403 lines
352 KiB
Plaintext
403 lines
352 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "3fbfc2f5-918b-4ed5-9d73-c040b333019e",
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"metadata": {},
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"source": [
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"# Лабораторная 4: scikit-learn\n",
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"\n",
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"В этой работе используется библиотека scikit-learn для:\n",
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"- выполнения базового примера классификации (MLPClassifier на датасете Iris);\n",
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"- реализации метода Local Outlier Factor (LOF) для обнаружения выбросов на синтетических и реальных данных.\n",
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"\n",
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"Цель работы:\n",
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"Познакомиться с базовым пайплайном машинного обучения в scikit-learn и продемонстрировать применение метода LOF для задачи обнаружения аномалий."
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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": 17,
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"id": "6d33c63c-decb-44e3-8944-8410abb8d9e0",
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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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" precision recall f1-score support\n",
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"\n",
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" 0 1.00 1.00 1.00 10\n",
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" 1 1.00 0.89 0.94 9\n",
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" 2 0.92 1.00 0.96 11\n",
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"\n",
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" accuracy 0.97 30\n",
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" macro avg 0.97 0.96 0.97 30\n",
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"weighted avg 0.97 0.97 0.97 30\n",
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"\n"
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]
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}
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],
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"source": [
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"from sklearn.datasets import load_iris\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.neural_network import MLPClassifier\n",
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"from sklearn.metrics import classification_report\n",
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"\n",
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"# Загрузка и разбиение данных\n",
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"X, y = load_iris(return_X_y=True)\n",
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"X_train, X_test, y_train, y_test = train_test_split(\n",
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" X, y, test_size=0.2, random_state=42\n",
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")\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(\n",
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" hidden_layer_sizes=(10,),\n",
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" activation=\"relu\",\n",
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" max_iter=2500,\n",
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" random_state=42\n",
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")\n",
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"clf.fit(X_train, y_train)\n",
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"\n",
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"# Отчёт о точности\n",
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"y_pred = clf.predict(X_test)\n",
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"print(classification_report(y_test, y_pred))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a136ca6b-1ab8-44ba-98af-50d47ab7277e",
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"metadata": {},
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"source": [
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"Влияние max_iter на обучение MLPClassifier\n",
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"\n",
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"- При меньшем значении max_iter (например, 100) модель может не успеть сойтись: появляется предупреждение `ConvergenceWarning`, а качество на тестовой выборке может быть ниже.\n",
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"- При увеличении max_iter до 2500 у градиентного спуска больше итераций для поиска минимума, поэтому:\n",
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" - предупреждение о несходимости исчезает,\n",
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" - значения метрик (accuracy, f1-score) становятся стабильнее или немного выше,\n",
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" - время обучения увеличивается.\n",
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"- На датасете Iris (небольшой и простой) разница по качеству между 500 и 2500 итерациями минимальна, поэтому сильно увеличивать max_iter нет большого смысла."
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]
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},
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{
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"cell_type": "markdown",
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"id": "bbd57995-3adb-4586-bb54-721488af1acc",
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"metadata": {
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"jp-MarkdownHeadingCollapsed": true
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},
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"source": [
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"## 1.1. Интерпретация результатов MLP на Iris\n",
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"\n",
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"- Модель MLPClassifier обучена на стандартном датасете Iris.\n",
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"- По отчёту видно, что:\n",
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" - точность (accuracy) близка к 1.0;\n",
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" - по каждому классу значения precision, recall и f1-score высокие и примерно одинаковые.\n",
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"- Это означает, что модель хорошо различает три вида на основе числовых признаков (длины и ширины чашелистиков и лепестков)."
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]
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},
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{
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"cell_type": "markdown",
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"id": "c6be3762-e443-448d-877a-cb365ed4ddf2",
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"metadata": {},
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"source": [
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"## 2. Пример из scikit-learn examples: Local Outlier Factor (LOF)\n",
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"\n",
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"Выбран раздел Nearest Neighbors с примером \n",
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"\"Outlier detection with Local Outlier Factor (LOF)\"\n",
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"(https://scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html).\n",
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"\n",
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"Задача: показать, как метод Local Outlier Factor (LOF) обнаруживает выбросы:\n",
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"- на синтетических данных (генерируемых с помощью `make_moons` и добавленных выбросах),\n",
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"- на реальном датасете (Credit Card Fraud из OpenML).\n",
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"### 2.1. LOF на синтетических данных (make_moons + выбросы)\n",
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"\n",
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"План:\n",
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"1. Сгенерировать данные `make_moons` с шумом.\n",
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"2. Добавить искусственные выбросы.\n",
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"3. Масштабировать признаки (StandardScaler).\n",
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"4. Обучить LOF и выделить выбросы.\n",
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"5. Визуализировать результаты и интерпретировать."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 18,
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"id": "0948a7f0-cf10-4109-a3e5-00a65a505bac",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.datasets import make_moons\n",
|
||
"from sklearn.neighbors import LocalOutlierFactor\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"\n",
|
||
"# 1. Генерация синтетического датасета\n",
|
||
"X, y = make_moons(n_samples=300, noise=0.1, random_state=42)\n",
|
||
"\n",
|
||
"# 2. Добавление случайных выбросов\n",
|
||
"np.random.seed(42)\n",
|
||
"outliers = np.random.uniform(low=[-2, -1], high=[3, 2], size=(20, 2))\n",
|
||
"\n",
|
||
"X = np.vstack([X, outliers])\n",
|
||
"y = np.hstack([y, -1 * np.ones(20)]) # -1 для выбросов\n",
|
||
"\n",
|
||
"# 3. Масштабирование данных\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"# 4. Визуализация исходных данных с выбросами\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.scatter(\n",
|
||
" X_scaled[y != -1, 0], X_scaled[y != -1, 1],\n",
|
||
" c=y[y != -1], cmap=\"coolwarm\", label=\"Нормальные точки\"\n",
|
||
")\n",
|
||
"plt.scatter(\n",
|
||
" X_scaled[y == -1, 0], X_scaled[y == -1, 1],\n",
|
||
" c=\"black\", marker=\"x\", label=\"Истинные выбросы\"\n",
|
||
")\n",
|
||
"plt.title(\"Исходные данные с выбросами (масштабированные)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# 5. Инициализация и обучение LOF\n",
|
||
"lof = LocalOutlierFactor(n_neighbors=20, contamination=0.1)\n",
|
||
"y_pred = lof.fit_predict(X_scaled) # 1 — нормальные, -1 — выбросы\n",
|
||
"\n",
|
||
"# 6. Визуализация предсказанных выбросов\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.scatter(\n",
|
||
" X_scaled[y_pred != -1, 0], X_scaled[y_pred != -1, 1],\n",
|
||
" c=\"blue\", label=\"Нормальные точки (предсказанные)\"\n",
|
||
")\n",
|
||
"plt.scatter(\n",
|
||
