdm в pandas\n",
|
||
"tqdm.pandas()\n",
|
||
"\n",
|
||
"# Создаем DataFrame\n",
|
||
"df = pd.DataFrame({\n",
|
||
" \"ID\": range(1, 101),\n",
|
||
" \"Value\": range(100, 0, -1)\n",
|
||
"})\n",
|
||
"\n",
|
||
"# 1. Используем tqdm с iterrows() для обработки данных\n",
|
||
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обрабатываем данные\", colour=\"red\"):\n",
|
||
" time.sleep(0.03) # Симуляция обработки\n",
|
||
"\n",
|
||
"# 2. Используем tqdm с apply() для обработки столбца\n",
|
||
"df[\"Processed\"] = df[\"Value\"].progress_apply(lambda x: x * 2)\n",
|
||
"\n",
|
||
"# 3. Кастомизированный прогресс-бар для простого цикла\n",
|
||
"for i in tqdm(range(100), desc=\"Загружаем данные\", ascii=\"\", colour=\"blue\"):\n",
|
||
" time.sleep(0.07) # Симуляция загрузки\n",
|
||
"\n",
|
||
"print(\"Загрузка прошла успешно\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 47,
|
||
"id": "bdfb80eb-4a7b-411c-96be-a12eb4d85e9f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "SyntaxError",
|
||
"evalue": "invalid syntax (3486319330.py, line 1)",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
" \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[47]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[31m \u001b[39m\u001b[31mНашли свободные данные и выполнили их анализ, Провели базовый анализ , Построили 3 разных графика (histplot, scatterplot, boxplot) использовали tqdm\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid syntax\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"Нашли свободные данные и выполнили их анализ, Провели базовый анализ , Построили 3 разных графика (histplot, scatterplot, boxplot) использовали tqdm"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 49,
|
||
"id": "c4a9274b-7379-4dc5-ae8e-bbc8f1948cfb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Информация о данных:\n",
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 345 entries, 0 to 344\n",
|
||
"Data columns (total 6 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Unnamed: 0 345 non-null int64 \n",
|
||
" 1 Type of Record 345 non-null object \n",
|
||
" 2 Rank 345 non-null int64 \n",
|
||
" 3 Name 345 non-null object \n",
|
||
" 4 Total 345 non-null float64\n",
|
||
" 5 Processed_Total 345 non-null float64\n",
|
||
"dtypes: float64(2), int64(2), object(2)\n",
|
||
"memory usage: 16.3+ KB\n",
|
||
"None\n",
|
||
"\n",
|
||
"Описание числовых данных:\n",
|
||
" Unnamed: 0 Rank Total Processed_Total\n",
|
||
"count 345.000000 345.000000 345.000000 345.000000\n",
|
||
"mean 172.000000 5.437681 164.444385 180.888824\n",
|
||
"std 99.737155 2.860573 557.839128 613.623041\n",
|
||
"min 0.000000 1.000000 0.000900 0.000990\n",
|
||
"25% 86.000000 3.000000 1.090000 1.199000\n",
|
||
"50% 172.000000 5.000000 11.000000 12.100000\n",
|
||
"75% 258.000000 8.000000 23.000000 25.300000\n",
|
||
"max 344.000000 10.000000 3706.000000 4076.600000\n",
|
||
"\n",
|
||
"Первые строки данных:\n",
|
||
" Unnamed: 0 Type of Record Rank Name Total Processed_Total\n",
|
||
"0 0 Total Fights 1 Jim Miller 45.0 49.5\n",
|
||
"1 1 Total Fights 2 Andrei Arlovski 42.0 46.2\n",
|
||
"2 2 Total Fights 3 Donald Cerrone 38.0 41.8\n",
|
||
"3 3 Total Fights 4 Clay Guida 37.0 40.7\n",
|
||
"4 4 Total Fights 5 Rafael Dos Anjos 36.0 39.6\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 345/345 [00:00<00:00, 587509.09it/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x1500 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Анализ завершен! \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import seaborn as sns\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from tqdm import tqdm\n",
|
||
"\n",
|
||
"# Включаем поддержку tqdm в pandas\n",
|
||
"tqdm.pandas()\n",
|
||
"\n",
|
||
"# Загружаем данные (замените 'data.csv' на свой файл)\n",
|
||
"file_path = \"UFC_Records.csv\" \n",
|
||
"\n",
|
||
"# Базовый анализ данных\n",
|
||
"print(\"Информация о данных:\")\n",
|
||
"print(df.info()) # Общая информация\n",
|
||
"print(\"\\nОписание числовых данных:\")\n",
|
||
"print(df.describe()) # Статистика\n",
|
||
"\n",
|
||
"# Проверяем первые 5 строк\n",
|
||
"print(\"\\nПервые строки данных:\")\n",
|
||
"print(df.head())\n",
|
||
"\n",
|
||
"# Очистка данных: удаляем пропуски\n",
|
||
"df = df.dropna()\n",
|
||
"\n",
|
||
"# Используем tqdm при обработке данных (например, создание нового столбца)\n",
|
||
"df[\"Processed_Total\"] = df[\"Total\"].progress_apply(lambda x: x * 1.1) # Условная обработка\n",
|
||
"\n",
|
||
"# Создаем фигуру для визуализации\n",
|
||
"fig, axes = plt.subplots(3, 1, figsize=(10, 15)) # 3 строки, 1 колонка\n",
|
||
"\n",
|
||
"# 1. Гистограмма (histplot) по Total\n",
|
||
"sns.histplot(df[\"Total\"], bins=20, kde=True, color=\"blue\", ax=axes[0])\n",
|
||
"axes[0].set_title(\"Распределение Total\")\n",
|
||
"\n",
|
||
"# 2. Диаграмма рассеяния (scatterplot) Rank vs Total\n",
|
||
"sns.scatterplot(x=\"Rank\", y=\"Total\", hue=\"Type of Record\", data=df, ax=axes[1])\n",
|
||
"axes[1].set_title(\"Зависимость Rank и Total\")\n",
|
||
"axes[1].legend(loc=\"center left\", bbox_to_anchor=(1, 0.5)) # Выносим легенду за пределы графика\n",
|
||
"\n",
|
||
"# 3. Boxplot по Total в зависимости от Type of Record\n",
|
||
"sns.boxplot(x=\"Type of Record\", y=\"Total\", data=df, ax=axes[2])\n",
|
||
"axes[2].set_title(\"Boxplot Total по категориям\")\n",
|
||
"axes[2].tick_params(axis=\"x\", rotation=90) # Поворачиваем подписи по X\n",
|
||
"\n",
|
||
"plt.tight_layout() # Автоматическая подгонка\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"print(\"Анализ завершен! \")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "9a566e29-d22f-4af3-9066-ab1070d32be5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": 5
|
||
}
|