" X_scaled[y_pred == -1, 0], X_scaled[y_pred == -1, 1],\n",
|
||
" c=\"red\", marker=\"x\", label=\"Выбросы (предсказанные)\"\n",
|
||
")\n",
|
||
"plt.title(\"Результаты LOF на синтетических данных\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ca459026-47eb-497f-a0e6-a986987eb4f4",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.2. Интерпретация результатов (синтетические данные)\n",
|
||
"\n",
|
||
"- LOF вычисляет локальную плотность вокруг каждой точки и сравнивает её с плотностью соседей.\n",
|
||
"- Точки в разреженных областях (низкая плотность) получают высокий LOF-score и помечаются как выбросы (`y_pred = -1`).\n",
|
||
"- На графике видно, что метод корректно выделяет искусственно добавленные выбросы.\n",
|
||
"- Некоторые «нормальные» точки рядом с границей кластеров могут быть помечены как выбросы из-за шума и значения `contamination=0.1`.\n",
|
||
"- Для улучшения результата можно:\n",
|
||
" - варьировать `n_neighbors` (большее значение делает метод устойчивее к шуму),\n",
|
||
" - подбирать `contamination` под ожидаемую долю выбросов,\n",
|
||
" - сравнить с другими методами (Isolation Forest, DBSCAN)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "1fe63f5a-b21e-4291-b83d-5876b88f982f",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 3. LOF на реальном датасете (Credit Card Fraud, OpenML)\n",
|
||
"\n",
|
||
"Здесь используется реальный датасет **Credit_Card_Fraud** из `openml.org` (ID 46568).\n",
|
||
"\n",
|
||
"**Цель:** показать, как LOF работает на высокоразмерных финансовых данных и какие ограничения возникают при интерпретации."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "86f5b4c1-b696-4c18-bbb5-04123481b37b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import openml\n",
|
||
"\n",
|
||
"# 1. Загрузка датасета с OpenML\n",
|
||
"dataset = openml.datasets.get_dataset(46568) # Credit_Card_Fraud\n",
|
||
"X, y, _, _ = dataset.get_data(target=dataset.default_target_attribute)\n",
|
||
"\n",
|
||
"# Оставляем только числовые признаки\n",
|
||
"X = X.select_dtypes(include=[\"float64\", \"int64\"])\n",
|
||
"\n",
|
||
"# Boxplot до масштабирования\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"pd.DataFrame(X).boxplot()\n",
|
||
"plt.title(\"Распределение признаков до масштабирования\")\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "d7c8ff9e-0caf-4ae4-ba45-b049a1e07cfe",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"\n",
|
||
"# Удаление пропусков (если есть)\n",
|
||
"X = X.dropna()\n",
|
||
"\n",
|
||
"# Масштабирование\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)\n",
|
||
"\n",
|
||
"# Boxplot после масштабирования\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"pd.DataFrame(X_scaled).boxplot()\n",
|
||
"plt.title(\"Распределение признаков после масштабирования\")\n",
|
||
"plt.xticks(rotation=45)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "aef0dba5-447e-4896-90b0-94f64055c39f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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O4oXbsommE6Z8OmGdEV8yMAXOmar5z3/+0zgNhoEikwIw3cjeeeedZ87j0ksvNQ6Cfimav/jFL8y/+bfIvwE64lHkeCeKX4ol77kw7S6V2jghRHZRJEeIbgp7mrDXjRdaR7MgmA3ymGfOgQwH3nx7Tothpq7w7SQHKJ0NBxN8m8yi/BNPPNG8Kb3jjjtM2pzfwNibYsfBOG2Y+V1eh8XWAHDgzLe6zOHnsdjgkra2HKgwHYtva/lGO91zZ/E809R4vryv8+bNi6vvYToQB7VM3WOqHAf/7NlDccZrpSkBTQrYrJUDNUYGRo0aZcQS6yW43PZbCUum++Mbbt4fNlDkc8N7yAEvhQ+fsaeeeiqwn4iFqYC0KaaFNG2Xed9ZJE7xxXNihIfREcLfkftlAT0tmSmsKBj5PZtKGQQH1xyI89nmAJsGE7aAPBkUYbwOXi//BmilThtjimdaGlME2548tLhmGhQjBrSF5vNJEcnjsPA+DEzXvO2228xx/vWvf5lBOZ+hzi5iD/t3x2ebzy1/C0Z8eL8obv1qupjqxn0xcsznnM+4/Q2T/S2TcePGmTRSponxXqcKo04ULxSSfCbYxJh/a/a/B6yzsdE6/t3z7zRIsNAinL8tXwDRVprw9+I18TyFEF1EF7m6CSG6CGuxGjTRcpXQPpnbjho1ytjK0rKXls7XXnttZMuWLXH7pdUz16dKKhbStG795S9/aSxmaeX8uc99LvK3v/0toXWz5eqrr0543Xay9re0kL700kuNzS1tYHkfaPnM83Gek5NE50HL3W9961uRAQMGRHr37m2shN9+++04i2OyYcMGY1c7bNiwSM+ePY1dLrdZv359bJvt27dHfvWrX5l7xHtBS9zPf/7z5veh3XEqFtLp7M+Pp556ylgsV1VVRcrLyyMDBw6MfOUrXzE2016bYVo5+0E7XlqT0/KX58H7M378eLNvJwsXLjTnx/tDS2baXdvf2Inf/Z06dar5jrWcTtVOmjbk55xzTmTEiBHm+BUVFeb5uPXWW81zY3n00UcjBxxwgPnb4ba8v3fffXfc78BzPPHEE32PRZvsk046KbLLLruYZ+eiiy4yVtPpWkgH3fdEf4ep/N3RtpnWzjxfPkPf/e53I6+//nqchTR56KGHIvvtt5/Z5yc/+Uljmx7mb9nCe3v22WenZJHvZdWqVZGLL744svfee5vfiefN5+q6664zz/3atWvNszxp0qSEVuH83imnnBJb9qMf/SgyfPhwlx26EKJzKeH/dJXAEkKIzoJNI9mJPVF3e5oRMBWPDTqFEPkNo1pMIWPaIusI8wWmrfG/JYyIMzIuhOgaVJMjhBBCiILjq1/9qjF1oF10PsG6qx49epj0TyFE16GaHCFEt+CAAw4wA49EsObA25dHFD+sAUlWB0JXNz+nwa6GxhDO4n0/aH8exia50GAdV1hL786E4kYCR4iuR+lqQggh0N1TGWlmkAgW2yfrrdQVML2SJg2JoHGDUjCFEN0NiRwhhBDdmqVLl5opEXQB22mnnZBv0KntjTfeSLgNXcNsDxshhOguSOQIIYQQQgghigoZDwghhBBCCCGKirw2HmhrazPdnisqKkxjMSGEEEIIIUT3JBKJoLm5GUOHDjXmIwUrcihwampquvo0hBBCCCGEEHlCfX09qqurC1fkMIJjL6RPnz5dfTpCCCGEEEKILmLz5s0mAGI1QsGKHJuiRoEjkSOEEEIIIYQoCVHGIuMBIYQQQgghRFEhkSOEEEIIIYQoKiRyhBBCCCGEEEVFXtfkhKW1tRU7duzo6tMQBUCPHj1QVlbW1achhBBCCCFySHmhe2WvWbMGmzZt6upTEQVE3759MXjwYPVeEkIIIYQoUgpa5FiBU1VVhV122UWDVpFUFH/00UdobGw080OGDNEdE0IIIYQoQsoLOUXNCpz+/ft39emIAmHnnXc2nxQ6fHaUuiaEEEIIUXwUrPGArcFhBEeIVLDPjOq4hBBCCCGKk4IVOak0AxJCz4wQQgghRPeh4EWOEEIIIYQQQjiRyBFCCCGEEEIUFRI5XcA3v/lNnHzyyXHLFyxYYNLvZIkthBBCCCFEN3RXyxatrcCiRcDq1bQUBo44AlCvSCGEEEIIIQqXbh3JmT0bGDECOOooYOLE6CfnuTwfeOihh7D//vujV69eGDFiBG666SbXei77+c9/jgkTJmDXXXfFsGHD8Pvf/961DSNDPXv2xNq1a2PL1q1bZ/bpNG14//33MW7cOAwaNAi9e/fGwQcfjHnz5sWd0zXXXGO+55ycUSme05QpUwKvacyYMZg8eXLcPj/72c8mjXQR7pvHcPLHP/4R++23H3baaSfsu++++MMf/hB4fCGEEEKIgqCpCWho8F/H5VwvAum2IodC5vTT45+dlSujy7ta6PzrX//C+PHjcdZZZ+G1114zQuD//u//cM8997i2+81vfoPPfOYz+M9//oMf//jHuOiii/DPf/7TtQ37wfz5z3+OzfPfAwcOdG2zZcsWnHDCCXjqqafMvsaOHYuvfOUrqKuri2uoSeG1evVqM/Ecu5L77rsPP/3pT3Hdddfhrbfewi9/+Utzn/7yl7906XkJIYQQQqQNBczYscDo0UB9vXsd57mc6yV0AintrilqF13EAXv8OruMwQZulyv+9re/mYiJczr++ONj63/729/i6KOPNgP2vffe20Q3LrjgAiNqnIwaNcqIG25z4YUX4vTTT8fNN9/s2ubb3/62iXZQoHDiv7nMCYXSd7/7XXzqU5/CXnvtZSJEe+65Jx599FHXduwtw4aagwcPNpNtrtlVXH311SbCdeqpp2KPPfYwnxdffDHuvPPOLj0vIYQQQoi0aW5m53Jg6VKmwXQIHX5ynsu5ntsJX7qlyGENTlD0zwodPkPcLlccddRR+O9//+uaKD4sjEpQwDjh/P/+9z+0OtTXYYcd5tqG8/yukwMPPBB9+/bF008/jfnz56OiosIs80ZyLrvsMpP2xW0purgfbyRn8+bNJjUuET/60Y/M9xlBYnra4sWLXeuZTuYUd4y+BInA3XbbzQiwu+++O26bDz/80KTZnX322a79/eIXvzDLhRBCCCEKkupqOlIBtbUdQmfJkg6Bw+Vcz+2EL93SeIAmA9ncLh0oFD7xiU+4ljUkUl4Zcu6552Lq1KkmksN/e6HAYZrbjTfeaM6LERpGhbZv3+7abtWqVRg6dGjCY11++eUm8kQRwsgT097WrFljaoPIV7/6VVx55ZWx7X/3u9/hmWeeiROBt99+u4kcPf744/jOd76DT3/603HCjPC6vvCFL7jWlck9QgghhBCFTE1NVMhYYWNffluBw/UikG4pcuiils3tcgEjKt4ICOeZluYcwD///POubTjP73qZOHEifvKTn8TS1Vh74903hckpp5wSExDLly93bdPW1oZ///vfOP/88xOe+4ABA2IC7oorrjB1M4wI2WWVlZUugdevX7+EIpDXc8MNN+CVV15xbUOTBAqupUuXGuEkhBBCCFFUUMhMm9YhcAjnJXCS0i1FDm2iGd2jyYBfXQ5Nx7ie23UVl156qXE4Y23MmWeeieeeew633XZbnHMYxcmvf/1r40bGSMysWbPw97//PW5/TOO64447jFBhupoX1uHMnj3bRF3omMZaIG5rqa+vN+YHjY2N5nwS0dLSgq1bt5pIDtPMKGpqUvxj5LG5DxvJ2bBhg6kX8oq6a6+9Fj/4wQ/MMWiWsG3bNrz88sv44IMPcMkll6R0TCGEEEKIvIL1E5MmuZdxXpGcpHTLmhwGQm65Jfpvh4uya54uyF2Z8cSamZkzZ+L+++83g3s6iP3sZz8z0RavGOKg/nOf+5ypRaFhwXHHHee7T6afBbmh8Xusfxk5cqQROtyHs27nlltuwXvvvYd//OMfGD58eNJ0Naa7UdgsWrQIc+bMMZbVqfDYY4+ZfTDKc9VVV+HWW2/FoYceGrcd09gYmaJjHNPZRo8ebRzoaEIghBBCCFGwOE0GmKLGDB9njY7XdU24KIkwfylPYZE739A3NTWhT58+rnV8y79s2TIzmGV/lHSgTTRd1pylMAw4UOCceiryHvaLYc8Zb98ZkZhsPDtCCCGEEDmDg1PaRDtNBjhI9QqfhQu7lfnA5gTawEu3TFezUMiMGxd1UaPJAGtwmKKmmnUhhBBCCNFlsLSgqir6b2dqmtOMgOt9ShBElG4tcggFDZ8TIYQQQggh8oLKSmDu3GgfHG+khkKHERwKHG6XC5qa/I9to0y5PHaW6PYip5Dxup8JIYQQQogigSIiSEjkMkWtqQkYOzbabNRrcGDT5RhFogjLY6HTLY0HhBBCCCGEED4wgkOB4zU4cNYDcT23y2MkcoQQQgghhBAdUSJGcJxObkuWuA0PuD7PDQ+UriaEEEIIIYTowGlwQGFjm5E6nd7ynJxHclauXImvfe1r6N+/v+l7wl4m7OsihBBCCCGEyFNqaoBp09zLOF8AAifnIodd50eNGoUePXrgiSeewJtvvombbrrJNJ0UQgghhBBC5Cn19cCkSe5lnC+QJqQ5TVf71a9+Zbresxu9RZ3oO4cdO3YYcSmEEEIIIURKeJuOMoJDgWNrdAogZS2nkZxHH30UBx10EM444wxUVVXhc5/7HKZOnRq4/bZt20wnU+ckwjFnzhyceOKJGDFiBHr37o0j2NVUCCGEEEKIVGAfHK/JwMiR8WYE3K67ipylS5fi9ttvx1577YUnn3wS3/ve9/CDH/wAf/nLX3y3v/7661FZWRmbGAUqRr75zW+ipKQkNrFeaezYsXj11VfT2h/v2znnnIMvf/nL+Pvf/47//ve/ePzxx7N+3kIIIYQQosipqIj2wfGaDFgzAi7nem6Xx5REIpFIrnbes2dPE8lZQtu5dihyXnrpJTz33HO+kRxOFkZyKHSamprQp08f17Zbt27FsmXLTPrbTjvtVFCdXCly1q5dG0vjW7NmDa666iojcurq6lIWkp/5zGfw/PPPY//998/J+RYbGT87QgghhBDFTFPXjZMTQW3AQIifNujUSM6QIUPwyU9+0rVsv/32CxzI9+rVy5ywc8ppJ9fRo+OLpzjP5VzP7XIEr3Xw4MFm+uxnP4sf//jHqK+vx7p167B8+XIT4WFExo++ffvinnvuMf9mhGzPPffEddddh4EDB6KiogKnnnoqGhwhxGuuucYc48477zSicZdddsH48ePNA2Jpa2vDz372M1RXV5tz4/Zz2cnWAfc5YcIE9OvXD7vuuqsRsC+88ILrGH48/PDD5nqEEEIIIUQBUFkZ3AeHy7tA4KRKTkUOndXeeecd17J3330Xu+++O7qUPOvkumXLFtx77734xCc+YVLXUoGi6JVXXjECiQ528+fPN1Gik08+Gc4g3XvvvYeZM2fiscceM+LlP//5D77//e/H1t9yyy3G+e7GG280EaXjjjsOJ510Ev73v//FznH06NHGEpy1VjzmD3/4QyOOhBBCCCGE6DbuahdffDFGjhyJX/7ylyZy8OKLL+Kuu+4yU150crWChp9O14hO6OT6t7/9zRgEkA8//NBEvbistDQ13UmRUVZWhunTp8dqmPhvRneeeuopHHPMMbEUrb/+9a8YNmyYmb/11luNUQGFDaNJFDc/+tGPcNZZZ8Wc8SiYpkyZgt///vdmnxRUTDVkJIdQlAkhhBBCCNGtIjkHH3ywcf2aMWMGPvWpT+HnP/+5GTR/9atfRZfjLJ6ynVydAifHpgdHHXWUSUfjRPHHyMnxxx+PFStWxLahQGT6GcXLmWee6UpBc19KjcukgZEypp2xL5Fl+PDhMYFDDjvsMCOQGGljfuOqVatM5M0J59966y3zb54n3fGswPHjtddeM8KNuZJMS7zhhhvSvDtCCCGEEELkaSSH0PGLU153cnUO7jupkytrWpyRkD/+8Y9GHNBi+zvf+Y5Z9sADDxixQGMCGjacd955JtrjJFFj1WzWwey8885Jt9lnn31MKltra6sxQqDjG6+xvDznj5kQQgghhBCdE8nJe/KokysFCVPVPv7449gyRmcoEg4//HCcffbZvkYE++67r6nH4WRhNIhRH6fpA80eGK2xUITweBQmNHgYOnQoFi9e7No35+0+DjjgAHP8jRs3JnTT4/lyn9/4xjeM61uQeYIQQgghhBC5ovuKHG8nVw7wnQ2Ocix0aJXNCA0npoRdeOGFprj/K1/5Smyb7du3m1oaipYHH3zQpPx5OfbYY020Z+LEiXj55ZfNxH/T6eyLX/xibDtaJVN40DBg0aJFJjLEOinW45DLL7/c1OEwesQUNrq9UaBcdNFFZj1d1bgtDQ0ofmhd/dBDD7mswGl0wPNljdHTTz9t0uX8zlkIIYQQQohc0j1FTh50cqXDGc0GOH3hC18wBf2zZs3CGB63HS5nmhgFC2tdaAHthdGYRx55xKS60f2MtT6DBg0yy5zpaoyw0Fr6hBNOwJe+9CUTmfnDH/4QW0/Rc8kll+DSSy/Fpz/9aXN+TD1jI1cbpfnHP/6Bqqoqsw9uw5obmh5Y6MrG82VkiL2AuC9rZCCEEEIIIURRNAPNZcOfjBo62j45tIn2mgzYCA87ubJPTAH4gCeDPWzYq0apY1HUDFQIIYQQovBIpRlo96wIp3ChgPHr5ErBs3Bhl3VyFUIIIYQQQmRG9xQ5hAImSMTksD+OEEIIIYQQIrd0z5qcbgbT1ZSqJoQQQgghugsSOUIIIYQQQoiiQiJHCCGEEEIIUVQUvMhpa2vr6lMQBYaeGSGEEEKI4qZgjQfYt4U9YlatWoWBAweaeWdfGCG80C2dDVbXrVtnnh0+M0IIIYQQovgoWJHDQSp75KxevdoIHSHCsssuu2D48OHmGRJCCCGEEMVHwYocwjfxHKy2tLSgtbW1q09HFABlZWUoLy9X1E8IIYQQoogpaJFDmKLWo0cPMwkhhBBCCCGE8nWEEEIIIYQQRYVEjhBCCCGEEKKokMgRQgghhBBCFBUSOUIIIYQQQoiiQiJHCCGEEEIIUVRI5AghhBBCCCGKCokcIYQQQgghRFEhkSOEEEIIIYQoKiRyhBBCCCGEEEWFRI4QQgghhBCiqJDIEUIIIYQQQhQVEjlCCCGEEEKIokIiRwghhBBCCFFUSOQIIYQQQgghigqJHCGEEEIIIURRIZEjhBBCCCGEKCokcoQQQgghhBBFhUSOEEIIIYQQoqiQyBFCCCGEEEIUFRI5QgghhBBCiKJCIkcIIYQQQghRVEjkCCGEEEIIIYoKiRwhhBBCCCFEUSGRI4QQQgghhCgqJHKEEEIIIYQQRYVEjhBCCCGEEKKokMgRQgghhBBCFBUSOUIIIYQQQoiiQiJHCCGEEEIIUVRI5AghhBBCCCGKCokcIYQQQgghRFEhkSOEEEIIIYQoKiRyhBBCCCGEEEWFRI4QQgghhBCiqJDIEUIIIYQQQhQVEjlCCCGEEEKIokIiRwghhBBCCFFUSOQIIYQQQgghigqJHCGEEEIIIURRIZEjhBBCCFHoNDUBDQ3+67ic64XoRkjkCCGEEEIUMhQwY8cCo0cD9fXudZzncq6X0BHdCIkcIYQQQohCprkZaGwEli4FxozpEDr85DyXcz23E6KbIJEjhBBCCFHIVFcDCxYAtbUdQmfJkg6Bw+Vcz+2E6CaUd/UJCCGEEEKIDKmpiQoZK2xGjYoutwKH64XoRiiSI4QQQghRDFDITJvmXsZ5CRzRDZHIEUIIIYQoBliDM2mSexnnvWYEQnQDJHKEEMKJbFiFEIWI02SAKWqLF7trdCR0RDdDIkcIkXVaW6Mp4DNmRD85XxDIhlUIUYiwD47XZGDkyHgzgqA+OkIUIRI5QoisMns2MGIEcNRRwMSJ0U/Oc3neIxtWIUQhUlEBVFXFmwxYMwIu53puJ0Q3oSQSiUSQp2zevBmVlZVoampCnz59uvp0hBBJoJA5/XTA+1+VkpLo54MPAqeeWmApHyzaZU678w2piniFEPkYieaLGj+baEZwKHAqK7vizIToEm0gkSOEyApMSWPEJigbgkKH/9+7bBlQVlZAQscigSOEEEIUjMhRupoQIissWpQ43ZvRHWoHbpf3yIZVCCGEKGgkcoQQWWH16uxu16XIhlUIIYQoaCRyhBBZYciQ7G7XZciGtVtRsE6AQgghEiKRI4TICkccEa25sSYDXricWWDcLm/pbBtW9eTpUgraCVAIIURCJHKEEFmBZgK33BL9t1fo2PkpU/LcdKAzbVjVkycvnAC9enXlyuhyCR0hhChsJHKEKCDyPbWG9tC0iR42zL2cEZ6CsI+mvercucDChfE20Zzncq7Phg2revJ0Gfy7ueiieKtzYpdNnpx/f19CCCHCIwtpIQoEvlnmwMz55pnigdGTfBMPHBzSRY0mA6zBYYpaXkdwugr15OkS+IKAqWnJmD8/mp0ohEgB9esReWIhXZ7LExFC5LbJpk2tybcoCQVNNgeHRSuabBqcrQMaNSq6XD15ckpROQEKkU/YNNzGxvjGyfalDlN+sxURFyIf0tVuuOEGlJSUYDJzAIQQoenuqTVFXxyunjydTtE4AQqRbygNV3Q3kfPSSy/hzjvvxAEHHNAZhxOiqCiqJpsp1ht1i+Jw9eTpdIrCCVCIfIR/WF43yiVL4l0ruZ0QhS5ytmzZgq9+9auYOnUqdtttt1wfToiiozuk1gRFa849t8gjWOrJ0yUUhROgEPmK043SpuE6BY7X1EWIQhU5559/Pk488UQcc8wxSbfdtm2bKShyTkJ0d4o9tSYoWsP5DRuKOILV2T15RHE5AQqRzygNV+QBOTUeuP/++/Hvf//bpKuF4frrr8e1116by1MSomBTa5ii5RfV4Jtnri/E1JpE9UZhKdgIlu3JQ/x68tgC3Sz05Cla44YMoZAZN073RohOS8NVJEcUg8ipr6/HRRddhH/+85/YaaedQn3niiuuwCWXXBKbZySnRmFNUYBkc1BpU2sY7aCgcQqCQk+tSVZvVMwRrNbelVhy5VxsWN6Mvu9X44ihjt/Q9uShwMnQgaiQrMeLwQlQiG5PImt8LpfQEYXeJ+fhhx/GKaecgjLHyKu1tdU4rJWWlprUNOe6TL2whcgXcjWo9Nsvx8IUOIU6WKXJAGtw0sFGsJYtKzyB11nCI8h63IpjpWUJIbIK/6M2enR8DY5X+PAljswHRBqkog1yJnKam5uxYsUK17Jvfetb2HffffGjH/0In/rUp5LuQyJHFFqUJteDymJLOwrblNFLIQ/SO0t48FmheUNQpKyQRaIQIk9RnxzRHUSOH2PGjMFnP/tZTOGr5xBI5BQJndX9uBOOk+gNPHP7NahMbyCeqN6oXz+AGa/cptAjWJ0pPMIKyPnzla4lhCjA/88X3ZLNKYicTmsGKrr5Wx2GrxmudsJ5Lud6bpfnx0nWs+W664qvn41f75rOtvK96y6AQWEOxqdPj35SBBSawMlWz6Owv0l3sB4XQuQhFDBBqWhcLoEjisFdzcsC/j+y6N7dj/3yc+12mfyHL8fHSeQCxmUckNvBerEMKjurbsRa+fodyxmtKYbi8EyFRyq/SbFbjwshhBB5k66WKkpX6wZOK9lsDpbD46RbO1Ko6UFdUbBebPVGmTxH8+ZFr915Lx55JLXfJEwqoGpyhBBCFBJ5W5OTKhI5RYQ3okJy0f04B8fhYPGaa4Bf/CL5tqwf+eCDwh5UqmA9/2qQ2LBy69bg5qhBz5YVq8TPerwQjRuEEEJ0XzarJkd02+7HKRwnTG0DB4kclIYROISpRInqSwqhn0026kZEejVIvLcUMk6BQzgfJHAS/SY2FZAiyQkFkQSOEEKIYkbGA6Jrux87TAIoMp6b1YAH/9SUfpF7iOM4xQtTh9inhZ+c5/JkRgN+cIBKHXXllYU/qFTBem4JEh6c798/+78dj7d8eXEYNwghhBBhUbqayD2OFLKPB4/AtvJd0Wf1OyhtbUFkxAj8+4cP4N53D8H8v9bjoY1j0IgqjMVc7D24Gf/36wqcNKkyqzU5YepNktlBB33PDhwLub5E1sOdg/cZ4fwxxxR/vZcQQgiRLqrJEXnZ/XhFWS1Ob52B+zEBe2IpdqAcPdBiPk/BbNyCyWb5+6jFWYhuR8HzzBVzMfzTlb5iwQ4UN73egOOuH42dVyXustz69EKMOLw6aZ+SP/85/ICzUHu2BKGC9a7hvvuAr30tve8WSr2XEEIIkQmqyRH5Q0UFNpRXGeFyeOsCvIxDMAYLzDwFDoMp/JyDU2MCZwKmx4RQFRpx6/XNvillzpSzb1xYgf+uqjJC6okfOUwG+EnBQ+FTVYVF/60IVW8S1u38qquKL/UnTO+aQqgtKiT4LF98cXrf1W8ihBBCxKOaHJFTWntX4ogtczEaC9GAqPDgpxU6dgxtIzqX4kbMwMSY4OF2K9HRVIwC5bTTgB/+0F0vsxmVJsXt8NaFOPG8aEpaDAqdhQvx6Pfn4rRvZ7fL8tFHF+dgXwXrnYdNn1y3LrmYYc2Ot8deIdV7CSGEEJ2FanJEl9V3HIYlWIJRvuuswLHCyEtpKdDWFj51J6gOJ1Gfkm9+s7h7jISpGyrk2qJCIJldt/eZs/Vi+k2EEEJ0RzanYCFd3mlnJbolQU5d1ajHNHhc0BxMwrRAgUOCBI7XTpflOBxI0to5jMCx4oXfY8oWhZG19nVuU+gpWxR9vCfOwTWvm9fsjAjw+lTI3nV23ZaBA4E77uj4bfSbCCGEEIlRuprIKXz77ydwFmBMLCXtZMw2qWpOKIC4XTYEVtiBpMWKl2JN2QqyxmbUistdqX4iFGF6LmVi133zzYX7vIn8ff6EEKKYUSRH5BSmN1EU2LSvYWhwCRyaDLAGx9bk2E+u53aJUtbCCqywA0l2mp861T2Y5L+LKT0oUVSLyxilmjw5es2Feo3pkElaXtioWNiXAH54hbYQ2Xj+hBCimFEkR2SHpibfcAkHinf9tAF9Ik1mAN2MCmMLbW2inSYDo/AslmEE3sK+5tMKHQojws8+aAp1Ojzu+vWpDSRnzvQfFNiUrQkTop9hBr+d9WY11eMki2o5U/26C2Eaw+YqKmZfAnhd7LxNZrmdENl+/oQQopiRyBHZEThjx0b74XCE7KS+HsffMBrv7z0W+w5pirmg0W3tXewTEzyM2LyDfbERu6ECWzCp/H6znOspjJi6thCjMRdjjdDp3TvxKXGwf8YZUVte/ptvwpMNJLNV55DJoDkVAcn9HVrdgHFHNYU+TtioVtjtuvMgMVlUjDAqlkh4yq5bpEs2nj8hhChmJHJE5jQ3A42N0YabVApW6DgacfZvacRrS5qNa1l5v0pjC+0UPExJq0Az+qIJe2A55vafaCI9XN8Hm2Mpbuybw+169gxfX8Omnlu3Bruk2e2ykZ6V9TerAQKS+5l8Wj3uX9Mh/MIcJ2xUK+x23XmQmK2oWLHWfoncoqisEEIkRiJHZE5FRTRfig03rdBZsiQmcEx4YcEClO1ebfrKsO7FQqFj++Dw0/bP6b12KeZWTsCYAW+4anhs35yNG1M7xQ0b/JdncyCZkzerPgKS37/h/HrM9wi/MMdRelT2BonZjIrx+Vu+HJg/H5g+PfpZbE1mRXZRVFYIIRIjkSMyw0YaWLDC0ZkVOqNGRT/Ly4HddgMcXuZf/nK0z40fzkah/ZuW4pH1o1wCJ10TgiB++9vsDSRz8maVKozFNg4B+crtSzBjTbzwC3OcoPQoRoKq22uf4qJavCj+zkVGpoPEbEfF0qn9Et0XRWWFECIxEjkiM5yRBhaG3Hije31LCz5e24TWTdFIA/nDHxL3uaGQYZ+cVPrmpAMH+Zdckr2c9Zy9WWXBkEPoHHhhOOEXdBxvehQFDlPeni0bjb/fUe8WfVRLTJWjkC0yoZPpIFFRMdGV6PkTQojESOSIzPBGGsaPd62mHfToVdMx4vDqWJ3I++8n2aVPo9Bs9M3JtZNYTt+sUuhMS034JTqOMz3qL7c247NDG7F761Ic/yv/miojZCloi4hMB4kyDRBdiZ4/IYRIjESOyByOBO+8M5qa1tISW2z73szEeFQ0vIHTTgNmzQL23DN4V95GoSOx2HxaO+lsC51sOoklGzST/v3TtAOm4JgUTviFtR226VEnX1CNnZ9fEFxTxeUUsry4IiLdQaLTtpu9lR54QKYBomuQaYUQQiQgksc0NTWxjNp8ijzmjTcikV69GBhxTeMwO7Icw82/P0avyL54I1JWFolceWXcpmYahvrIe6g1M/ysRp1Zzk/ncm7n9/10p/nzs3crHnoo+fG4TUrU1UUitdHrN5+LF0eaB8XfJ04lJdEp5WN4j2MnznN5EcN7VV3tvuyaGv976Lct52fNij5H06dHP1tauuJKRHeFz5uePyFEd6ApBW1Qwv9BnrJ582ZUVlaiqakJfRyF6yLPePNN4HOfA7Zvdy2uQzXKsQNDsRZb0Qufw7/xNj4Za+zJ/jd0V7PY2hC6hXlrTWyEh31zaCvt/R7dxZzF9xa/4zgZOBC4+ebom/hUutwHwbf8gwYFu7kxQsCACJ2zQh2LRf+siXFGVBimqa/HloPHGBc6Rrpow83r5ypGH9I2U2AEh6YRlsWLgZEjUezwd2PaIqN6TPPzexasPbj3v5g26pOpS1+YcxBCCCG6M5tT0AYSOSJzmErFgXC7tVgDhqIUEQxFNA9sFQbhGDyFt7B/1gVLusLID4oPpi9lMlClBmFTzmSwFiZU81HrXseaGCtwLPX1iIwZg807VeGfl8zFgD0rMxsYO2twLE5h1Y2hAKETepB7XsriFfECivbjzv1n43kUQgghuqvIUU2OyAyOyjgwbmhAfelwLMdwVGNVTOCQgdiAXfFhXM2Ns7+LX98cJxw42gaiZj/VwNVXA8P7Npv9eGt2nMfZZ7dG7D04edF82g0703RYc9Z28NPX5a2yEpg7F1i4ME5otA6twfM3LMy+wKGwYQTHWaPjaESaCaGuuZs1Xsx6A1khhBBCSOSILDQCrarCx0NrMbLtWUzEDNfqFpS1mw+cicOwxLexZxi8g2EOKg84ALj2T9U4qr2vjhU6zuNsGVSLfq8swPMN1SZ6cu+90RQ1P9Ju2JmGc9r//heNDDDqQ+dtfnLed0BLoeMp+ud23H7k+Gqc8Z3KxN8PK1SdKXGMzHn68yQc5YfAnnOoa84zcmUPnpMGskIIIYSQyBEZ0h5pePKKhWbWa/28GoNMbc4eWI4lyF5jz1Wrom+52W/nO9fW4OTKDqFjj0OB0/ulaKqVdRJj7c26dbmzlQ5jS0yHtWuucWsGpt1xge+be08zzqy/+W8XqnGpac7+PFzP7dKM1hR6tCJX9uC5jBAJIYQQ3Rmlq4nMU4oqKzGoKhJn/bwMI1CDVShFW1x/lwhKogP7NLHeVmedFU1be70pvoFo79nT4lK8ctawM6QtsX0773xzb+uKFmA0qiP17jf3nmacOXnznyAlzsxzOddzuzSiNbvvDpx7bmFHK3LVeDHXz6MQQgjRXZHI6c4wOuB5jWwHqV87qgHnTWwKl1L05ps49PLDXVGaN7A/NqIfdqDU1Og4mYEJeBajzMA+E6FD7MDYr4FoZNIkPDez3iXWMn0jH0YAJupdce218c5rrEuydUXzMQaR+vrom3ufZpw5e/PvkxLnOvGQAicoWhPkNpfRORdB48WcNpAVOaFQ68qEEKK7IZHTXbGuXYwStBeV20EqGuqxEKNjIiRhShH3881vAmvXGtOBr+BRE6WJDtzXoEd7FGcbemAC7jWpa7ujDiNQhyFYFWc8kA7eBqKjGEUqrUXJ0qWoOnMMfjixPibWmKqW7hv5VGpKKHSWL4+6qE2fHv2k89Zee8Vvy7qkMZ66oh0L/Ztxhn2jz9/MOxDL5eAsUYQpLPkerchF48VcRYgyRQP54qsrE0KIbkckj1Ez0BxSX+9qMNmyrM40NQxqvMkGk2yQGNfk0LGfBgyJvIzPRZZiROTruDuyHeWxjolrMCBSj6GRj9EjtoyNQlNp7NkHm+K2dzYQ5XETNRC1jTIvv7yjaaZzX4kaaXKZd/t0mm+yYV/Q9TnPOagZZ6LvO6cBA9zz/ftHJ28Ty7SahqZ4XV3RlLWQGi/aZyuV5zGXBDU87ezzyDey9d8AIYQQnaMNJHK6M44O9x8NrY0chsUuYWAFQ7KB6NybXo98jF5mg+0oM59t7V/YgbLIdpS6drIVPSIrUB1ZgkONcAkrcLi997y4nMKKguplHOjanxUNzuNYscYO9WG73HMQ693WO8jxFYCR4H35DZY4jcRi94LFi1P6fipTNgdnHPBnch5h71+x4icsgp7HXJ+HBvK5/W+AEEKIzhE5Slfrzjjcs3ZetTSU+5k3pYhpGmdfWok1GGTmeyCaA8XsGz6FH6BPLGXNsh4DcRpmYzweCExXY+NPW6/Dz73xrm8/nL3xDvpjg7Gp7otNrv3x/EdjoasRKIckzM4bMAB4/33g5puBCy6Ifr73nn/KUTbrYBLVdtSgHn/11BVh0iRXj5owtSFh4Xlnq+g/3ZqRTOpZiomg9MbObAQqO+tg5IInhBCFh0ROd4dCZ5rblYwuZUH2zs7BrB0UsabkCDyLBgx1bcvx60B8ELePHSjHh9jF9M5h7Y8VLFbQHIQXYzVB1agzn/fjLFyEKcaxzQqdcZhjhBnre7jcr++Os4Gok0ceAfbcE7j4YuC226KfnPfLrc+2A5ZfbQfvwaKyaF1RsmacQbUhFG6pkopAy4Z1ttfbIJN6lmLD2pxPmBD97GzRp4F8MHLBE0KIwkMip7vDES6jBQ7oUuYUHkEF0N5BUSvKEx5qJYYacwKKksdxgjEecEZmKHCexhdjESVGbgZjbSyCMwenYgt6x4TOwzjVRHAomhgVSqXvDiMHYXu25MIBy/nmfs6tDXh36Bjs3hq+Gaffm39Go7qq6D9MhOmuu7o+WiGC0UA+GLngCSFE4SGR051xWhTX1mLBdYtdDl9W6ASlFDEaQvbDG1iEw41rGoVMEOfjNhPx4TEodLhbih57vDGYjwPwaky4TMB0vIyDzSfnuXxfvI3b8V3Xfs/ATLyMQ0JfdtAb8qD0rVw5YNk39ydPqsDOw1Nvxul98++N7KRCNiyKw7iPdXW0QgSjgXzhueAJIYQIpoSFOchTNm/ejMrKSjQ1NaFPnz5dfTrFBaMCtI92WhTX1OCJu+rxye9HowoUI6xpKa2pNgLn1KObTK8W/r89RcBeVU0YvvFfmIsTsBO2YRWGoBUlpgGoHxQqo/AsVmOoETWNqMLZ+CMew0nRNC3HdhQ0PD5T5xhZ4nq73EuiGqJ0YZSBg3BLzF7b08jTDnoyTrlq6ri3vr8VBU6SXjX8TWhny4hU2L9qnj8PyYiKjc7xjT4HvBywpSNCeB7Z2E82ycdzyjeSPT/OZ6U73ruc/zdACCFEdrVBJI+RhXQO2bQpEjn00Jh9tNMSd9t7dcZtbd0nDo0889imqGOQY3u6snE5XcuWo9q4pdFiqNVhN2Td1exyuqxF3dfKIwfhBWPpbB3P6OrmtCqagGmRZRjuWkaXtLNxl2vZObgjqRucd+rdO5zjF+9FvjpgJbIxDrIjTuau5ndtw4ZFItdemz2r5K4imSVyti2hC5l8s7PON/LpvwFCCNEdaZKFtAjFpk2Rx++q9x0AcrkRNgF9deb+7IWYwNjhsIhu9Qic7QwWApF6DI6JINpH2343FCZeQUM76tUY6Fr2bUx19d2xwuZgPO/b1ydXPVvyYUCcbNDut95vsoOzINtg71SIvVKSWSKzZ5J6wsTfMw3kg8mH/wYIIUR3pSkFkaN0tW6MTb/wpqYEpl84ang+HlqLCatuxCyMNylkNIluQxnK2y2kzeYYaqyiZ2AiNqESg7EGw7AaW9ELB+JfaEYfU8vD+hzCeh7uxy/dbQfKYvbULSgz007YblLVWLPzAM7CRvTDF/F0nJsa7aibURFb3q8f8MEHhZmSE/Y3Y+rRddcBV18dvK9Zs4BTTommKCWyyA46RqGkX4W5tkK+zlyg9D4hhBCFnq4mkdNNSTYADBzsO80K2gmqlTkWT2IevhQTGX2wOSZqaDhQjhZUtwuaOlTjNDyEEkSMu5oVSy0oNQYFZe29djhfjjaswHDTh8faRzdjV1TgQxyJZ1y1OTRPsPU/tl/OtdcC11xTeLn1/M123z1aMxEEi59tfU2Y3/fPfwaOOSb8OeS7CHTCMrOjjkrvu4V0nUIIIUR3YXMKIkfuat2UtHti+PTVuQo/890HDQXovGZ71VB8ON3VnAJnHQZiFs4wkSEKnJZ2WUNBYwUO2ucpkA7Hs7F9MYJDgbMHlrtc4azAsXbUfdBsTv/KK5O7gOUjjMwkEjjE/mZhf18KgVSw37v11swbiOaaTGyxA59/IYQQQhQEEjndlLR7Yvj01bkBP3HNU6AQOq6xH44VHYzobEYf45jm5ELcir5oMsJnENaaKM1hWIIfYErc+TDV7QQ8bgQTJ7q/MUWNERyn/TW/bwVOh/tatUnP4gD944+Be+4B5s0rjJ4tTFNLlHrmhEIomRjKFDZPZaTIr3lqOlAwUXDNmBH9zIaAyoYtdqb9g4QQQgjRNSTu3iiKlrR6Ynj66rRe/mOUfu9ck05GNqAv+mFTLBKzGoOMcKHYOAszcD8mmNqcfvjAdYzf4lJTV8PaHYoSZpANw0rcjMvizufb+KOJDFEw8ZMTYaSIQobpcNwHU9787KV/97v46A2bWDrtolOtT8h1/QL3f9FF4bencPvb38Jty+um2EvFdtrCSNFppwEPPZSZOKRQ4vU5I0/2d8lkv7a3STrXlk2hJIQQQoguIJLHyEI6d9ARiA5KQa5aXE73rZhzkMdd7ekbXogsL4vOO93UnFM9hhnntJdxYGQpRrS7rZXHnNBoHe10RnM6pdnJu29+/xXs72sZzfl6DHVtz2OEsVIOcg1Lx8ks2y5kdHDKhmOc95p5nvPmRSKTJ3csS2df/fun5zDF79CiOuj8smFZnIqltp/7nJyzhBBCiMLUBkpX66Yw0sA35cTbxdvOswFoLCLBZpRVVSaC88SPFuCUH++DVa1VJlLiTStbiwHmcwDW4wr8Ev2w0dTLRB3Sok0+v4JHUYfhJspi08wYybkOV7jPpT0aczJmxwwOPo03YmlpzvobRnFsnY+FjUTtNomYPDk+Rco6mXlrWxgZ4PIf/jDx+mylcmU7ZYq/L4fxTNmj6QB/Z1Ka5n8NNmxIvbaH94bpbkEpeDby4ve7pAIjQX71V2Eibb/9rUwHhBBCiEJF7moFSDbTo/xShVicz4FvXKpQUxNaNzVjxOHVZvs+aMLeeMekoVF0WChG1qE/hmJtbBnNBQahERGU4EgswC242JgBUOQQCpZN6IsqrHFZSHNfo/AsXsIXcDBewGIcboSOFTwUQKzxmY4JMStq1vRMwAwjcNw1OR2ua36wLsemrYVxn6MoCBqAZ9OdKxOXMD9oRrJ5c/B6CovddgOmTg1vv3zVVcDPf56ZDXaifR99dGbPufNvZu3aaE1RMpzPQ74iq2chhBDdic0puKspXa3AyEV6VCrN7ZypU0wPc6abnYQ5ke0oM/M72j/t1NCeRrYc1ZGD8KLre9zPQXjBNAm1229FuSu1zaamcTumvjlT4JzTcgyPbes9v2SNQnn99l5cdVUkp01FU/19mBKWrVS13XZLnMZm07Q4fe1r4fb5k5+Ev5YwjUr9pmylAfJ3DnM8bpfPdEaqpBBCCJFPKF2tSEmWPpVuehTfjvON9YQJ0c9Eb8tt6hQL/53uZUw/exd7423sZ4wDnE1Bo9uvMtGX9agy2znT1Jhm9jBOwXBEL4wW0Z/DfzESi12OaTzmyzgER2CRcVT7Ku5z3wcMNdbSNmLDT3sc9slhr55E/O9/0egNoya/+EV69zLofuUTbIQahNM6mc/BN78Zbp933eV+/oLc0pJZWyciW2mAaZludJP/FuQbuXDdE0II0T2Qu1qBYB22/FJ8uIzpUUwzGjcuh3UETU0YUd5sKmAoGCgcCAUOU8MGYh1KTUKaP0wvY51OBZqNAKHj2kycaep1LBQ4RziECkWKbeZpRQod1Vhnw2M6oYjysqq0BqPbFprv0oHND967fv3CWzSnwptvRgdnYVKtglKPuIx1L5nC62Qa2saN4cUZRW///smPv3591GmNjVb32w+45BJ/t7Rt29I//2w958lc12yqIbfLR/LivwWdQK5c94QQQnQPZDxQ7M07s0VTEzB2LD594WgML6k3gmEs5po+NbviQxyA10wkZhAShy44LqPcOAgvmlqeD7Gra/1FuMX00rHYXjg8lhUpziafjNLYiI+1q+b5WdraoqIoSODkGkaEGBlK1lPGFuJz24kT3d9JJxoUZCYR1oraRjE4SGaUJiwUiuPHB0cYGC3LhFSe86AoQMqmG3lGl/+3oBPoLpEqIYQQuUMip9ibd2aL5mZseKsRvdcuxdORqKsZhUMJIkasdJgBtGEHSmMNQZ3iZpWxHqjCDEwwfWwoUvbBO67tHsQZeBpfNKYGFqdI8abJMdLzHEbisUsWYH1lNLWN58ftwkCThWuuyU6kJBEcrAUNzhIN6Bgd+cc/wh+HUZeZM+PdxPgGnC5jV14Z/bd3cG/hct4TZxSDb83ZC4f7ThcbdaCZQaLjhyXZc55INCZyXbP3KZ8jBV3+34IujlRlw3VPCCFE8SORUyB0dR3BrOeq8dmmjjoaCo3DsMQlOOiCRhc1Ch1vTQ7HtAOxAX/BJOyPN40o4njFOqQ5LaIPwKvGtc0PmybndEzj4Pv719fghJ3D19/84AdR9yy6n+21FzoFDtC8g7MwAzo26wwLoy5nnAEsXx69vunTO66TA/d0oxj8rv1euvB6KOTOOcf/+KmQ6DkPGwXgNQXdp3ymq/9bkGu6Q6RKCCFEJxDJY9QMNIPmnVmE+xwwIN5RzU4rUGNcz+heZl3UvFNbwDwd1MZhdmyf1lGNzml0YfO71n3xhpmcy84/P/rJc+iDTQlds7z3KmyzzUmTsu+4lu1Gn2GdtfycuXhPEn0/W+dK17Kg48+aldlznsy9LZd/J93hvwWdQbG43wkhhMg+clcrQrqyjoBvTFlYThg5YV8aJ4OwxqSZ7YV30B/tG7bTBmAbesaZEbyDvWKRm4dxqokGLcMInILZ5pMGBQ/hVOyHN8z2TD9jChvT5P6Gr+BunO1Kafv976OfYepvvG+CbSF6Mk48MfupVtlMKbIF54nSeGydCg0AGCGaNy84iuGtaRk5MjvXzwhDUBSFkZZMnvPuEAUo9JqiYolUyflNCCHynEgeo0hOdt7AZ/PNql8kx062R463T852lMb1zWGk5nzc4lr2KvY3+z4Bj8Z65nyMXpEzMMMsfxmfi/XG4TwjPcmiNmHfBDOCkGx7G2kIeoOeD5Ec7/7T7asStO3ll6d//alEGNJ9zrtTFKAr/lvQGRRCpEo9ioQQIv+1gUROAcL/c583L9qwkhP/ncv/w7cDcW9zzcOw2DTf9KahuQWO89/lkdewf0yoONc555dheKQew1z7tN+3xz4Yz5vPJTg0ZaHD7ZnW5ic2kqW78V5T6JS5Tz30NHCg+7dKNqBLZ/IbwHNQ5ncMLuPkHBgn2/ayyzrSF1MRON7jZLNJrfd3TFcIFhrp3KNCwD6D3ucwnecoV+eWjWdcCCFEakjkFDmd/RaRA6eDBte7BA4FjxU+NurineoxNLISQ2IRmTGYZwQEBYoVLBQ2qzAo9p0dKI39ey0GxNXyOAWOnacwSUXgUBgtL6uNtCyri10jB4lWxCUSTv36RSLXXpu+AJk5M/yALt3JO4BPpU4l2bac0hF4nRVhKIQogCjcSFV3qPkSQoh8RiKniOn0t4ibNkUi9fWRR/4aFQdOgWOjHpy3YsY5nYTZkc3obQTNUfhn7DtWoFDANGOXyMF4LlAoeacf4GZfsRV2qnYcP1JbG4nURYXOkgfq0hZOYSemeiX6XYd1BK9cESe/fQVFnCjCvAOsVKIb2Uifs2l9XRVhyOcogCjsSFV3ixQKIUS+IeOBIqXT+0e0NwDF6NE4acxmrPvrXJw1eKExH6ABwEKMxlyMNc09W+OsBYDf40JsRF9jLjAV3zUNQEvQZuydaUjAb2xAP6xCNS7EraFO6RZc7OqRw3NJhZKaarx75wKgthZYuhQYMwZYsgSHXuHuvUMDgyBoeBDUh8caJDiprIz+biecEPzbsBD/L39xH4P3lveY99qJ8957j8XjeAvOU+mrkokRQr9+USMDYyBwbBPGfKIBEyZEb7HrnOgMwGcrRxRyDxzhhs8Nnx/f56gLKPYeRUIIUUyoT04BkSvnqECXoOZmoLExJgYodJ5vqMaSB+rxZlVUFAzFKjyJL6EGq8xXthtJEx2JVGMleqIFyzHcbMsGoE/gBPTHOseDV4qhWInf4tKE50gx5ORS3Bha4NBx6rjjgJtvBt55B9h57xo8cvECfDSkXeiMGoWSpUuxrDS5cEpFfFDUDBwYHc/TDcvbkNILb7WlAs2oQmOsJ5E9Fj9tbyKu53aWnXeONvvMxK0qE8eqjRujg9CyLR3i2DyQTjjP5VyfY6FTiD1wRH5TKM5vQggh5K5WUNx7b/ado5LW9zCdq9aR3rV4cWy+vmx4pM7RF4c1ONaIwGkqsAYDYjU4dqI5wVb0bN/W1ue4t3FO8SYF5aY3T6qpVM56EhonOFdyPtn3nel23tqkMOluiVKmvKkw++F1Y8Jg98nzs8fgcq737t9vv6nUqWRqhHDBBZHIkpn1kbba+JTAuGepvj7SXdOeRGGimi8hhOhaVJNThHDwGtbRKmw+eLL6HhbJc18P31oX+Wio2zaa8xxkv4CDjKkAxQ0H+s7BvjUN8JoH2GkryuOspTmtRT+PICqNCZtvY6qrYWiqNTmJrLDD1vj4ucylUicUVJzM+f793QYJFDNeBzvOc7nXICFR0XOiOhV+Tp7cMfjPhhHCwYPrIs2D/MWxS/h0AoVq9ythlp+o5ksIIboOiZwiI0iMhB08+5Gqi5Y36jFlfDTqwUH2vnjDFbmgkcBW9HBt7yd0tqMk8iF2ci2j05p3UB/dtsz0yeHxGMFx9stJ1SQgU5GSqUiKiZiZ9a7BLIXGLrtEo0W8p3b/jJA5v2zng649lT45Xqc0O/gPs23SZxEOoWOnLhA4hWj3W6jCrLuQM+e3dqMXX7ic64UQohvTpD45xUMYMZLOoC0VFy2/Af3S0o4BvdMFrBorIq/gU74RGr8pqFcOj3cW7o183J7StgqDjXjynlOqfXIyTTdzXqtX+J2EOaHOxUZpNlfVRh6/s871+zqvy5mu5p24PEhQJUpXdAqqZM+RN5LAyF4qER5ud3KV+x61PLM4dNpYppGMQrX7LVRh1t3IeqSNAubQQ/1fBNhUT66X0BFCdGOaJHKKh7BihE0mUxn8hO0M7x38j8TiyLLSjnkOxK21NP/NaItXuHinNp8BOwVNq0PosBcOZ7lPW/fDtDhGOJyCJZGo8LNgdqaBeWtakgkn+11vr54OgVYeizZlQ2gxYuUX1eJk0wPTSVfMZPDv9wY7zLMTO+8yd7QrKDqRjUhGIdr9FqowE1mAkZo8q2UTQoh8QyKniAgrRmhKkAphBoBhBuMUCzbawE+/fjl+0/b2OhsKF4oNihdrRGD3xePzWHag7xU5iSanIPGKARsh8RMziYST837YuiDOj8Nsl3lCGEOE3UvrIsvKglPmuA873+BJV7PzfhEnDoK3bcv8t+f0zGP+qTMcYC+aUR+ZeGKwmHM+I4xYzb/OPyXQLzqRrUhG2L+dVIw6ck0hCjORRRIYvXR2qqcQQuQj6pNTRIS1IvX2BEnGEUdE+4bQXjkI9rNpRFVcTxp+cp7LV2MoTsDj5t8jUIeBCNsgohQrMQQH4l94C/ujGX1wBNiDJ3ohg7EW++FNY5e8O+qMDTW3fRufDLV3Pwtm2jqzV89jOMmcq9OC2fa3YX+czaj03SfXnYUZ2IFyY5TNT1pZ34TLYvP8vB8TAvvoWFa01eCI1ug9tPbazj4972Ifc+9XYLjZrxPOcznX8zdywtHQDTe4bcGfeio6WYvwlSuT3z/ei/0u9reB/sef6lHztdG44O/xfXrsvbQ217yeV6YswKTbR8aeGfubcDuer7O/UzZ7QRWi3a/6sHRzamqif6S2j9eoUdFPznM51wshhAhHpEjUWrGSS8vSMC5afilfflEPvplf4Yk4JJu2oYeJzCSrQ/FGY5KlqflFE2hU8Br2d0VgvJGpMPU9XP8yDoyzu3amsKVSJ5TIxjodC2lOvXolTnliamOy8+I9jjnqOd4gs4YoWe2SM4p2yJC6yLx58b+J3z1idCKbkYxCtPtVJEcYGMFxPqycF0IIEVG6WpGRS8vSTF20nNMl+FWoDZ3W0t/FrXGD5mPwZODA3w6SX8DBgalrXvHlVztja37CGg54B/E0GfA7x7ACLOjcrPjK1CAhkyk2+F/mTp2haQBrarzn5DdVYlOkGvXm+fKmjQXdI26X7RSzQrP7LURhJnKYsmYnpaoJIYRBIqcIyZllqY9L0KxZqfdJ8RuwJxM4VnA4B82cvJEcvx48rM+hIYF3oG2/z/49diDtjZZkYh2dTJyEjXzt3yexjbXT0MHvGtNxlktl8m0G67nWRN9nvx+7j1SiE7mIZOTybycXFJowE1lENTlCCJEQiZwipTObA4Z10bJ9a+wAncKjBSUpuautQHWciKGwYc8cZ7G9FT8rUBOzlnZaKTsFkjUpCIrkpDpo9xM4XnHClDimsiUTJjyvdZXJozTe/kNBginbEwWK69nypM44I2uB96m6Yx+pRCdyFckI+tvJ14abhSbMRNe5q+XrMyyEELlAIkdkBef/eV51VfL6FIqVhnZ3Nb/mn3ba4RFBFDBOoWTrWyhYrJixE5d5rZW5jANvZwSI6737dAqSVAftVlgkSyFLVPNjl//mW29ENn0y9ShN2ChRNqZYpCTNSI5rHylGJzorkpHvDTc1eO1mpNEnJ9+fYSGEyDYSOSLrAy0/kcOBNaMX0cF9WeR17GdsoJNFcvymBgyO/AefietBU+8xM2C9jhUDiXrIOAUOz9EOyrnvdCM5iWyprThhnxx7T+IiPSW1kZsm10XfuD68KXLQ4PrYQN4pYLyCJWqlvaJT09doSb7kgTpj/8wFbSnW5PjVzaQSnch1JEMNN0VeQgET1AeHyz0CR01jhRDdjaZ8aQb6y1/+MnLQQQdFevfuHRk4cGBk3Lhxkbfffrtw3NVS+D+cYiRMyppTbNgmoM4oTlBEh8vPxxRX9GUrepimoE4HMa+Q8UZIvH15GBWytTE2ymQbdHojLq9if5cgCSt0kkVTgmp2PlVZF5cWFl48Heh7rrkyIjignztqdfDgOvM8hHFXS1Q3k0p0IleRDDXcFIWOnmEhRHelKV9EznHHHRf585//HHn99dcj//3vfyMnnHBCZPjw4ZEtW7bkv8hJI3WgmAh6S+gd8LNuhCLCNvdMZWJtzYl4NC6y4hU4QSYBnJx1O5xWY1BsnRUF0RS3F+OabfLcWeCfC5GQyBraTxyFcVJLlH6XSl1RmMkrvJypYo/9IXHkKN8dwGTTLAqdsM8wI/Cq0xFCFBN5I3K8NDY2mhNbuHBh/oucNItACxHvG/Nt25JHcOwgOCpGEm/cFrDsI/SMpaPtaI8COSMyiQb9FEA0OfA7HoWO04CA23rdyry9ebKZ7pXIfS3MdxIJmHT2nYnQcYo+p3j52x3+NUDZqJvJdS1Ktm2qhehswj7Dsf++qE5HCFEk5K3I+d///mdO7LXXXvNdv3XrVnPSdqqvr+/adLVuYOfpl5IWtlmkHWyvwuCERgPJJgqcj9HDtcyKkyCLaKchAbcbh9lxESGKIGc0iGImWt8Sn3KVrcL9sGIlE3GUSpQoF5NNQ8tF3UxnFFIrkiPymhBp0mGf4Wy+fBBCiHwgL0VOa2tr5MQTT4yMGjUqcJurr77anLh36jKRU+SN2cKkpCUb0DtrZsIInbYk5gOM7FDgeO2hndNoPBUTOTZKQ5FCoePckPU9TPEKMgLIdgQkGw08kwmYzozkhIlwZDPq0lmF1Gq4KfKWkGnSLRs2JbRaDxI6+ZxGKoQQBStyzjvvvMjuu+9uojNB5F0kJ6BPiJkv8sLVsIN6b+POSJpCZ7uJ3nT0vrH79RMFjLi8gIPNNjYNjWLHey60tOZyp+NZLoVBGAOBRClxyQRMJlGibE6pNOLM1vOY7QGaGm6KvCSFNOmgZ7gr/n6FEKLbipzzzz8/Ul1dHVm6dGlK3+tyd7UijuSkmu7gN6A/CM8bAeEt/s9kYorZGMwzE4VJkCiw9SKcvD1zTsIcI3DssuXtyxJFSLKVrpZuL5tkAsZrOpBOlKhPnw7BkO71pSQ0UnAn7IoUMjXcFHlJCmnSYZs2OyfVmgkhCplUtEEpcghF1AUXXIA5c+bg6aefxh577IGCor4eGDMGWLoUqK0FFi+OfnKey7m+QFm9Ov3v9kET/oljsQijMRirUYK2rJxTC0pRhlY8gRPwBE7EJlRiPB7AZlTGbctlK1Ft/s2n3VICYB2qEEHHo12KFtyKH7i+Pw2TUI3o78fPRTgCT+OL5tq8DEOD73I/nOflhcv9roX7X4Ax2BNL8T5qMQYL8BxGmk/Oc/lMnGnuh13fgBrzXX7a7RpRhWZUBJ7bn/4EPPQQMGwY0mbKFKCsLMSGTU3A2LHA6NHxfyec53Ku53YpPI+ZPLdeTj0VWL4cmD8fmD49+rlsWXS5EF1GTQ2wYEHH/9eMGtXx/0FczvU+z/BVV4Xb/ZAhuTt1IYTIK3Kptr73ve9FKisrIwsWLIisXr06Nn300Uehvi93tdwR9s35gAHh09QyMR/g1OppIspj0OaZk41QeJtmMpr0Ag4ykRsaIDi/bx3Y2KCU89aYwH7axqMdDU3LIyfgUd8ICyNWbMiZaaQnkzQ3Hj+dKBGnyy/v+O0Zibn66tTP89prc+dOKDMAITJLk1atmRCiO9CUL+lqfiYCnNg7Jwzqk5M7wv4fIu2kOQC991636xrTp2zzz1xMFC1MWaOA8dpAU/wchX+2u6z1ivwbB0Rex35xNtRMUavHMPNvbvc69o0TOvbTCjReE4VPNB2vI0Us2lT0wJjIykZqm1fopCpghvo7aPtOzqJ9/vZhHPRcYqs6jXqYFNJuNEDLzt90Lq23Rf6nSavWTAhR7DTli8jJlC6vyUmhpqBgcFyT183KDqb93Ky8b9oZVWjGLhlHb/ymBgwxgmKZpxcOndesaGl1bL8Sg3wFF4WSNTPgfmz0yWs1bb/rFDpvYW/fyI8VPtnqqZPJNG+evwBNVrSfTj3WrFlpPm91dZE2z2CtLWCwpgFa+vjVZuw3dFPk8buK7L9f3YEMWxeo1kwIUcw05UtNTsFTWQlU+9dXmOVcX0j41En064dYXcpCjMZcjMXufZvw4IPu2gRvLQRrXlj7whqYbFOKNvTHeoxAHdpQjnoMbT/HVaYGKLpNlDUYhDaUoQdaY99vwFCsxFAMRwN2wnbz/ZF4HkfgWVO70gMtruPxu1z+FTyCHSg38/viXbMd/5L4yfUTMB33Y4KpkalCIyrQjK6ksRE44ghg3broFARHR/y5Fy1Kv67l4ouB2bNT/97sl2pwSvM01zLOc7kXPm987rw1QwMGABddFH1WWzt+ZmHv8Wzg9NOBhoaOW8Iasj+tGou9zx2NJ+5KXhMl8gT+iM46UNbgjBzprtHheueP7UG1ZkII0U4kj+nySE6x4aiTaB5UG6lJ4NDl7Uni9/afaV3eqEg2pq3oYdLR7DkxIrMGPsVBnolRHr9aIaa62VQwv3PmPJdz1ttrx67n8q6wa05WI+N8e58s5W3WHzelHclJp1cNt60JsMXm8qB92bSryZPja8LUuT3+Xvm5azl7Ni0vq420LEtcEyUKq0+OonBCiO5Kk9LVRJj0oUS9Vvr1i6ZD2RQn72DK2wg006nNJ2WNQsfb3yZoWo1B5pyOwZOe/QyNpZY5G4N6J2tC4B2Q+22XDwKnd+/UzQtW7X6oETr8Xfn7piN0wlpIc5uDBye2xT5kSF3gvjqrMWihk0iwOl9efDQ09bQn0UUUY5q0EEJkCYkckZAlDyRuOhn05pwOXfYtsTNi8gEqciJ0GNH5Pm4J9V1ueyIeNgYDzuU8z4PxnHFN89bY2CnIjMBv8vbXyWXvnFQm55v7MH10KjL4ya66Knlh+5KZ4c6H23VaY9AiHDzSZCDRb+XXYLa7CRwZMgghRPEgkSOSDow4WA8zeLdvzll43r9/x6D9BRxsBMXHKM+a+QDNBNo886tRFSeEWlDqK4yc7mo0KbCRJlpIb2//jt2eAz+moPm5q9n1Z+OuuGtLNZIT1h46G0InWUPRbEegEqWOMWIU5rptCp2TnNhJF2kaUJh75f1bT2ZFXEz4FeHnQ8qjhJcQQqSHRI7IWiTHCp2+fb0D6hWRc/H7OGeyTKa2FOc7xE1pTOBQtFhHNkZxVmFQ3Pe9qWleoeNd3yGAylMWDKlGWLIpdML8tplMiVLHmBIXJoLF7VKNTqTVuT3Fvj2FQjLrbdY+sSanO0Zy8jXlMV+FlxBCFAISOSLjmhw7+Q1UuYzNMb0CJ5t20n773IA+cdsx2vMa9jV9cmwvG/bT8Q70WxOYCFDQMOrTjF1NzY6zPw4/T8SjZjmv2db0pCJMOjvCEjZKly2h45c6RvES5vt+IidnjUEztObNV4Kst12mD0V0vWHIWcpjkQovIYQoFCRyRGh3Nf4fa1BUISjViuvpeGbFgzfNLBcTe+H4GR38BNeYhqEUH6y7sWlf3oH+t3FnnOmA87p4TYxO2QiD97rt8nRTzDorwpKt4wRFBsIKjkyiMTltDJpmk8V8xxsd4PMai+B0VeSqC2ugciaUi1B4CSFEIaE+OcKfigqgqsr0W+j90gJMeajG9CRpQA3GYIHpBdOIKjSjIro5mk0/GPaFWYAxppcOKUHE9Mkh/F/2yslFvxxLi+mcU47dUYcWlLnWXYufYygasAeW43eYjD7YbM5zBia4tvs/XIeL8VvXskmYZq6drEQ1GjDcfG5GJcZiLkZjoWs9l3Oey7me82Hh93i8oONnA143fyf+XvwtR2Kx+fT+fsmYPDm+V00yvL13hgwJ9z2/7crKgFtuif67xPNg2fmbbor2/ZkxI9pCJHT/nJoaYJr7dzDzXF7AeHujzHisAsMPiv6tmxtkr4+ftucK/1vA/yZ0Uk+uzuzTE7YXVDo9o9KFz2uC9jZx/ayEEEJkSCSPUZ+c3L9d5VtDayns5/SVKNWK0ZwGDM5pBCcSYCywGgNdtTQ2dY51OLSNdn6HxgN+rmk2wtEZ7me5juRks/bHOqfxk05q6bwRz0Y0JqhzO13+0q5pKNJITt65yXlqoNinh8/Iw7fWRe2scxxJysdITk5qzYQQopvRpD45Ilt5/UEDdFuj0oh2y7VOnChoWDfjbezpFEHR7cpjTUKtCOKykzAndj3R6zgwp+5nnVGTE5RaaPsD+V2HV8D5CY9MxErQM5VK/YHXhYouf2nXNBRpTU7e4rjfTJ1zPvecf/zO3N3vnKY8dqLwkgubEEK4kcgRaeH35txO3hoXCgXWyeRa0FjDAOf0ffwuNjgfg3mRegyO649jpxWoifX0scYEztoapxjKhftZZ7qreSNSTuFDoeMUNF4Bl0gkZCJWgqIx6RRYZ1TTUKTuavkOhYxfBNPWA+ay0D4bIrsrhZdc2IQQIh6JHJE29s3hvfdGIgMGuAfEbvFQbXrk2PlsGw8k2l9UrHzOGAVwkE4R8w1MjUtH4z5ex76Rf+OAmGua30Df65qWzUhLZ/bJyURgJRMemYiVbL2NzigFqUj75OQzdlAf5PbXGdGUbIrszhRecmETQgh/JHJE9gYIPqlWNjKSK4ETLG7KXGlnJ+Kx2Lm0JvhOA4aYCM6+eMMlJqKpXC/GRXbsROGTrVSyXNf8pJsq99NvRWslwgw0uzp1JuOaBp96NHs9S2bWR1o2SOBk87fndmFq0XJdF9PVz22qwksubEIIEYxEjsgO9fWRNbvGRwLYh8amh3nrYHIrckpjwoWfbPq5GlWBAscpvliXQ0FkoyZ+ERbvG+dXsX9OBUhnTYkGmmVl0TqXQiCbxeRKBQpPuveKJgNhatG6Y6F9IuGVj6YJQgiRL8hCWmSFR+dXYOmHVcaGmBbTTjvlt7EPdqAcdahBJAf322+fPdCGHSgxdtVtAIZhFQajES3oEbc956378DbzzRKMQB2GYJWxxvbaY5+Ix3Afvurax754B3vjHRQ6ieyrab18xhnA7NnIe444AqiujreVtnA5HZK5XSJ4raefHm/nu3JldHkh3IvOIu171dCAL13fYWfO/348h5Exq3r7dzcMDaHtxosJ2qSPGQNMmBD95Hw+218LIUQhEm12IoQHDn7P/0l8vxgSFQlb0AMtGIHlOemRE7RPyplytJr1fHgptNZhQNz2zvkytGE4GrAVvdrXRYxQcw64HsNJptcO90f4yeu7HxNwEF5EH+Smn0cQHLCzV82AAel9n4P9H/wg+m/2x5mGSa71nHf2zWFvnNC9ZrqIMP1zpkxxDxi98Bovuij6LtyLXVYI96IzyOheVVRgp5oqrCirxVGOFyTenlyVwyqSitLuRiY9poQQQnQgkSMSNq5jw0sKAiecPwszsANlOX2AEkWIStqFyHF4AhvR30R2gqAoYjSnEQNNNMc2xtyMPvgZrnJFfShsOAA7BbOxDCOMAFqCUXgaR3Wa0LED9nPPBdavT/37558PLFsG7L57+AahhdKEkE0vH3wwvlkpIzxczvWJUEPG8GR0ryorUfLkXLx5+0I0lNS4RGlU6CzE8ZiLn/+uEmVbmoIPxOU5ahha7BFLIYTo7kjkiLRSId7FPliB3X3TxLJFsgjRGZiJNRiCvfB27EFuCXikN6A/TsNDsQH+MzgSizEKf8S5cce5Hj/GLZiMLehthByFTz98YCJYnYEdsO+1V3rfP+ww4JFHgD//vMElcBKlDBF+pxCgkFm+HJg/H5g+PfpJUZdM4ORTKhCjHwsWADNmRD/zMXKU8b2qrMTx51T7itKSmmrc/VAlTj26CRg7Fhg9OqqYnHCey7m+GwmdbEQshRBC8CW3EB444Fq7NvFtGYqVqEFdwjSxbOCMsni5DReiFC3YCS2xbcvRhhbw//2Z1tYR32GKGgURB/h24B90jKntwieastZqIjpH4pm4iFa2ueoq4Oijo29oOYDh4Dcd3n8fuOYaoCJSYVKCyBiflCHeB65n8iG57z7gxhsLY/BkaxoKMRWIdSxMA3MGLyhsObANI9Q6i2zdK17TuHHRiA8FEbe3zzgamoHGRmDp0ugPyoeeYQoKHM5zOWluNqKpu2Ajln7PCQVOPj0nQgiRr5TQqQB5yubNm1FZWYmmpib06dOnq0+nW+A3ALMwXYvRDA7298Wb+C8+h17YntPzCRI5djllTKlj3ru9c345huMIPIsa1JsUNCcUNFfhZ7gBP3F932u6kEsYlWAhslNsjhgRLfIO+1fKGp62NmDjxvjfzAsjOBQ4TEm0MCqSjngoFJLdU74p50CSkaFciD1byO89tn1DHyblrujulVPQ1NYC06YBkyZ1zFvh0w3hb+ArDoUQopuyOQVtoHQ1kdRJyQ6W52IsFmK0qePYggqsaY8SkFwp5UQCxz7AjNxQwPgJov/DNahDtTEdYD3Oszgc0zEhbn9MSfuVR+CQS3BTpwgc7xtxO7jxGxAngjU8VuAQv5oqC5c7BU53cGzqylSgQjM96LR7RQFDIUNBQ2EzapQETggXNiGEEImRyBFJB2DEabm8CIebaXc0YDUGJkwpyzZ+x2pBOarR4HsOV+MX2IRKHIkFWIHhGIS1RuxQFL2O/U0EJ9G5T8HFLheyXOEsJKbY5Bv0o46KDiKJd3CTq8FOd3BsytS8IF0K0fSg0+4V/wAYwXHC+W4awRFCCJE5Ejki1ADMablMkTAYa7EagzAAGzpN4OwAcAsujIsa9WrvhONngsAIzX54B1VYb+Z3wjYjbDZgAI7H48ZFzdpGdxynHGdjqqnFoa2004UsV9g34kHRNKag2Tf9TCn76KPo5733AgMHdkTbrImAFy5P5A6XyLGp04rkmzrPZSsT84JUcN67p54K952HHsovM4JOuVdUd0xRc8J5rxmBEEIIEZZIkXQ1FZlx773humyzS7ntWm6ntjBfzNLUFnBM5/Lr8KO47ZZiROQV7B/ZjvJYx/WD8ELsWux2zvUH43lXh/ZhqM/ZpbF7PLueezvLO6eSkkikpsa/O3ofbIoswaGuTvLe34zruZ3ffjn5dbBPt9t9ymzaFIkcemgkUlsbidTVuddxnsu5ntvlGh6jvt5/HZeHPAe/e5fKlJP73InXHxr7+/Ki+bl4sXve+zwIIYTotjSloA0UyRGGdeuS3whGAiIowSS400pswX+uHSyCzAWc58DPn+BXrnl+bkNPVKI51geHfX7Y6JPpd4zYvIZPmc9ReDZmrzwDE812tnGhdSHLBYzQ8O19qulMtobGmU7ojDw5++RwPbfr3Ttc6lHa3e7TodnjsmXf4DuL0rme2+WSpuxYGieqbwtLTu5zJ11/aHiDnKYD/CMYOdJdo8P1mdxIIYQQ3RKJHGGwKU9BWOOBZzEK9+NM1zorJnKRtuYUTnb/1t7Zux1rbpycg7tiNTf74l3sjrqYWxr7/FC4cJ720HRdOwKL8BK+4OrIzu1GYyHGYm5ckX424fjx6afDpZw5zQFsDY0zndAKncOwJK5PDrd7+OHkqUedXiRPpeUd2C5ZEj8A5na5JAtiK1l9W1i6xIygs8VmRQVQVRXvouY0I+B6bieEEEKkQiSPUbpa52HTnoImpmotw/DYgu0ojSxFdaemqnknpmAdhsUmFS16TmVx67+Nqa5l3N7OMnUrKAWNy/1Su8JMp53WkQaWyveG9Q6Xcjb/4U3m95o+PRKZNy+a1mSP5ZdO6NyfN90t3efBTtwuZ6lLdurslKUM06fC3rtUpqzf53xKH+vs9DghhBAFi9LV8oVOLKTO9BxZcO59Se4tVi9Hx+tkFvrXYBXW5zC6kQhGaCZgOp7DSJyJ+2ONO/k5DnNiEY078D3X96ZhUiyVK1V75bBccEG0eNzrSJWULclTzgaXNuLy85qN89rEicAxxwAffxwdCtM8gHbX3nRCzq8sqTHrw1r+ZtztvpBdtjK0NA57T9j8lc9KGDrV2ruzLZ3Z5DMoQsfl3agJqBBCiOyhdLViyW3P8BzLVtWbnhi2/wUH1uyJwxQ1Ch3WozShjyt9rBxtGGjqdDqPHSgzE2trWDNzEF40n5ynwHkVB2ABjjICKCp8WuKET1i3tHTcyqxDmXWkuvnm8NcWJuXsyLYFeHmNe0Bo++L06xf93SjknHD+4MH1KVn+ZqvbfcG6bGUgtsLek6OPBk47LU+tvfNBbAohhBCZEMljCjpdjWkWfike3lSQoDSNFGD6kU1f4meYdCS/c2xZVhe59tpI5FOVdXGuYkzdegEHRVZhYJemqC1HdeREPBo7P6aqvYzPxdzSbAqaXU+3NK7ncmcqVzK3tHTdyrxuWMkc0/wm7n9pqTtla3lZbeTTfd3n4ZyYrnbw4LrIh0Oi3+PnS7csjmyuanePSzHNyJ53UMqdn9NbUblsZZA2l8q965L7XChpg0IIIUQG2kAiJ5d0wqAtY4tfxzlyIM2aFSsE3i+pjXxtdHRg7RQOXSFyWoHICgyNs39+AQdHDsLzLsFiBQpriMZgnkuIJLNTtpPzep1CJ0go9e4dMQLRbzDK3yLV+pwn/m+xa8H0CzpqiZKdb7ZEtT1v77knspwuhJcCnfF3G/be8XnhcxMkcLJ+nwtNbAohhBAOJHLyiRy+EQ0aPIcZHDmjPzdfkrhYnfuiIGAExfaR6WyhcxJmxwmUffGGiS75RVv2w+tG5PiJmbCmAl5B4xSAfsdMJDBT6ZnC/a6tCP49/CYr7EzkJot9ZvzOm5GFou2Tk0WxlezeJXsm7LZpR2q7+PqFEEKIbCORk2/wTahz9ML5DEmncaTFb3DFAXwiF7KXcWBM4GxHimGJFKYg8bQcw80g3ylQUo22pDMlcytLRWDyt/jJT7IvrFxCZ2b2Xao6bZCdDy5bWRZbQfcuWXTPRgU7rRlrvolNIYQQwgeJnG4QyUnX4tdvcJVsIE+RYG2ad6CsU6M4PJ5T6DBC4xQtznNn5OYYPBlKFKRiH51IAKYqMPl7BB3badOdqmjrstqNDOjUCEUeia2wLyhmzUo/UlvwYlMIIYTwQSInX8hhbjsHhmF0ArdLNLgKGzngZwOGdJq42YrSyApUmwgSzQbs8o/R0wgBp3jhv509fMIIHKZ2Ubixtscpeuz9+DcOMLU+fvte1i620ult0rJhU+Tlnv6GBtznx+hlJu/+E9USdVntRgZ0eoQijwj7gmLgwMTr+/eP9knKG3EohBBC5BiJnHwgx7nt6URyvN9JNd3rRDwcF8Vpy2EE5wQ8ZupubH0NBQ4FgL8Ai5oShIm2OCNTTMGjOQHFAyNFVtDQ6GArekQaMLhdXPUyUSK73k+IJBKYzueieVDie85jBEV6/GqJclIjk8NITCa1ZMVA2BcUYafuIg6FEEKIJrmr5QE5zm1Px3rWO7hKxSbZ5d7lmLajNOsCh8LpLextRASPyWjOCXjURFbsMisSKGYoTrz7SFa/wghOR41RWWQ1BiW8Jh6D33Eey0+MOIVIYJf6ujqX0HFGzzbslvi87XTzzemneWUjTSzdSEwmtWTFkjIX9gVF2Km7iEMhhBCiSSInT8hxbnuqFr9+g6uwtSlR84HPGUHgJ0qcn9mY1mJgLD2Ox9yKnsYu2va78aaQWdGRSqH+wXg+JnS802pHPyBuMw6zY/vluTj77/gJw08O2xT56KOoGLnggujntm2OH6OuLtq7xnFM9raZfUudSVNKVJTO9ffem96gPBtpYplEYtKtJSumlLlkLyg4lab47qAQa7KEEEKIVJHI6UakYvEbZnAVJHo4gF+BGjNTh2GRrR5xYKMf2U5fc+7PRk54LvWe9DTOp+OuRvGS6PheEcRzsNEcprwFHfPkg+rj7nNZWSRy+eXBrnvJDA38plQG5dlIE8s0EpNOLVku6OqUuXR6J+WLOBRCCCEKQeSUQhQ0p54KLF8OzJ8PTJ8e/Vy2LLrcS1kZcMst0X+XlLjXcb4STXip/1gsxGhUoz62bhga8CwOx3DUYyt64Xv4AyIoM+va2rdZiyFYicHw7DZj7P4aMAxH4FkMwSo8i5GoxirXdq0oj/27ATUYgwV4H7VoRBWaUeG7b17jTbgs4fHPx22u+YmYgcPxLJZhBPbAcizAGByGJeZzTyzFstJafLPnDDz9coUZdrrOsRX4zW+AH/4QQH09MGmSa/00THLd9zCsXAmcfjowe3bi7Xjsiy6KDoW92GWTJ0e3S8SCBUBDQ/B67ouXtmiR//ohQxLvP9Xt0iEb94LreC9mzIh+JrtvXvj3+cAD0b/JZHj/VhOxenVq5yGEEEIULZEiUWsi8+jP43d1mCU4U72s65czmmLNAKxJwGvYP7IGA7MWtfFOPBajLs7ICiMqTjMAb3paoqafzshLUMqa3zp+h9ceTd1zr3u/pDZyCJ4PdEGz0+6ldZG2PaLHXl6WuBcOU9Nm3LEpckC/4JTCSmxKmqqUjTQxPjf9+oXbz+TJ2aslyzaZ3otspblly2UtF5GcvLX3FkII0a1pUk2OSHsQ43B/8w7AvdbNTvGTy2kbesQtSzc9zQoDr8DhtTnNB3agNNajx1uTw239aoKc2wSdh/PYHw1N7mhHobRq93DmEIkGuJmmibFnS6o/XdCgP9VasmyTyb3IZppb2PNg/RWtohMJzGyKw+5s7y2EECK/UbqaSArTZMaMASZMiH7G0mZqaqL5N7W12L11KZZglEnDYuoX08WYCmbZjEqsR393ZLB9yiZlcOcCrcEgHIbnY+cSNj3NwvWbUIkdKEcPtGA5hpu0uMFYa9LidqAU5WhDOVpj2zCt7SzMMMcYgTqUo8WsczIL42P3iuezEtW+x+Y5rutTi39csSDpNVSgGeUfNJr9MiXOprPx06bIVaHRbJcoVSmTNLFZs4CzzkJKMMUqKOWLqVoPPggMG+ZeXl0dXe6XaplN0r0X2Ur5S/U8eJ+OPhqYOjV6X/1STcmUKeHS3xLBtEemP3pTEsOmRQohhBB5QySPUbpaF+Ipiv/T2fFF8YzkrGrvI+NMOctV7xw7eSNKzihJUIqYd6rGCmNNbdPPnFbao/FUrCnnUfinK1pind1sBMubssZ5urYlOjb3M/XqehN58Ro9OK/B/nvqT8M1bLWRHL8oXSjTiT6RyJNPuqMBfHufyc+VKLrUVSlR6abMZdsZLp3zSMVoJN370hnRonxFaXpCCJHfKF1NZIazYakVL7W1kYMH+6eqsWmmTe3K5tQC9+hvPfoF1t+kMzkFhldssAkpJz/h4TwHP3e2ZClzdFmjnXTLhk2Rl3smTkXj+m2Nm8y99/Ypst9zDj4TpRoFpYl5p/79o9smG/Rmkv7W1YPJdFLmcuEMl8555Ore5ZO9d1egND0hhMh/JHJEdgQOPxnRaZ9nA8sa1LkG+pyWozrybdyVdZHjnSiqxmBeSvU32Z6cDVQZsfEKj2j/nAMTRpRiNtL19a6moH71OWZ9fb0ZgI1EvOW0czCcyJbYuU1Y4XLttZnfL78Bcb4MJlONiuRKBOQyOpMK+WLvHZZsir2uthQXQggRDokckR5sUOoUOBQ8HuHDQfcn8UbkBRxkiv+t2EnkUJbJ1ApEGtHfNOC0YuDgEA5muRY6B+GFwBQyZ/8c7zRunOee19VF1lf678csd/wGVhDZidsdMqQudNSFERpuxyjSgAHJr3O33dK/R0GpTfk2mExloJxLZ7igFMPOjHYVUiQnm0JZaXpCCFE4SOTkE5s2RcWDH1zO9fkCz+XQQ90Cx9IudDZ98lBTz/ICDjYC50Q8EidwMq3J2eGzL9pFO9PEDsKLXSJwvA5pQRGYQHe1YVGnLDtwpWsZo2NBqWhc7xSZTBv8162LI5urOua5PuwAldGZsNtmInD8BEsxDCY7yxmuK6Jd+WDvHYZsC+VCEndCCNHdaZKFdOGIBrM+34ROAlH2wF3R2pUwPWYynazA2Y4yk6bmtUxOtgtvnY1XqKQrkpwpa8lsnZPti/U5/GQEx7mC8/zn8NKOlLag6Bo/59waLm2PNsS0JA57rdw+UQ1PaWk0QhQm1apYBpO5Ti/rymhXV9t7JyMXQrnQ0vSEEKI705SCyCntane3oqa5GWhsBJYujfo0sxU84SfnuZzruV2+UFkZ9fJ10tRkPGVnv1iNC66sNNbItDtehhHGXjkbltF++6AzbosxkC7Dr/BjbEYfjMZCjMVcY1+diD5owlyMxUKMjtkuWzjP5VzP7VKFx+Y58FycltqE82HPkdBumOczDZNcyznP5ZvaKvDa2ipsGVQbtfamxbfH6htVVeg/IrFttmXjRmDduvDXSstk4rUtttx/P7B2LTB/PjB9OjBvHvDnPwPbtkVPz2mnnMji2knY7boKWlwvX95xzfxctiwz62veJ96v++4DzjsvOqz2ko5Ndap0tb13MhYtire39t4j/ueV24UlE3t1IYQQeUwkjykKC+kEhfy+EZ48jUZZ0wHnm02mqnlT07JtH70GA5KaDPhFbJzRJmeNTKqNQ3M9ec/Hzx6a1/epvvX+b6fbUx65LlGzSOfESA7fhieLdO03NLrfsJGLZClWxRLJyTapmEF01j3qave7zoy6FEqanhBCiIjS1QrBkrkgBA6pr4/WfXjqT1h4H5Sq1tZJfXGSpY7RoMCeI4VOUH+ZrppSre1hLU8iWG8TJkWPg9ZH/po85W75kI5UymSD3jApVp01mMzXAbofiRzxsjWILyZy6XCXz2l6QgghoqgmpwCaa5r5AmHJA/HRBoqGRIImm0KHpgNBgoQDd3suQULBK8ac2+WqbicXtT1XXZX4d2LfnRfLk/fd4XZh7Kv5+fhdAfVZzuOGcHbjehsVStSrxxgtZEC+2FOHIZM+RN0t2mXJpVDOFytvIYQQwUjk5BuFHMlpTxFxDn7tZMUD+9fQTppTtpXAKgyKDbj9xAgFwMv4XOxcvClfXP4W9vYt6s+mgUAmQiesyDr55CSRiRT67pCWZXWRZWXBqXJMTwwzYEzF2S1ZelYmgiTf7KmTkY7LXa5Spwox+pWLqEsh3QchhOiONMldLY8o9JqcSDRNys8BzIqIunZxw88WlGZVBaxBPxPJcYoN5+A/kdObnQ+K5Pili/n1wLEiJNeRnbCTFQK+AzJHPx2vcDHLHc8bv+MnXr2iL1nUIGydBCc7AJ05M3gQn85AtRDtqVO5b7kUa3kV/Qppua+oixBCdE+aJHIKp7mm+Qz6P/Uuwjt4/sc//AfDfj1sspmmZvfFfe+H1wMjLH7n5hU6fg07KWac3+Wy17C/saz2DvY7K7ITdrDLT691c2xgWlcXq6OK3cvaWhO5cf6u1ko6yL46bP1HKhEJCg02I/Wee6qCxPuMWiFeSGleqUZycpE6lVfRrxQt9xV1EUKI7keTRE6eUIB9cvzekO69s7tO4xg8GfkYPV0igkKnEX2zLnCcIiUowuI1GfDuwwoaK1ZsDQ+3PwGPGgHlFUmtgOnNk4+ObInEQWxg6qkBm3/d4rjfdeDA7ERyUq0t+eY3MxMkfs9oWGe5fCrYT1ZfYn8jitFcpE7lXfSrQF8KCSGE6DwkcvKJkOkX+YDfW12/lC4us5EbpxDJlcDh56vY39dgwCtCvBO/+wo+FegMx8+XcaARbt7v8hqz7cjWp09uzQ74+x0yJD6S43fuNSHsqxlxcQ1yA55nPjthz33XXdMXJOm6keVjJKerXb3y0tK7CNJ7hRBC5A6JHJG1t7pBxfn8txU6W9Ej6yKHhgMUH1bYBA3WU6nJcX73RDzqWm8NDjq+W5ZUJKQlcnJsduASfExRe2ZxZLnDXMAeM6x9tas/T5LI5IbdspvO5x1cZ+JGlo81OZauqi/JRc+ZrFDgRi1CCCHyQ+SUdnUzUpEfBHUS34xKjMVcjMZCNKAmtpz/PgLPoh5D0Qs7XN9hM3afhu1xBG1TAmAg1uNy/ApfxX2udZMwDZvRB8MQPdlmVGAT+mIHytEDLViO4TgWT+J91Jp5Ln8b+2IZRmBPLMUCjMFhWIJbMDm2np9DsNbsbyWGmn30MFfhPq7z+tOlAs2oQmPsXKpRb5bzk/NczvXcLlV4T+w+lpXW4okfLcCi1pE4vHWBuR/2mNyO960RVWb5GCyIXRs/Oc/lXF+3qQLXXdd+gOZmoLERWLoUGDMm2lqe8HPMGPT7YCmGlAWfe0kJ0Lt3uGvp3x844ojUut0HweOSKVOAsjLkHaeeCix/pQlLZjZg+nRg/nxg2bLocgMvuqkp68cdMiS722WNmhpg2jT3Ms5zuRBCCBGWSJGoNdG5Tk/2rb83ArIjC1Gcjn2VRVZ69s/IDiM8ztQ5G+1hZMk6sTnrbGxNjjeljdt7z58pW371PWEiOWHT0LzRkmylxHmjRIxeTJ7sjvA4Iy2ppM3FogpJ0okev7MuYfoV0/XCXMvVV6f/jPbu3flRkUKs3eus5qwpo0iOEEKIAJSuJnLu9MRBMAWFd8Ua9M/YYW17uw21cz8NGBpLj3Omnx2M54zosQLHLuf5UdhQ4NiBvddFbAKmmR4/zmVOp7hktUCJBIZzXVhHuKzU/DiECwepLFwPEi6pTM7BLl3aPhoanE4UlH7FPjlhj+dnYRz2+wMGRN3WCqbXSRcW3HdlTZAvqskRQgiRAIkckROnJ+fESIkVCOyP8y1MTdlG2rtdI/rHanycEaF6DDPHcwoDZyPSlRhstnEKBbstG4VWY0XCZqbWYMBppsB/Ry2mV4TqmxO2xsUZOUlm3ZytiUInk2J9O1EwWAHjPXe6t3mfJ28PH2tZHWbyDrL5/WHDUjvXgqILB/d503NG7mpCCCGSIJEjsvpW1zs5B/TLUR1LH/sxfp5RFIfF/qsw2LWsAUOM4LBREKd4WYGauCiMU+BYYeEVKSdhjst0gOlpXuHGfe2LN2LRGW7jjMYki84kS0MLE8nhoL40C71VmbIW9LY+nf0EnTtT1RJx882pHc+ZLpVqpDGfrKILIU0rL3rOFKDlvhBCiM5FIkdk9a1uotQsmxIWFSSDTX+ZVEfhLSiNfW9He6qanWzNjF8ExRtNqMfQOGHBPjjedDN+lyLJmfZm902hY0UVRY5XLDkFjve7YcVLWDH0mc9kLnC8ERjn8jK3gVzSydtXx3vudHFjKlsQqURyvOefas1YLiI5nSIEPP2NzHx3ooAs94UQQnQ+EjkiIzh4S/bW3dZ+RAXDga5C/Za0TAZKIzvgH1qg6Aiqcwnat42+UOBsRm/z6dwHz9tGeLy2x5maBCRKQ0snrS2TiUJm1qyO35WDc2tGEHaytT1hzt3U6gQMUlONxtiJ4iiVKBDPNdsCxE8k+tUNZYQK7oUQQoiESOSIjAlbA+Ec+KYTxfGKHb/JpqH5CRwKIEZwvN8Zh9ked7UXA88/WTF+KiYBybbNdZ+cIJHirG1JtdeMdWkLc+7rPnFopGXDJt+IR7p9bmgkkMr2PNdsRmKCGpBmtThfBfdCCCFEUiRyiokuTN8YPz5+YOdnO5wsqpLJRFc1KxQoVLwpZDx21PLZnXtl57PVxDOMSUDYqE8q1s3ZEjnp1rYwEnT55R3fS3buN1yxKWHEI2zdVyaTX6paupGYZMIsKzbLKrgXQgghQiGRUyx0YSEuB7Z+AifoTf6JeCRt04FE37PW0KyhYUTmBRwceQEHxXrfuB3XvEKnw1QgkymUSUAnp6F1Vm2LFSQzZybvqdK/f7iIR5i6r3SmIMGRSSSGVtRh723aqOBeCCGEyLrIKQ3dNVR0Pkk6zJvlXM/tssisWcBvfhO/nJ3sq9CIPbEUCzAG1Yiezxg8hTk4Fe2N5V3wSUwE1/N721CO9ejrWr4KgzACdShFCwZiHfbAcvN5Pm7DRvTDLJyBRTjcnM/7qMUZmOXadw+0YAYmYhgazPxBeAnVqEvpXvAaea32GCOx2Hx670EzKtCIKrNuDBagAdHu7PzkPJdzPbfrKlavBv73v9S+wyE8Of984LTTovMlnh+a83Y7++m3j8mTgdZW4NRTgeXLgfnzgenTgWuvBaqr07ok1zmQKVOAsrKO5TzeRReFOy8vs2cD48eHv7dpU1kJzJ0LLFwI1ESfmxic53Ku53ZCCCGECEekSNRa0dLJufp8C56oK703MnEW7o3V4ngjMnY+TISnzeffjMRYd7XofFnkFezvSlmj5TOjPSfi0Ui9x36a2zMCxAhUNKWtPNKMXSIHOaI7zvQrmypmlzE9zuvMxuV0YPOLznR2GlqqUyrNOBNNXle2VBp9BkU8+Nxlcn62r4u37ibdSExQ9CfV6+pM8sIGWgghhMgTbVAeUguJroJvchcs6IjcjBoVXV5bG13uffObIdzl5s3B621kwkY3ZuBrsXV8mb4VPdCESrSgHMOwJrY8GXabHShFD7SZSA4jMUOw1ixvM/Ot2A/voDe2uM6hF7bjYZyCcnS8jo9+vxX98AGOwELMwWlmf+VoMdseihewGX0wF2NNdGoCppuozwb0N98ehEZz1H7YhGUYYY5HFmK0ich8BY/iMZzkis5sRqWZ/FgJ/1DFkCHRyENDNNiUExjlGDYMuOuu7OzPRj0YARk3DjjiCGDmzMwjHlOnpn4uV10FHH109BweeQQYMcJ9L3fbLfXzShT98bu3jELx+F0Jo048Z+e187xuuSUaORNCCCG6G52Srvb73/8eI0aMwE477YQvfOELePHFFzvjsMUDhcy0ae5lnM+ywLEiJxkUOpPgOZ92GjEIkzEFEThyhlKgDiOMqCjxeVB3oNwIlfsxwSyLpoUNwxCsiQmclvZHmt/nGJUpbo9hnPkeaUUZhmE1nsGROBzPxNLvFrenvVVhLWpQj91Rh93RgI3oi/GIjuCtqOJ3KGZGYyHGYm6gsAnDjh3A++8DRx2FnGDTuM45B1i5Mrv75iPIwT1FGsVaMvqgCSPK3WqOgoLP3G8vacDmhqaUrouP/zXXRPU/Bc7pp8eLxQ8+CLc/5/kvWpSa6PSmyHWFwPG7dv7eXM71QgghRHcj5yLngQcewCWXXIKrr74a//73v/GZz3wGxx13HBpZSyLCwRqcSZPcyzhva3Q6GdahTIP7fHagDKsxGMPRYKI71ViJ9eiXtCbHy3DU4Vr8nxE07v2X4xQ85KqHoRgpdURvyOl4EA0Yav5thZL95HLW1FBEUfw8jFNxPX4cE0/8/AWuwgBscOyRkaUdrrociitGZjhlInDI+vXRQfUrryAn8G3+gw8Ce+6Z/X1v2ABcd1303xQ7iepqKHAYNdvnu6PRujz63HLwzcjLpKPqcervRpv13C7V+ptUIi9BYskZiQlbX9O/f/TedmWkJJOaIyGEEKKoieSYQw45JHL++efH5ltbWyNDhw6NXH/99Um/q5qczq/JSVbD4GeTzJoYzu/wuJuxwWcqhRXWHc3ZWNSvwWeYJqCNcDdX4bx1PKMrm/cYfvPe/jvZsqP2TlddlZ39sIaErmX8DW0DTX6yPuPGG7N7znaio5qt/WDT0aDtnO5zy8tqI7/4bl30fNNwn7P1N5k2GbX3zOuuFnZ/vM9dTdhzzYeaISGEEKJoLKS3bdsWKSsri8yZM8e1/Otf/3rkpJNOitt+69at5qTtVF9f372NB7qgfwYHrBy4JhuoOgf8UdHgqUZvn8LaSq/HbpEzMD0mNoJMDHjckzDHtW4bekSOwZOxc6vHsDiBRQHmtJNms1Dn+uvh9szm+jC9cTpb5FhTCG9RvJ1n8T6bYXobaPbqlf3z9g6gkw24w/YRSjQNHMj/rrif2VRtsZ378rOPtr1xEtllZ9wbJ0uEvXZuJ4QQQhQ6eWMhvX79erS2tmLQoEGu5ZxfsyZalO7k+uuvR2VlZWyqyUHNSUFRUQFUVcWbDFgzAi7nem6XJZj+E1SgHmSTvMbYAwyObUeTAJs9E8Z0gNAg4Bpcg/exZ8xWug7VWIOBZn+2xqYVpfgdLnR9twRt2IS+sRodJpKVm291wJod1t0cjBdMut1NuMy1/sdwe2ZPwWTMaK/9sdyHr8Yso7NJeQr2H9/4RtRy2VtQ369fNH3q6qujaVxMg3OybRtyhk3vSpbm5bTTZurfEoxypQDa5ykR69YBS5a4l4WpB/Lj5pv9U834N8CCfeJnl50PdTipXnu690gIIYQoVPKqT84VV1yBpqam2FTfRTUneUMX9c/gwO+hh6KOXE76VFfikfPmmoJ7OyBlD5pov5iVpiaH7milKYgbC7ffF+9iD7xn/r2yXTQNxjq0oQw7UGKW74X3jCGAlTDWdY1mBAfgvxiEjpE298EaHFujw7qbxRiF53CYGVwvx3D8CL90nccG7Bbrz0PzgRUYjpMx29TrsI6HhgXZFjq33QbsvHO4bf/0p6iQ2bixQ9yceWZ0njUyXYEdQIcZSPuZVnA+jMCxeMWUrQfyCpJkeJ9vJ3SNo6mBV0zaGqd8cSxLdu1+NUdCCCFEd6CE4Zxc7Xz79u3YZZdd8OCDD+Lkk0+OLf/GN76BTZs24RFaIiVg8+bNJqJDwdOnT59cnabwwbpeWbc1OlhxYpG80wnMFpTTcYy2yofhOfwJ54S+pzZqA4docTqp2c8WlLksoi2M3HAdRQnFCWNK3N8qVOELeNkMnilKnsOhqMaq2PG2opdxThuIDTHnNb9zqsdQtKLc7N+eCyMPFHpBttCdibMRZ1ccmwPsZcs6DAB23z2xi5uzuaollUgOYRNRPot+DmMk2f3wnncYO2aKSS678sr8iOCEuXYrfPJJlAkhhBCZkJI26AzjgQsuuMBlPDBs2DAZD+QxrFNgTYKrnqK6o9nisGGeOhFsMg062XgzyDQg2eRXu8M6n7NxV2Cdjq2zYS0HzQ/YGNQuZ52Qtx6EzULZDHQFaiJ1DlMB7v/buMtlnMBjNaJfbJ9O04MlOLTLG3vmw+RXtJ+ooWemNTnJamH8nlu/ffidt3MffrU4yb7X1fhdu9egQQghhCh08sZ4gNx///2RXr16Re65557Im2++GTn33HMjffv2jaxZsybpd+Wu1vkkG+Rdfrm/MYHTsSys2YBz2og+kZYEbmxe5zY7Lcdwl8PbUoyIEzhO44RqrIgchBcjK9AxIlyFQWYfTuHjnJwDcO6Dgq67ixwresMWwgeZVtSEdFcLKzIogGiAwPOg4Epl4G8NB4KuOZ8MB5JdOz/z9TyFEEKIdElFG+Q0Xc1y22234Te/+Y0xG/jsZz+L3/3ud6YpaDKUrta5MN3I2zE+DKzLWYjRJgWJ/XJYI+NNQ0tEGJMCNvl0mgmsbk9NcxI27Ykpdk/jizgAr8alqrF+Z7BpLtpxLNb1PIeRrnQrGjB4G4FyvxVo9k1j4z2icUOmfXXyARofBKVtMb3Rr7GpM63R/kaXXw7MmMGb3nFPvzNsLk6cWGmWO59D1pWw2D/VtKvt24E//CHacJW9gr7/faBnT/9tg849TLqcEEIIIXJPKtogBV+n9LngggvMJPKbVDu9Wzh434D+GIaV+AB9MQCN6OFoA5pM8Pit837H65a2Hb3ihE7YAnYKjS/iaeyNdzAHp5haHUuZqcBxH4sua4fjWfNvZz0JBY0VLX6DeEsiYVRI8L8l3/42cOSRwdt4Xd0svGZeO+/ZmrJqzLgXoMHiSSexdqQG/91rIar2rMCrx1ca8XT99dHnkSYDNDRg4XyqtTB+tTU33RR1TvMTS2GbgIbdTgghhBBdR6eIHFEYpDt44wD2G7gH83AMhjnczSypOq3Z73jNBjh/OmYZ++do1Mj9+E7DpNAF7DxnWl9T0jixoomGBpRaFEB0WXseh5rj0YDARoycERsO3hkBogMbBY09D2ehfSnaXMKoUOjdGygt5duTaDSFEwv3vWKBkcCLLw7eD6+b05ePB772tej2ljvKqnHJJcARX47OU9CEjZZwP15BRE8TFuN749QUPFzuV4wvO2YhhBCieMgrC2nRtWTSS2MVhmFde0+bbOEVOJynwLkIU1zuaxNwb6z3StTOOrnFsxUfFDAr2y2mncc6FQ/hMDxvbKbJMKwyAofzfkKK0ayN6GfOx57HYVgSEzhczvXcriuh2zhTtr73vXDbf/ObwJYtUYHjhA5qFAuMlqQaCfzb39wCh3D+N78BfvhDpASPzxRLpplNnBj9pMPbuefGCxwLl3O99xwojvYb2oRq+F8El39yWJPsmIUQQogCQCJHZNRvhGlarDdhhKIvNmXlgWLDTycUCF/CXCNkPsQuuAPfMwKHguoN7I/H8WVXk0kKC55TELa3D7dlHxxvRIhiahbGI4ISTASLRjo4B1N9I0X2+q3wcja7tIKM67ldLjntNP/l/E053X03cPTRwAMPhNvf/ff7L7cCYvLkDrGQjTQuppNNmxatj/GKkCDrZK+wogBL1jOI66+7zr2sbEsTFvUeiwUYjRqPUOY8lz+z61iznRBCCCHyG4kcEarTux+2DoWmA0OwKq20NCccN1PElHniQeVowS74GGdhBnbDRgxtr6FZg0GYgOkmBYrCwwqdTeiLkgQxJUZTWB9DgcNj2hS0Y/Gk6YtDBmEt9sI7JgXOCQWWX6SIqWv2+F4zA9tbx5vilgtY+sZGrhSrfk0sCYWBbSaajK1bg9dR6LBfLyM4mUYCLW1twNe/Ho3IMELjjBQ5oQBivU0mtimMHLmEVHMz+rc0GmG6qKwjIshPznM513M7IYQQQuQ3neKuli5yV+sa/Aq26W41cqQ7AuB0VVuGEdiI3Yw4GIQ16OEQGWGc1oK2scvp2rYBAzC4vWZmK3pgLYYYQ4DN6BNzNTsIL2ImzsQaDI4Vuvu5mu2LN/EEjnfV2NgamkU4PK75J00NKHh4rZxn41Pu0ytaDsYLWIzDXUKH+xmFZ/ESkjsKZgKFzPLlHY05KT4Y1Vi3Dhg4EBg8mI14EzfrTIfp04EJEzrc+bj/bPxXxdnMctw4d3Pavn2Byy7LjlPcT3/qWEDVxmKgpUvx8dBaPHvuNBx+1yTsvGopUFsbPQH+MQghhBAir7WBRI4IXcw9c2a07sGJs7C+DtXogR1x1s7JSCSCGtEf/bDJVZ/DaEsbyk09TVRc9TOpYIzqzMDEmBBh5Od+TAi0ew5yQ6NQYqoZhQr3fySeiTMR2IpeJpJ0BJ6NfdcpkLyEtbfOBEZwnMX0fmI1FzgtlW0KWbZenVDo9OsX3V/Y6FMq9O8PrF3rcW5zCJ0YEjhCCCFEQYkcpasJX6y7Fd/Q85PzNh3J1uEQmybGgvzhaEhZ4CRiHfqhChtcAoeciVkmgkPhQDcz9ruh8GAExQocCh4KHM5TyHhrYayl8WgsjBMe72IfvIoDXALHe62EYsYaHfB+BAkcpxlBolqhdGHfF9bi0FTApl8F1avkAkaKLBRZ2YiwWChuWD+TC4FDuG+bbheDkRoWBjnhvCI4QgghRMEgkSNCY92nbB2OrVng4J8F+U4asVtop7WgKM5u8C/wtnUy3hoYW/R/KW50RXS8tTBWpPmlm1kRwj46R2BRnADi/OFYjAPxL5fRwX5401hIW1jvwyai9vx4XptQmRN3NTa8ZBTnmGOAQYOAWbMyr1dJhUsv7RBX/DQNPvOAsAYavHcuowNGcia5a7HMPJcLIYQQoiCQyBGhYTTnt5etNCYDTrtmTnfjW56tM7Mh4PjcG8Gh1TOjKPbYhLUyTigoHsapLoFDYULxQnHjNEvwGghwnsu5Pno8f5MALn8L+7sc3f6J47ATtscEDiNNz2GkS4j1wwc5d1djZGL8+M6J4Fic5gPpNpTNJtZJjvchDLfd1mF08MRdjlQ1pqgtXhz95DyXS+gIIYQQBYFEjgjNo9OaMPDHZ8cG8hzcP4vD8RwORU274xnFyRoMRBU2uh6usEGFVh+JxO+uxmDTq4bLrdBheth0TAjcFwWQraWx4mUoVpr0NW9PHWe9jV96mx80PLgEN8UJMQoc2k9TUDld32iG0NV9cnKFjYbMmdPVZ9LhJHfffdGam9A0NGDv7zoEDi+Ibhv8dAqdrlZxQgghhEiKRI4IBWs8zv96M/pubzR1JxQeDRhmiv+r2wUOacBQXIhb40RNSZoPJPfzNvbB0ZhnamR4vJJ28wE6rVl3tMvwq7hjMq2NbmdO8dKMPnE9dZxNO8NaPVPAPI0v4kGc4VrOtDRGuqyoskKHtT9e84POxFlH5cVGuUhKosAnGvK736FLuPnmqMsbTRCWLYvWBjHyeNdd4dPWNltr8bJatD7lcFHjpxU6VVVARXEKVSGEEKKYkLuaSIq1BuYLbGfEYxUGY6ijDoXzF+G36I+N+D0uRKmJZ4SzkEbAdqzrORr/xL9xsBEVNBl4C/uiEpuwOxqMKLkIN2MOTjMpYXYfHdbTHTbQTncz53Wk44DmdGDjMc7ATNyEy1zNP7k/iptc98ZJRiInOXsfegyrwoo75mLk8ZVG0J55ZufV9CSKyHz8cfLGnk7rbD9ScZnjvWIU79751THHuBjcAQUOHR6EEEII0enIXU1kFWedBQfI7BHDSIpT4JAB2ICZmIjbcUGc2AhDSUBk5y/4Fg7HM+iHjUY8VGIz1mNgu8CZEhM4FBffxJ/Mp92XXU47aefgnv/21vPY9LZkMPJB5za7b35S4NDwwM7bY1qBEzaSkgs4aE+WorfbjkYc8dlmIxTeeqtrBQ6jSfPmRYULIzHJYAPbIIFDGNXhvhjlYbPURFgzClqn+6opCRwhhBCiIFC6mkgKB3x2kM5PpoF5raLXogo9scOIC05liKQkcIJgJIfW1DQTaEbvWMraQKw39TB/wPkxUcGGm0/hS/g67nHt4x3sY2yhLbwGRmKsS5uF81yeTHA0t6c1UWTxmDb1jedoz+VVfDp2zLBmB7kSOhy0J0vRe/3WBWYQz6jH1VejSw0DKGyOPjoqXChQWO/jl0bHZd7eQMks0Wm1HQZrly6EEEKIwkTpaiIpi/7WhPKvRNOdfoApscG8k60oR7lp0dlhHJ0NkdOCEiOYuB9W/3wD9+AJnIidsM1x7F44Hn/He9jbmBGwVse53tnvJlpLcxQOwGuxlDJGcChwbKoZBcoXMT9h/YxNa6KAoGBg6pplHOZgAY6KfZ/ikELG6/jmjKR0RmpbUIrexCELsGh5jYnY0ZEsVz1pkkHRQoHjJ1qYMsmyGE6EgsX2b0on9XLlSv9oFUUWAzas60l130IIIYTILUpXE1nBDizXLW3G4NJoutPt+D7aHNKlBdGR4E5oMQKH8xQKyJLAKW8XOJYtqMBG7Obabj36m+W2GScFznJHnxo2DLVpWnvj3ZjA4XmegztRh+GmeahNNeN6bpcojcymNXGf3ojQb3Ep+mBzbJ7bMcXPaX/tjKRwOdfnunYnKEWv6vM1ZmDPPjtdJXDIzjsD48b5r6PgYHTn5z+PTjbSkyr8DtPbiNeQwM5PmSKBI4QQQhQ6SlcTvjBtiW+86Zh12kXVOLJtgRmMM3WsF3ZgLQZgB8rietnw5fjFHlvldKHAsfBYPPZDOM3U/ri3a8VsnGIEDtmGnjgBj7v61FhxsQW74lUcEBM0j+PLeB5fwCyMd6SaHYAPsUvSNDJvJMaKKm/tC7//J3zHZb3NyA8/OU+4Ppd1OfZ8/VL0/vu3eqxbhy6HdV+2304uYaSIFtPDhvlbT4dJfxNCCCFEfiORI3wFzumnu92oGAWgcGBqGBmE9ejhETiM4nDZLZic1bvaiH44BXOwAtVG6LD2h1gJxPQ09ulpc9QH2VQxZ58a1tGswjB8EU8bQULRxqgPLbBZ50PBweWT8Fc8hpNittPsreM1DeC8FThMh+Mx/EQVt7OF/xRhZZ40P85zedjePOniFGTrK4MFWVfjW/CfA5xmBF7raSGEEEIUPhI5Ii5FjXa7fvUKb2F/k1YVRCMGoLW9hsaSDZOuftiEqTg3zuygxOdhZsRnHapcTTe9fWo4vYxDMBEz4gQHozlW4FAE8HrvxtlxpgHc/yb0NZEfps+xMaifqOJ2tvCfosrZU4hwnsvD9OZJF6cg+2hILU7YOViQdTWdWfBvzQgmTEivvkcIIYQQ+Uu0eEIIH7toLxzk34HvuZY5+9EM9YiQbNTlcP+s9RmCNUkFE9czktQXm0z0hRObf1I8OAXEvngTn8Kr+DWu8FzfqpiBgDUIYEWQ037Zmgaw5sZaWvdtNyFwRo8oqihwnOYFQfci03uUDOsGRx45cwFemlLjEmS8LivIugpb8H/EEV12CkIIIYQoIhTJEaHShZzpTtZYwPajsfUtQWSr5QqPtQ1l2Ii+get5LmxI+hd8A//BgViMUa4IzH54A//BZzETE4whAVPNmLpFSeTkPNxuREAi+2V+34ohbxSG8053NW7PlDjvcTjP5bmMpPA8GMWi8PrlNHcfIG+UqzNQwb8QQgghco1EjkiaLuStP2FhvrNHjJ/AWY/dYjUymUQqbENRSy+0mvQ1P/EUjeS04EGMx1A0mHobCohncbgROpzm4Wjs1N7Ph9v/CNcbYdRhfB3lbnwr1jPHmYLmNA1w2kF7cTb/tJEU1vxYgWjhPJfnOpJi3eA2uD0b4gSZl4oK4Cc/ifbOYaQlE2FTUwPMnJn9gn/rAjhjRvST80IIIYTo3qhPjkjaR8Q2s2TaFgf1rD+xPWIOxgtm0O90WbMpbFziLHPIRt+cMGxFTxyPx/FnfDvmuMaICY9va2LsudCJrQytsfOneUIrytAL22NOazQqoAjw9sNhBIi1LV6894siiBGkx3GCOR/ulw1Kd8WHJhrEmhyaOrDmqTPo1QvY1tFGKKEwcYoPPhu33gpcfHF6kRu7L+6HaZGMGlJUM0Ut3XoYmmSwhsyZYknRRJtomQgIIYQQ3bdPjkSOCHRXI06hY4WNXwrbdvRAj/YISS5IRSCxaehIPIcSRGK9c5xsQw9sRD+zT2cd0WoMMgJnEyqxD/4Xs5QeiSVYg8G+jTT9Ijne5p9nYQbux4RYqp9tQupc3hnNQFOBouP++zueg7DNNO13ndEURnDYeyaR6EhH+Njn1HseXlElhBBCiOJAzUBF1vuI2HQnvxQ2DtAPxzP4Ju7GjhxlQFqBsw3l2J7AL4ORmM3obUr+KT7OwdS4bdg8lE5tThc4MhDrTaTHKXBexadNz5ww/XAs3jqemTgTH2Fnl8Dhejq8eZ3Y8gWKjgEDUm+myYlpY6lYMzt7Mk2cGP3kPJen4wJol02erNQ1IYQQotsSyWOampo4XDGfovNpaYlE5s2LRCoqOGx0T32wKbIEh0beQ21kP7we+/edODt+4yxOjdgt0hqwbi0GmM82ILIKVZGD8XykDkPjttuGHpHVGJjwOLyWg/BCZF+8Yf5tl1WjzmzCT+fyYaiP241zG+d+7T448Xs8Bu9nDm9bWtPkycHPxkMPRSLV1e7ta2qiy1OB25eUxB+byzgF7W/+/HDXwO2EEEIIURykog2UrtbN2L4d+MMfgPffB/bcE/j+94GePYO3ZyE336z7YVPYiE3PymbdjXmKPe4Y69AX/bHJLPMey87bzxaUxiwFWlCCck//nkTnaetteI1P4yj0wwc4Es+4UtNsuh6jMEHuZMfgH/gnjovbb9jvdzUPPRQchcm0tsamvgVZlltbaUaCvPtltIhRn2QwmsQ+OEIIIYQofJSuJnz54Q+BXXaJFo7fdlv0k/Ncnm4HeqaFkYtws0s4eN3K0qHEIXAoWMhAbDIW0k5B8xd8NU7gECtw1mIg2jwpbl7XNi/TMcGIkGg/nA9MDY9t+BnWfpnfn4pzXMtmtO/XWc9EgwIrFrPJVVcBX/pS+t+nyEiU8pVpM81EPZkIYzH19dHt0m0a2pnNRYUQQgiRP8hCuptAIfOb38QPWDnP5UFCJ2iQyAjHP3Gs6UXzIg7CHJzmEg6ZPFh+4uPr+ItxIaNpwABscgmab+A+17z3+4OwDj2xI26fO1zebx1iiscY0W49TeMCOqCxwejeeNdctxPW0fgJFIoYa3pAi+iG9v44tLR+HoeadU4b6lwYDvToARx/fPrfTyQyskEyAZ1oO0aNGOXx1gV5LavVXFQIIYTonkjkdJMUtd/+NvE2XM/tvHCQ6FeAzoF9FdaaXjR0KKPxMgvr7/RELtLBT6jchMtxAW6LRXFIqyfhzJuq5u1J491nT4/ttY3+lKIVazDICBKKFIqrCZiO+3GWsYa2QsdaRTNVz2k+QFMGK3C2opexsz4Mz5v9RNeviu03qM9ONpg6FRg0qPPESKpkEo1JZoBA6OhG1ENHCCGE6H5I5HQDWIOTrEEi13M7L488ArT55J4x8nAEnjVRClKKCDahAt/B3RmfrzPlzIqPIViDh3EKhmCdWcdT8rqjOYUOxUqJQ8TYdX7HYkSH66wzXA+0YXC7tTRFyrdwN2Zgoom8DMEqDMVKh9BrjHNZo/ix31+LQSaVjUJmIma4jk3nt1wJHMJUMDqQZUquUr4yjcb4uQA6m4uSVF3bhBBCCFEcSOQUC01NgQUOG15piEuz8mPhQnfXeNuHZONG/+05QD/cIXQG4gNXU9B08Y55aTZAnPsuSVBX0yF04tfa2h7ntj3QaqIqo0w/nIGu9T/CDfgjzjVCxl7n3Tjb3E+vVTSFDhuGPoaTTISL++T94XYUQNMwybXvO/C9OPvpTOF5MZJkWbeuYx2Xh3kOnPTvn7uUr7DRmES1PhQ6y5fHW1YTPrvePwn29+FyCR0hhBCiuJG7WrEInLFjgcbGqELh629LfT02fW4M3tqQmoMX34Z//DGwYUPybc/CfZiBr6Gz8TMbSGebreiBA/EfNKMPnsMhqMaauG0ocErRghqsimvc6TQR8GsU6lzP5ZMwzQgeZ01ONiI6Nn2O0SXvPtN1crv2WuCnP0VOoeBgxMkpSMI0EM2Fa5sQQggh8he5q3U3mpujAmfp0qjNFavFCT/HjEHfDak7eHGAGEbg7Ic3cA++Fbi+NYmLWSbW0la0JLKCvhC3YBlGuKI+3vPZiAGoxVJTR0OBw1qeDdjNtc0u2GIEDtPXvoJHzTIbFYmgBOfhdtf2FDIUGd6mqRQftJD2RoCc0Zd08abPfaZf9DlI18mNUZwrr0TOCYrGpCNwMnVtE0IIIURxoHS1YoCvpRnBqa3tEDpLlkQ/OV9bi/u/m30HLw6e/4EvoVe7cxl70XgFRFmafXOChBHTzVLZ34/xa1yI3xnhEiSKhmK1STGjGQC364EWYx3tZCCiOXvr0R+74kNjNsCoCUXesxhlvu+EkRreH7qvMXrijdjw0wodrud2meJNn3u2xxiMG7gkTmSFfQ7uuqvzIh2Z2lFny7VNCCGEEMWBRE6xwPwep9AZNSomcLj8yjtqcPnl2Ru0Wgexaqwy8xQHrIHJVtQm0X5a2o0Ckn2fVtDVWIlb8QOs8KSD0T3tWDyJVYjaj1njgXNwZ7vQafU9B7rIPYgzjGgYilV4El8y4sjW4LDZpzNCQ7HE9DCmt3lT0pL12UkH7nPC4AXYMqgWvdcuxcPrRqWcFsdHKVET0HxHPXSEEEIIoZqcYoMRHAocy+LFwMiRsVnaRNNF7f33gU2bgHvvTe8wtk/OAXgF6zAAp2F2zIEsWySqo0m03i6vQ7UxhI5GaMqMcLFw/n3sac6XkRsrnlZjkElLS3bslRhqHN64ra3ZocmAtwaHqXLjMRMv42BfocgITrYEjq2hYYpZ2Qvu5+D4Posxd3PHc+At8L/mGmCvvaICgUYDhVyrYmtyaDLA1DQvqskRQgghChPV5HRXWGgwye3gZeZtjQ57w/SMdrG/9Vbg7LPTPxQH5qfhQbyN/dCKcqzGUFOHkk28NtJOghp/2u8xGrMOA/Ft/CkWmdmKniaCY+f3xbtG4FDcUPTQvW0g1oeKFLHXja3RcQocZyoaBc4ArMdMjI9zUeO8TXlL1fEsCP6uNAkoWxX/HDw+YBJuvqQe/fp5rmNYcQmcbLm2CSGEEKKwUbpasdBuMhBLUWMEx1mj4xA6YfuUJCOCUlPEzkgJU9c4mM+UiM/8b3CJ73a2Psev6edSjDBmADRFoJChwDkSC3EQXsYZmOnanuJmLQZjFQZjJ2xPyQabJgSjsNg3FY0RnPUYgD2w3NVHJ1UjAK8ttBOnLfS4ccHPQcnSpZj88Bg0/qs+VuDPqA8jHVdfXXx9ZJL10CnUVDwhhBBChEPpagWckkN3KBZPjyhvwKE/Hm0GsrYGxxRWeAe8bITDUZ4D2wvHL60nDBywU+BQ6JBkaV6pQjMDNv0s8XFXo0K3RgH20x6fqWSX4te4CT802zVgGA7F88YawWv3bL/rByM//bHelermJFmtS6b20WFtob8zbC5eXdyMsi+OdtViBT0Hs1+s9v3dreAtFiHg/DsplkiVEEII0V3ZvHkzKisr0dTUhD59+iTcVpGcAoTCxNnJfez4Cvy7ocoUm7v65DjNCKqqgIp4By8OZC+7LP2BH+WHU4B4xYjzMx1oZhCN1pThZMxGHWpijUAJxQnTxUbhWdRjaGw5H+zftgscwhS0oVgZExz2nKK1Ov4Cx36PAscbLWJNDo0GrMFAUFNPp4sat12C1IwAvLbQQdGgG69uRlnfiujv7BQ4Ps9B6y4Vpi+Nn7C1y5j6RoGQL/BceAnOZrWd7domhBBCiMJBIqfAsJEXZx8Q1sccvX0u9lu7ELNf8gyaOcBlBGfuXKCy0nd/N96Y/oCWhfOrjHwYGicOfo1LshLZ4T7OwV2Yjy9iI3YzURpv3xs6nQ3BWtf37HEpUBhpWozDYwLHprn9EL+KEzBO6B5H8bQWVWaeaW80NGBNDvfhFDpBKWUUMt56JdtHJ1VbaB7nMHTYQi8rrcW7dy7A8edUR39f/s78vZ0NYT3PwaJXKwuqj4xX1BdTWp0QQgghcoPS1QqIbHdyT7a/sLBXzOM4IZay5hQ6qdS3JIJC41Q8jFk4PXYcWkQ3oTeq8EHg9yh92AfHm5LG+fdQi0+0u6txvg0ljp4/ZShFq3kLQFFDE4P+2IAT8Dia0SeWJnY2/mh65PDfQVbQzqiLJRVL50T7eOqqBTj35+H2YWE0hGIhGazbYQSkKwlKpyy2tDohhBBCJEfpakVKtju5J9tf2MG3baTJQTd7z1CQEAocioVm9MroGBzfMnJSgSYcgWdNehqhIBnoETg0I3DSDxuMSPGmpF2B61wCh00+ub8GDG3v+dOKVmMpPRjD0YB++ABn4EG8hf1d/W04n6jXjbcmx9tHJyjNLWw0aNd9UxM4hdRHhiK80NLqhBBCCJEfKF2tgMh2J/dMO74zPcs5gGdkYh6+hJF43ggLQrFQgW1p7Z/jWHqdlbQ/qE9iLIZglbFrZj8b+KTCMR5T70ifo1vazvgobt/n43a8jX1jEZ7dsMl8p8VhZPAqPoOjMc9c2xoMxrvY25VGZkWN899Ow4CD8FLc/XkOI3EWZhh7aS5/Bkea7Uj//sHOaRRDNCxwwvnaHuFEUiquelzO7DZuV0yiXgghhBDdB4mcAiLbb+AzfVPPehymaTlTrzgop1XAN3CPqZ3JhKi4aUMjBpp5GgAsxigcj8dNP5sgBqPRRH7oqLYDpRiIja71FDC0de6NLTgFs83574Rt5js2IsWIyxfxdNJITSJHNFpqb0Kl6/5QrNyPCdiIfqaeh9cxf8B4LHmgHg884N9Hh+mAzuai4zAnFg069AqHPTgVQVNT0fSR6SyxLoQQQojiQyKngMj2G/hM++Rw0M/BP0WAFTgclHNwvjvqsmIlzcjMdvQwaWNt7ULnLpyXsNbHRmLKTdVOVGrxfydimhEHdj2Fzi2YjEtwU1wa2Ms4JGGkJowjGvfPNDdGbqzAsWKlLzbhfPweJVUD0Hv9chx2xRiM2bPe/B41ju2qUWfqnazAofHCb3EpLsIUfFg1ImobTtuwF18ERo8Gxo4NJXQKoY9MoaTVCSGEECL/kMgpILL9Bj7R/sLCwT9FgNfueCrOdTmgpYOtrxmADZiA+0wdjRemrbGXjReKmsHt0R7WBR2Df2IGvhZzKrNC50PsjCm4OC4NLGytTDJHNAodRm7G9ulwROPyiUMW4OyHvoxdX34m1rS17OgxmPa9JZjfvt1W9EIbSrEBA8x3xuMB9EWTWfdo2anYdeCuUeeIvn2BM8+M9sFpbASaEzcXtVDILF+OWHNQftK0Ih8ETiGl1QkhhBAiD4nkMU1NTabvIz9FBw89FIlUV7MioWOqqYkuTwd+r39/9/6STbvs4r/8ILwQ2Y5yM7MDZZHtKE1tx46pFSWRlRgUeQEHRU7Ew5FWz/o2IHIiHjFTm8/3P0bPyApUm3NyrtoPr0eWYXjkFXzKfHLhe6iNHIbFrvlq1KV76mbi97kf58LNVbWRJQ/URVpaHD9AXV0kUuverr5seOxclmJE5Ni+L0QmT45EXv7985G28uj9jfBz6tRIZMSI6Dz3wX0VEXw2S0qik/Pe2mXpPvNCCCGEKDxS0QaykC5QstnJPcimN4jSUqAtoOCGKWtP4ygcgFdNalkm8HTG435sQH88ieNiqWf2NEvaozRcwrQ2b0+eVRiMcXjEpJ7Zc6Mlwd0426SBMUqyOxpMlIQpZR9iVzyBEzAIa02NDpczFc9GqtLh6V8swVFXjepYsHgxMHJk/IZLlgCjOrZrfWYxXlxdg09dOAYVjUsRqa1FybRpwKRJ0YhNeTnQ4nCM8zYALSL4fNJlzWlCwMtk1DJfok5CCCGEyC8LaYmcbk62euU4oYBYgKNcPV3SgZLm+7gVt2KyEUxOEdOI3dAPm121OTQZsELIQvOBY/EPrMIwUy9EdzZCgwGmgzHVbTxmYhbGx8QNLap5rNUYmpLhgBM6pU37ZT2O/9WYqChJJEZoHDAmYDvit44dXJ0j/CDxVCRkU9QLIYQQojBRnxwRmlR65YQdVA7GGgz3NAZNpTbHbsuKnFvxA5S1CxcKnB0mcgPTANQpcPgdChw6lo3D7FivHkZupmOC+WS9EMVNaft2FDRlaMEcnGqMEjjP5bSoPhyL0xI4/foB114LrH3ZIXAoSihC2mtvjGixjmhOgdOrFzB0KDB8eMd2hILGCecvu8y9jF077T6dhHRcy3f47PF28DL5KYEjhBBCiETIeKCbE9Z+l1lSYZouWotkFvZbseJNI0tGNA2tpN1NLYLS9j1tRU+cioeMZ5qTiEMA9cLHuBdfRxkiJrLDB/xTeAO1WIpzcKcxG2BzTwodNv6sMTGeaHSHAofNRumElqqjGmHKH+v+f/rtBmMiEBM4jMgwysJPp9B56aUOgUNhM2gQsCp6LjGhc+ihwPjx7gNx3u77ySej4qiuDjj8cLfQ4b9TcFxLBT4LvJwZM6KfasgphBBCiHyivKtPQHQtYe13P4rvp5mwOWgdatCMXbEP/pfQ7tkPipZyn9gPXcZYR2MjO87tCVPahmCdcWWrwJbYuu3oiTtxHgZgfcxVjULHy8R2q+d0ofXyddcBnxxWgWN3qkKfWqDEmZrGT85T2FRVRUUNP4k3Nc0reliDc/vtwPe+F63F4Twt0egBze0ocqzQYdSIBVbONDc6rlVWZiVFzK9Ghi5odOpTjYwQQggh8gHV5HRzbE3OypXhjQeCYGH/P3GsMR1grcsJpsPL33EjfhR6H4miPoy8cD2jL6lAcwIrtBitmYwpeBjxFevOpp1O4camp6lGdXgv9h7cjCt+Xx0/8Kc6qKiIig5GWChAqBKC6nMoaJ59Fth3X+CLXwRefTUqdBjJWbgw+sNR3FDkMKrz6KNRMeSMJKVoSBAkZJguxmw577NibZ7zpceOEEIIIYoPGQ+InLirJXNVq2iXA0/geFP7wh420ehJ6pGcEs/8WgyI9b0hTFlbj/4YhjWh90uBY00GWIPj3BfT13ieTqFjm3c2oiqt+py0B/4epzXzA51ySvTfFEXvvBNVG4wCzZ0bFUsUR1boWDIQOH7PA68n0TPC9RRC7LWjmhkhhBBCZBsZD4iU6ig4AL/mmuQ3LZHAoXPZQozGFlSYCM42lGMI1sZc0VKhxGe+1eObtg5V+D5ud22X7DiM4MzGaTGBw8gQ3dd6YYc5T9bwMNWOwuYgvBhLvaNhwd5411xnKlhBMHlyCjUrFCssgHLw8QWXoXV5e60NBc0hh0QjOFbgEAoZ/rBOaDmdosDheTKC4ydmkolgrufpM8VNCCGEEKIrkfFAN4Fv55mWdtRRwMSJ0U/OcznZa6/0980IDoWAFQgH43n0REcPl1RMB/zg2HoYVsf2sw098XXcg9/iUtd2yY7DCE41VqINJahDNQ7D8zgMzxnLaEIZxWO1oBwzcaa5HkZ2JmA67sdZRsilI3RCD/wdqWorymoxEovN8XdetRQNnxiDJ+5ymAowZOKssfERR2bez3EtS257mZpZCCGEEELkComcboBNP/IOXlmHw+VcH9aAwA86kTHFiwNyCoM78T1kg83YxZW6xs+VGILj8XdMxXfNsWgisN3jtuZXk7MGA43pAGEa3WmYbVLSONEymhGdtvZj7IN3sQeWxwTODEyMRXT6ljbnZuDPH6dd4PC4h7cuwHMYGbuvu7cuxd7fHYMnpvooEGcdTyK76mycZwgyeZaEEEIIIbKBRE6Rkyz9iBPX0+GYPV7ShWKBA/Jo/5kdGUdvSB98FLefmzHZJXAoXBiZoZAJdmprRX9sjC1rQU+sxhDXuR+K5/E1THN991f4YUzg2FqdurZqV71N1gb+FRWIDKwyERyn+YG9rzw+a4Muu7bCnfrmEEcJ7apDhmcyESi8J8yOowubEEIIIURXIpFT5IRJP+L6G26Iip1M2Iw+uAi3uJZlaNgWx/X4iRE3VuBQVHHwTyHDZYSiZw2qTN8cq0WiNTflpg5nFYYaiwQnJYjg57jatewunOcSOFZ4sMaGzs1hGTgwqjsSUlmJZ6+ai1GtC+NsrDk/GguN+cGbKyvdqW90aaMBgddkwNpVcznXc7sQUKAwEy5VEWe3nzJFpgNCCCGE6HokcoqcsOlHV18NfPKTQP/+6R2HtSpP4yg8iDNcy1MZKwcJIqaRXYVrjWihWNkX7xqBswLV+BbuNulyyzACb2Ffs+wkPIyzMAPfwD2u/byDfXAs/hnnlGZd1KyguQg3u753KW6MCQ9aSp96dBOWLweeeawJc25twLXXRgf5TmHA7Wz9zrp1wJ57dtQ/BZlANDRXmmvxw9mclGmGse/+pxKtf58bNSLwmgxw3mtQkAS6orHfDfEKHXuNl1/e4Xgdu4fVso8WQgghRP6gPjlFDgfDNBkIA8fEN90EjB+f+nHoRrYEo9rTx+iGFu1NU5Jhf5xIuzj5Al7AiXgM09FRXM9aHKadHY/HsSs+NGYBzeiNvtiEQWhEBCXYCdti21MIHYln4vrg0BXOCpzv4C48gRNd32MEiCYAazEEi8rGYPhBVSiZ+QBw5plAY6O5ybNfqon1lfGznnbaSRO/HjRnnw0jmJJBIbphQ24bcfr1yeHzwUgNjxPUKFQIIYQQIleoT46Ia/YZ1jFr/nxg48b4AW4inELBppElauoZlki7k9qRWIDVqMYiHG7673ihaQBrcrjORnssTGebiBmYhkm+qWfW/pqmAjQZmInxsWOwoWn/9j4/dGOLoDRqP80UsPvvB846y1ULs31QDQ4eXI/ZH3REhZhmZqMzFDqse3IKlLA9aBKRq0acEjJCCCGEyCckckTcW/nTTgt3U6ZPj/aZ5AD3uuuiaWzJ8AqFOTg5pSad8cKmB8rRZiJBnH8be2NXfIThaDCiZWdsNZEaLxQ6/I6FwmQUlrgae/qJD54/++DQJprreQzqBgoaCqhStGJo+/V8OGA4Xv39szjktBqUrepwNft4aC2mHTsNR//FX0zlGtuI8733or1EFWERQgghRLEhkSPi+NnPwgkWRnI4bk81AkShwH455EUcHBMF6WCjQN7PreiFA/Evk5pmU+OCYERnJJbgZRwSW+aXRuYn1ChO+u0GPB0Zg/6blsa2scd/C/vHUsR2Xl+PT35/jLF4tnS2wPGaHLAGKJepbEIIIYQQXYFEjogjmWixkYBly6K1FanU8jjZD2/g3zgQO2F7Vn6FFpSi1CSKRUzTzlFYbCIw4zAHD8N/5L4KgzEOjxiBw1Q6OqlZQeOd9xNqNsJzGJYYMWU5Fk9iHr4Ul17m3Y71O+xxkw/kKpVNCCGEECKfRY7c1boJ1jXL6wIWZP+bTlNIRkoew0lG4NB8IFMLaaafbUA/I3DqMdQYDFCA8Dg34bLA77WZ5p9DzHasFWKExjqdOV3KvHC5FTj8Lut4nNyB75nl5rraL8xvO87b7boae560vXb11xFCCCGEKGIkcroRfJPPN/reHi9+9r+pNoVkhMTWvNDFbDlGuNLN0oH1NYOwHlvR0widP+E7JlJkj8OUND+qsRLP4TBjVMDtmIJmU+nC4K3fYWSGn5zncitgwm5HrLikM1qqPWgIv5fudyl06uujbmhCCCGEEN0BiZxuBoUMe7yw9oYmA/xkipo3lSnVppBMAWOtCwf54/EAytASV1eTLr2wHcOwGjWow+M4ISZwnC5qlohD6NAljSYCrI8J6j+TSKzZ2hqmnvHTKWAOwkuhtuP+nELyrruix0lVrOy8M3D77ciIdKJzQgghhBCFiERON4QpaTQXoIsaP/36myRqChmU6sVi/i/jMWxBb6zHQGMnza/uQGlGdtId323DBgwwkSJOVtBQ8FyJa+Nsq2kUcAIeT8kAwCnWnOYB/LQChutpLx1mu/Muq4gJyXHjohbStOdOtekqa6loKkChNGAA0iLV6JwQQgghRKGiZqAi5aaQQbDu5Z84FlVYa8QFXdBm4Qzf3japYgXMClTjWlyNO3GeieRQ4KzFINRjOO7DBNyGi2LfmYB7cT++mvKxvAYETpzGBYm2q0YD+gyrwKsrKo1g9LuPFC1f/SrQuzfwi1+Et/e+7z7ga18Lfz1eUwkhhBBCiEJExgMi6+ltYeynh2IlDsCrRtQ8gRPMMmffmnTZ7ogE7Y4G3I1z2gVOuRE41ViFoViFy3CT63u/xFWmhsemjFmOPDIaDeFya0gQZEDgxWlcYLfzM3JYWVKNn/+uQ+Ccfnq8UFy/Phot+9//wt2HtWuBGTPcFtHJ8DOVEEIIIYQodnKSrrZ8+XKcffbZ2GOPPbDzzjtjzz33xNVXX43t27NjKyw6nz/9Kfk2zehj0rjQ3kjzYZyMgT5NO1OlpF3ieOt6PkBfI3BoLd0D24y4YpoY7aXrMBR7YDn+jc9jMUa5TADef6YBA9e/gWdKRuPJkg7ntXRhClqQkQMdzRjBsS5nTriME7dNRmkpcPHFwMSJ0c+wgsXPVEIIIYQQotgpz8VO3377bbS1teHOO+/EJz7xCbz++us455xz8OGHH+LGG2/MxSFFDqErV5h0NUY1jsCzxtWMgoNmAZlCbcCoDW0M6LDmDJpUYb2xme6FjzAY69GGEkzAfdiCCuPKRhvrnbDNCC6eE8/NXA8Ox2CsxU6RbWb/TDkLspX2w5umRlOAefOAxkZgRHkDDjm6AmX9KkPfuzDWzm1tqX2HltGsAaKBhCI4QgghhOhu5ETkjB071kyW2tpavPPOO7j99tslcgqQVFy5WHhPMfECDsFQrIkt95oChMU6s5UH+LNZm2nSijIMxDrMxJnGkY2wZod9cyi6nsXhxvWN0R+SyHmN/aU2b/YXOOy7Q1tqazhAEUMhMeHw+qiTQ1UVMHcuUFmZc0czHtcpeGpqoqlpitwIIYQQojuTE5HjBzuT9vPm9XjYtm2bmZzFRaLrSceVq8QjSiLtUxtKUR5rFepe77Scdu8rfjvvei7/Hv6A32FyzDqayxnFqccgk5fJf1uY4kYxFuS8xkePKWLeCAojOBQ41iLaCp2m1+uBs8cAS5dGN2xuNiIn145mFDg33wwMGhT9nRS5EUIIIYToJAvp9957D7feeiu++93vJtzu+uuvR2VlZWyq4WtpEUxTU3AuFJdzfRbgwNnbQDQI1r4wYjIEa+MeNE7r0c+kmHmhIGlFKTYmSRvz67ljhc8fcW6sbw0FzBmYacwJarAKw9qjN5YJmJHUWtorcAijPt5eOIdhCY79ZbvAqa0FFiyIFsOk0W8oHShwEtmBCyGEEEJ0N1ISOT/+8Y9RUlKScGI9jpOVK1ea1LUzzjjD1OUk4oorrjARHzvVs0278IcChimBo0dH29k74TyXc30WhA4HziNGJN+ObmUUODZiUofqdhOAjnQw1s4EOa4xsax/uwmAFTJeQUPRcj1+5Frm1Q+TMM18zsBE9ECL77GmYZLLjCAVnL1wKHSWYBR2Wb0UWwa1CxyHOE/Ub4ipb17nN0uQ85sf6n8jhBBCCJFBn5x169Zhw4YNCbdh/U3Pnj3Nv1etWoUxY8bg0EMPxT333INS5v/kyAu728FIDYWMM3rAwTUFDl/p2+ULF8aiCukyaxYwfnzy7fbFm/gPDjTF/ssd6WAH4UUswUhjIBCmNqelPaWNgoYiZQdK0AORwJQ273wDhqIV5UZssSaHx/Vb523k6YQ9bJJZNTOCQ4FjGYXFuPShkb71MN4+OX61PRaKL0aI2Ez0jN5zserDSl93NvW/EUIIIUR3YnMK2iBnzUAZwTnqqKPw+c9/Hvfeey/K0sijkchJglfQTJsGTJoUL3wyrPkYPDja0yVcM9BjzMDdW+9yMF7AYiN0fHLAfNiBUrMthc7b2Ne032xFCWqxIiZ0GNG5Ar+Kza9Df1ShQ4Q7Bc5KDDX78tbrUOiMxsI484GZM4FLLuFz7G//bIUIIzkW7mvikAVYUl/jmzbGe0m3NZoRPDerARfNGR1Lr7NCx7lfLv/V8Qvxx7nRc3Oeh40KyR5aCCGEEN2FzSmInNJcCRxGcIYPH27c1BgBWrNmjZlEFqGAoZChoKGwGTUq6wLn1lvDCRxCG+ZjMQ+HY3FcdIRVMR+gf9x3ghQ2U9eiIqUFu+AjI2j2cAict7E3JuABV2RnoEPgEAqcreiJ+tLhOBTPG+FF4UChw+9Q7DBa0oyK2Hf69wceegg444zgNDOvEBmJxbHUtemrx+DFh/zT4Ch8qElZP1O5v39tj3O/XD/o89VGyHhrotT/RgghhBCikyM5TE371re+5bsulcMpkhOSJUuiAseyeDEwciQywZteFRY/RzJyMJ7H8xhpet142dFu8+eXxlaHGpMGNhir8AIOM99fhUE4GQ/jFlyMIViFXthmjA68aWs8jXF4GGsGfx433FsNauyP363HyVPGYNlHVfh6y5+M+KI4o7j5wQ+AK690F+/zPpx7LmCzNFkrsxCJIzDNVbWo+FfiNMGnngKOOSY4ImT3y/47Rx/tjgLJRU0IIYQQ3ZHN+ZCulg0kclJMWbNkGMnhwP700/3TtIJgQ8zHHouKgTPP9DMkGGUiKInwq7V5E/vhdDxoxMg+eAsP4TTjlkYhcB5ux1ScY/Zr09u4nMYD9+MsDEd9TDCcc20NfvrT9h03NKB1lwoserUyqWjgvTjttI55Zy3NV/CoEUg21c0Kll7VVah+8k/R8Eulv1scRQtd0Xi/vLU9jAw9h5FGeK1dK8c0IYQQQggikdNdyEFNDgffdFJLNYJDcwIKI/KVrwB/+5tbGCzEkTgAr6acH8k6GtbaMKrBVLg+2BwX+bAGBYlqW1h3c8bkaowbF76XjFOIOOH1DMVK3I2z44wDKOj2HtSEp3Y9CSWOpqCB0bLTgiM5tzxUo6aeQgghhBD5UpMjOgGqEKfAoaBhipqzRofrU1QrTIlKVeBcfjlw+rEdPXsuvdS9fm+8iwHYEHvY6JYWBkZyaBswFGtxAF4zwoJiwlpEW97BPnFOaU6bZ1t3M2UKcNRRURFHgZEM3ko/M0FGb5rRx9UU1NpRswnq1LUnoYT3v7Ex2hQ0gFMPrsdbg/xre7ic64UQQgghROpI5BQqFRUAIwXeiI3TjIDruV0KMH0rLLRZpgvZr6909+yh9bJ1C98Pb+BBnIpKNJl+OStQbeygk8GGoZRCO7X3uWnEQCMsKCbY48bJrvgQZ/k09+Q8IzhjMdcIEwsd05iCdvHF0VvFiI0fXBdEUFNQZ12OsylokEjtvXYpIrW1aHxgAS6cPtJ8cp7L0xGpQgghhBBCIqdwYQoUU6HYB8ebksZ5Lk+QKpVpY8mbb44KIrqQmWgFoxZLl2LLwWNw6fh6Yz5AgfNvfB67owEfoC9Ow2z8FNeGkDg0IuhQHtz+Q+yCoWjwdTXbA8txPyb4NvekGHEKHLO/9hPwi+xQ8FCbzJgBrFiRelNQe26v35okVdAhUksWLMBh42uM6xo/SzIQqUIIIYQQQsYDIqAmJ6g/TGADyvp6RMaMMWlatvh/OibEzAZo13wBbsMcnGrqZ8JizQhoLNCKMuyEHUlrb7w9b5JhLaIvuywqblINnniNA06pWowHV41MXvfT1BQViH7RHp4EBU6KIlUIIYQQoliR8YDICOuulmoDyudm1qPqTHcR/QoMN0Il6oAWbc7pdVFLBmt4mOLWhhLUYxgOxxJEUGLqbCpMElsTHsNJpvbGm5qWa/wsoLcMqkXvlzLvUySEEEIIITqQ8YDICAqYdBpQLm+NNwWYgBmmCecyjDACBwkETlAam63hWY3BOB3RvDL2qnkaX8QiHIE/4Tv4Mh7LicChgKJjmh8H4UU8gyNjUSRGcIzAsfU0dL8TQgghhBCdjowHhC8UMsuXA/PnA9OnRz+ZohYkcMiIsnhTADs/GTcnvdPJojuM5JSgLRY5oSU163HocsZ4Ti4EDnviUFB5631OHPgiXigbZY6/ZeAIYxjAFDUTwcnA3U4IIYQQQmSOmoGK7OBTk0OBQzHClDWKk+GOiEhQylqy5bYnjl9vnGzDCA4Fjo3UzL5wAaoPqzFi7tAfHYkSqsDycmDxYuCQQ1z3wgicJH1yhBBCCCFEeFSTIzoXRitoH013tUG12G9thynAszgcu7ebD9BC+le4HFNwMXqgLbTQCdoulwLHr+bm46G1+P/27gU6yvrM4/gvhIAoECRAIASIKNVjLXYtQiVwAMGKp+tysaDiUhWPe7peFsTWytm1rrt2ccW2IMej7bHbuuyCgCuw2APKIkS5eV2PlwK1RyjhlghsErTIJZk9z394J+87t8yEGRIm38856TDvvMmM4e0kP57//3k6LfcNXLUODUuXBgOOh8YBAAAAGcWeHJxdvnbItlzr7sfCocOaA3j7bL5SR31PyzVDv1W+QmlVchItY7NqkT/gWOXFlphlkn39MdqoP+UPVKf9n0nl5Y0DWN94I37A8TYwUcEBAABoEezJQcZn9vz934d/x7fuZwdU4tpHX6X3tF+lKtJhtXPxJz7v+Oe60M3BOaTuCZ/WlsN5e2Xs1paW2R6aZEHH2kRHd2y2Jmg/+lG4e5zXQS7yevKkvXn9tOufgg0VtGgR3dMAAABaKUIOMhd0TqcHmw+zYIFcIwDreDZCm7VdX3fza6ZouU4pv8mOaheqTsO1SUU6Ejge8t3aErI3NUKjtT6ypMyaEFhb6XgefFCaNy9+Q4Unn0zcUe53z1Vq9K+DDRVsyVr97srI4FC7tRlDAAAAaHk0HkBWWGCYMiX2+GX6vf5Xf6HzdCLh5ybak/OVOuj7+q3+U993TQe84w2n03qyPTpTp4a3zzTFgsqbb0oHDkh9+kgjyyqVP3Z04xK1RY17cmwJ24j6xuezQGThLlkHOgAAADQPe3LQopYvl26+Of5j+9VXH+pKVatH3MctuFSrZ9zHbNjnVo1QuTa5waJeEGp3uqlBsiYEEycGg0yiCoxVoawx2q23SqMv2RsMOHby8OFa8+ONLlANqP/MVZC8OTr79oWHqNowVQAAALQclqsho+wXfKuaNFh5JQ5bwnafnla3BPtmLLgU6/PAsSr10j71cS2oLVS0V70ORYWkW7Q0aZc1q8p4r8+aoo0ZI02bFr61+3GDia+hggs4/fq5QPQ3/9zPBSoLOha8bO+RCZ1eSzdrFkvXAAAAWhLL1ZAxFgCKi6XDhxOfYw0C3tZQ9dFBd99ywSEVqadiP+mICvVndVap9rmlahYo/LN2/BItVbPGAbaMzPbdrFoVrrR4YcR/jlm2TOrRw7dUbaSU/0WtdPRoZL+RZR0LRsYqOBZw4g0htb0+VhECAABAZrBcDS3CAkCygGOhwBoF+AOO5YtTrjYTW1S0BgXtdMr92fbwFOhk4PEDKtZ1etUFHGs6YFUer9uaxwLN/PnhP8+cGRtwvHPs45Zb4lR41jc2VHDPeaDx86yRQryAE30eAAAAzi6WqyFjXn89+eNW9ahWsZuZU6kS/a0Wuj/3UZXyXfuAoF46ohJV6aTauUDTXf8XeLyHDusJPawb9d+BoOPtkTGPPRZuBGDNBGw+ZzLR3dHi7bHxlr01JdXzAAAAkHmEHGSEBYGFC5OfY1WP67ROI1Xhws7Dmqfa0/tZPPG6MBeoQT11SB11woUiCzwn1d51WBusj3SBvoy7R8YMGtT8ykq8PTa2hM0KO9HzdDx23Obu2Hlpqa1NnMLsuD0OAACAlBBykJGAYxUP27rSFAs6B9TXVWXKtCdmDk6weXSYZQ1b0GbBZoae13F1dAHHCzov6lY3XnSUKtxcHnsOq+bYUFCvotLcyooFncrKcCXIPwPIvdI4g0ONLY+z81JmAWb8eGnUqPCT+dl9O26PE3QAAABSQsjBGbEKR6K9LolYpeXP6nQ6vDS4W29PTn7UeFBbqnZMnSKBZrGmu3C0S2Xarsvc8Rp1c1/T2yNj+3IqLPIUXKeRRb+PW4HxQlCq/JUgW/6WaHCoHU97To6lw+rqcKtq61bgBR27tft23B5PJUUCAACAkIMzk8pel2hf0x/0NX0aqdnYbbw9ORZwbKna5yrSHP008Ngs/UIX6M8u+HTXEXVVnTtuAcf25dj+nG/oQ+X/5Q0uLPgrMP1Oh6C1Gp9y0ImuBFmQ2b073EVt8eLwrXVwa9YgUEtH1rXBWlV7QWfLlsaA47Ww9jVAAAAAQGJUcnBGmrPXxSLOhxrsqjCJWD3nUT3qzhmgvZqnHwce/7ke1K1a7PbhXKTdLthcoy2RgFNT2F/5fYqlPXsi1RELIL97rlJv5ofP6aVqddHRpEvLku2xCQwOHZ3mErVo9iT+oFNeHgw49jgAAABSQsjBGWnuXpe/1iJN0suuTXQ0r7X0T/Woq9R49y3wTNTLkU5qSzQtEnTs/haVu1u7X/H4JmnTppjqyA3/OloD6j/TsZKB+njhRv3HhlItWRIOMxnbY9NcFmQWLQoes/sEHAAAgLQk/qd0IAXeXhdrtxxvX44tB7Nqie2X8e7bMrES7VeBjruGAtHqla981QeWs9mXtlD0O92o9zQkUrGxoDNbP9MqTYp8/nQt0vgj/TTBih9WBfGWfVl1xAwcqE4bN2qCLzxYiLG9Rf6ld/bfZQGnWUvQmsP24EyfHjxm96nkAAAApIVKDtJqMmC/b1vlw27tfrJuY16gsf0v3pBOCzx9tF8DtMfNwInXr8CCT3SPtbv1KxdwzF71i7SMrlGh5uuBwLmLNF2vPFvpXl99ST+9/0DT1ZGM7rFpDn+TAas+bd4crEJFd10DAABAQoQcpNwmuqxMGjNGmjYtfGv37XiibmMlnY+6fS/ekE4LOlbRmaFfR9oMeGEm3rI1vzl6IhKUvKBzi5a4VtS2J8cCz3BtblzKdnC0Fj5UqWtKK1V4f7A68sXk6XFDQ0b32KTDykfRTQaGD49tRpBuhwcAAIA2ipCDlOfgRP+ObUvU7LgXdKIrIZP/rjRScfGCjjUH+DfdFXPheXNwov2Lfhz4fC/oWAtom4/jBRx7nq0aHni+ST8foWUHR0T26XghqHPVZ/ri6lZUHenSRerVK7bJgL8ZgT1u5wEAAKBJeaFQOhNOzq66ujoVFhaqtrZWXbt2bemX0ybZki+r2CQqItgSNdu7Yku7oisf69dL48YF2zp7vlJHtVO9OuhU4HO8JgMeCz6T9F9aoAciYcWGftpcHFsKZ5UiCzZW2fHY872pEeqtKp2n45EQZOf4X0to4EDlVVS0jtbMNujT5uDEey32zbeAU1jYEq8MAADgnMsGVHJwRnNwLCJbQcTOi2YrrIqKwkvLrBmA3ww9r4MKtmZr7KKWr3/QP0YGgK7QTW5Ozm71V7V6uYBjQz/Ha60LPCHlBebd2PPdoDX6UN8IBBzvMa/aU3deK6qOWIBJFLbsOAEHAAAgZYQcZGQOTrzzrLLzq1+FKyvWDMDvBd2p/qrULpVphwYF2kRP0grXPrpcmyJB5991h1vSdpeedwHH2G2eQnEHe+7Q5bpO/+NCkL/KY+y+HV83ey3hAQAAIAcRcpCROTiJzpt8daW2F4eXh1n1ZIJWRIKL3d6sF10Y+UhXRI4v0Cy35+YdDXP7aPacbj9dqn1arb+K7MvxLz3zBnva8jlriuCFIK91dTQ73uNiln8BAADkIkIOUpqDE90e2mPHbX+8nZeoa5ht9K8pCi8b26gx+kRfjwQam3MTUjuN1CYXaGxJ2mEVuSVp5l0N1XBt1VV6L6aBgRdwvCVpFlxs+Zw1PWiX5MpO+poBAABwziPkILj5PWoDjjcHp29orwp9y8GMF3xsYGbcdstduuhw+176U/5AfeNw476YEypQlXrF7LFp3KMT7IVh4WW7vh7onLZF5YGAE70krcHrUR2lydcMAACAcx4hB40BZ/x4adSomNbK4SVno7S+Q3Dfi1V4bD5OooGZL68v1MV/WKvy+sZ9MbakrEhHVKr97r63x8ZbelamPe5xOy9avAYGdj864PhFB5mmXjMAAADOfbSQRphVcCzg+AdS2pouCzynB1Vay+VtT1Ro96lStwfHlnslqoYkaz3t30tjlRgLKtaYIFllJvrzPMnO9/ziF1JxsZp8zQAAAGi9aCGN9FmJwxs8aUHHgs2WLZGAY8fzNm7UNVNKdeut4cPJwkKy1tP+Ns6pLD2LF4y8wZ7RQ0LjsYCTymsGAABAbmC5GhpZ5cYfdMrLYys7GWo9nc7SM+u0Ft1kYKuGB4KSPW7nnUmHOAAAAOQGQg6CLMgsCoYPdz+NgJNKsIg3O8fux6vIWGMCa1CQbLCn18DAjy5qAAAAbRMhB0G2B2d6MHy4+1HNCM6k9XS6S8+sMcF4rY0Z7FlUJNV0Dg/2tMe9IaF+dFEDAABoewg5aORrMuCWqG3eHNyjk0bQ8VpPZ2rpmX+w5z33hGfhVFVJNTXSiJtLdTSvMOb5f/hDuqgBAAC0RYQcBAZ3BvbgDB8e24wgUTeBOKxNs7Vr7tEj8dKzOnV1gSbe0jM77m9Z7ZkypbGJwKpV0rJlckNAo+fkPPWU9PLL/AUDAAC0NbSQRnBOTnV1bJMBr8LTq5e0dq1UGLssLJkTJ6Ru3aRjx8L3LbjYHBwLMms1Xr11UFO1VO9qqAs2dryr6lxFp0aFmqiV2qv+7nPtZe3aFQ44ydpUu4s7L7xkzjsfAAAA5y5aSCN9FlwswFRUxDYZsPt2vBkBx1jAKCiIXXpmQccCzkXa7dpIX6233HEv4NjStcH6SCs1KVLR8e+xSdam2lh1x/KZnQcAAIC2g+VqaGQBxkof8djxZgQcYyGjri72uAUaq+CcVHsV6JQ2a4QmaEUk4HjHu6nGBaJZs4J7bJpqU53ueQAAAMgNhBxkXbKQYUvUyrUpEmhWanIg4Hh7dywQTZjQvPk3zMkBAABoWwg5yLqmQsY7GqYpWhY45g841pSgZ89wW+pU21Qb5uQAAAC0TYQcZF1TYcTm4vxMP4w5/qCeiszFeeaZ2OYB/jbV0V/bu8+cHAAAgLaHkIOsSzQzJ3owqC1R81uuqa4ZwaWXSqdOhZu+WUe1eG2q+/aN+rql4eP+PTwAAABoGwg5OCvihRH/YFD/HpyJejnQjKDLzrc1bZo0Zky4ZXT07Bv72rt3hweELl4cvrW20QQcAACAtin4T+dAFlnosErM1Knh+zYPx+bgRDcZsCVq1ozAAo4dX6abNVJvuuYD+/ZJ3/tebJXGqkU2ygcAAACgkoOzxgLO7NnBeTk26PNDDQ4EHK8ZwXBt1i6V6aB6u0Dkzb4x1k46eukaAAAAYKjk4KyJN7xzr/rrWr3u5uBYpSa6vbRVcCzgWCCKN+ST6g0AAACiEXLQ4vNyLMD4Q4xfdPBJ5esBAACgbWO5Gs6aTA/lZMgnAAAA4iHk4Kyw/TP20b37mX8thnwCAAAgGUIOss5aPlvr53HjpCNH4p/jDe/sEu4vkBBDPgEAANAUQg6yHnCs5XN0w4FoVuF57DHp0KHGeTd234Z6+jHkEwAAAE3JC4W8prytT11dnQoLC1VbW6uuXbu29MtBmmx5mlVwkgUcq8z4r0ALMQsWNM7Asa9hXdSsyYDtwRk5MjwTBwAAAG1LXRrZgO5qOKsto6NFR+zoYZ8M+QQAAEC6WK6GrGlOi2eGfQIAAOBMEXKQNc1t8ewf9gkAAACki5CDrLH9M7bHxuuIli6GfQIAAKA5CDnIGttPY00ETHOCDsM+AQAA0ByEHGSVNQ+wJgJ9+waPJ+uQxrBPAAAAnAm6q+GsBJ0JE4KtoG0eztSpsR3WGPYJAACAM0XIwVkRrxW0VXhmzgy2mbY9PPPnN87JAQAAANJFyEGrqvAw7BMAAABnipCDFsWwTwAAAGQajQcAAAAA5BRCDgAAAICcQsgBAAAAkFOyHnKOHz+ub37zm8rLy9MHH3yQ7acDAAAA0MZlPeQ89NBDKikpyfbTAAAAAED2Q86aNWv02muv6amnnsrm0wAAAABA9ltIV1VV6e6779bKlSt1/vnnp7y0zT48dXV12Xp5AAAAAHJUVio5oVBId9xxh37wgx9oyJAhKX/e3LlzVVhYGPno169fNl4eAAAAgByWVsh5+OGHXQOBZB87duzQwoULdfToUc2ZMyetF2Pn19bWRj4qKyvT/e8BAAAA0MblhazskqLPP/9chw8fTnrOwIEDNXXqVK1evdqFHk99fb3y8/N122236YUXXkjp+Wy5mlV0LPB07do11ZcJAAAAIMekkw3SCjmp2rNnT2A/zf79+3X99dfrpZde0rBhw1RaWprS1yHkAAAAAEg3G2Sl8UD//v0D9zt37uxuL7744pQDDgAAAAC0yjk5AAAAAJATLaT9ysrKXMe1dHmfQytpAAAAoG2rO70dJpVccVZCTnNZhzZDK2kAAAAAXkawvTlnvfFApjQ0NLimBV26dAl0akNuJnMLs9Y2nE564PoB70E41/BzDFw/2WexxQJOSUmJ2rVrd+5WcuzF06igbbGAQ8gB1w94D8K5ip9j4PrJrqYqOB4aDwAAAADIKYQcAAAAADmFkINWoWPHjnr00UfdLcD1A96DcK7h5xi4flqXVt14AAAAAADSRSUHAAAAQE4h5AAAAADIKYQcAAAAADmFkAMAAAAgpxBy0OKeeeYZlZWV6bzzztOwYcP09ttvt/RLQiv1xhtv6MYbb3STjvPy8rRy5crA49ZH5Sc/+Yn69OmjTp06ady4cfr0009b7PWidZk7d66uvvpqdenSRb169dLEiRO1c+fOwDlfffWV7r33XhUVFalz58666aabVFVV1WKvGa3Ls88+q8GDB0cGfl5zzTVas2ZN5HGuH6TjiSeecD/LZs2axTWUBYQctKilS5dq9uzZrn30+++/ryuvvFLXX3+9qqur+ZtBjC+//NJdIxaM43nyySf19NNP67nnntNbb72lCy64wF1P9osHUFFR4QLMtm3btG7dOp08eVLf+c533HXleeCBB7R69WotX77cnb9//35NnjyZbx6c0tJS94vpe++9p3fffVfXXnutJkyYoE8++YTrB2l555139Mtf/tKFZj/egzLIWkgDLWXo0KGhe++9N3K/vr4+VFJSEpo7dy5/KUjK3r5WrFgRud/Q0BDq3bt3aN68eZFjNTU1oY4dO4aWLFnCdxMxqqur3XVUUVERuV4KCgpCy5cvj5yzfft2d87WrVv5DiKuCy+8MPT8889z/SBlR48eDQ0aNCi0bt260KhRo0IzZ87kPSgLqOSgxZw4ccL9a5gtKfK0a9fO3d+6dSt/M0jLrl27dPDgwcD1VFhY6JZAcj0hntraWnfbvXt3d2vvR1bd8V9Dl112mfr37881hBj19fV68cUXXSXQlq1x/SBVVlH+7ne/G3iv4T0o89pn4WsCKTl06JD7IVFcXBw4bvd37NjBdxFpsYDjXT/R15P3GOBpaGhw6+DLy8t1xRVXRK6hDh06qFu3blxDSOijjz5yocaWwdq+rRUrVujyyy/XBx98wPWDJlkwtuX5tlwt3s8x3oMyh5ADAGiT/5L68ccfa9OmTS39UnCOufTSS12gsUrgSy+9pNtvv93t3wKaUllZqZkzZ7o9gdZsCdnFcjW0mB49eig/Pz+mc5Hd7927d4u9LpybvGuG6wlNue+++/TKK69ow4YNbiO5/xqyZbQ1NTWB83lPgp/9S/sll1yib33rW65jnzVDWbBgAdcPmmRLGq2x0lVXXaX27du7DwvI1jDH/mwrD3gPyhxCDlr0B4X9kFi/fn1gCYndt6UAQDouuugi90uG/3qqq6tzXda4nmCsX4UFHFte9Prrr7trxs/ejwoKCgLXkLWY3rNnD9cQErKfW8ePH+f6QZPGjh3rljtaJdD7GDJkiG677bbIn3kPyhyWq6FFWftoK/Xb/7GHDh2q+fPnu02cd955J38ziPHFF1/oj3/8Y6DZgP1gsI3jtjnc9lg8/vjjGjRokPsF9pFHHnEzdWweCmBL1BYvXqxVq1a5WTneXi1rUGFzlez2rrvucu9Ldk3ZHJT777/fBZxvf/vbfAOhOXPm6IYbbnDvN0ePHnXX08aNG/Xqq69y/aBJ9r7j7QH02KgDm8vlHec9KIOy0bINSMfChQtD/fv3D3Xo0MG1lN62bRvfQMS1YcMG1843+uP222+PtJF+5JFHQsXFxa519NixY0M7d+7kuwkn3rVjH7/5zW8i36Fjx46F7rnnHtcW+Pzzzw9NmjQpdODAAb6DcGbMmBEaMGCA+3nVs2dP9x7z2muvcf2g2fwtpHkPyqw8+59MhiYAAAAAaEnsyQEAAACQUwg5AAAAAHIKIQcAAABATiHkAAAAAMgphBwAAAAAOYWQAwAAACCnEHIAAAAA5BRCDgAAAICcQsgBAAAAkFMIOQAAAAByCiEHAAAAQE4h5AAAAABQLvl/y3DNXvENyZ4AAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.neighbors import LocalOutlierFactor\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"\n",
|
||
"# LOF на реальных данных\n",
|
||
"lof_real = LocalOutlierFactor(n_neighbors=20, contamination=0.05)\n",
|
||
"y_pred_real = lof_real.fit_predict(X_scaled) # 1 — нормальные, -1 — выбросы\n",
|
||
"\n",
|
||
"# PCA до 2 компонент для визуализации\n",
|
||
"pca = PCA(n_components=2)\n",
|
||
"X_pca = pca.fit_transform(X_scaled)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 6))\n",
|
||
"plt.scatter(\n",
|
||
" X_pca[y_pred_real == 1, 0], X_pca[y_pred_real == 1, 1],\n",
|
||
" c=\"blue\", label=\"Нормальные\"\n",
|
||
")\n",
|
||
"plt.scatter(\n",
|
||
" X_pca[y_pred_real == -1, 0], X_pca[y_pred_real == -1, 1],\n",
|
||
" c=\"red\", marker=\"x\", label=\"Выбросы\"\n",
|
||
")\n",
|
||
"plt.title(\"LOF на датасете Credit_Card_Fraud (PCA)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "dc42755b-bdba-4680-974b-d98b90639932",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 3.1. Интерпретация результатов (реальные данные)\n",
|
||
"\n",
|
||
"- LOF выделяет точки с низкой локальной плотностью как выбросы.\n",
|
||
"- В высокоразмерных данных (финансовые транзакции) визуализация через PCA даёт лишь приближённую картину:\n",
|
||
" часть выбросов может проецироваться в центр, а часть нормальных точек — на периферию.\n",
|
||
"- Тем не менее, найденные аномалии можно использовать как кандидатов для детального анализа потенциально подозрительных операций.\n",
|
||
"- Без доменных меток («мошенническая»/«нормальная» операция) интерпретация требует осторожности,\n",
|
||
" но метод остаётся полезным на этапе предварительной фильтрации."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "16a84e66-010d-43ea-9b78-cfc93d0285ad",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 4. Общий вывод\n",
|
||
"\n",
|
||
"В ходе работы:\n",
|
||
"- был реализован базовый пример классификации с использованием MLPClassifier на датасете *Iris*;\n",
|
||
"- был воспроизведён пример LOF из раздела **Nearest Neighbors** документации scikit-learn;\n",
|
||
"- метод LOF был протестирован как на синтетических данных (make_moons + выбросы), так и на реальном датасете **Credit_Card_Fraud**;\n",
|
||
"- результаты были визуализированы и проинтерпретированы для обоих типов данных.\n",
|
||
"\n",
|
||
"**Вывод:** \n",
|
||
"scikit-learn предоставляет удобные инструменты для построения моделей машинного обучения, \n",
|
||
"а метод LOF позволяет выявлять аномальные объекты, особенно полезный в задачах обнаружения выбросов и поиска потенциального мошенничества."
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
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"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.14.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|