746 lines
508 KiB
Plaintext
746 lines
508 KiB
Plaintext
{
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"cells": [
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{
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||
"cell_type": "markdown",
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"id": "294534e4-eb45-40a4-8af8-6f59ea7ed20c",
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"metadata": {},
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"source": [
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"Пример базовой нейросети:\n"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 11,
|
||
"id": "6a815995-96ca-460c-a7b9-d6e7b6d4b352",
|
||
"metadata": {
|
||
"collapsed": true,
|
||
"jupyter": {
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||
"outputs_hidden": true,
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||
"source_hidden": true
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||
}
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},
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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 0.75 0.86 8\n",
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" 2 0.86 1.00 0.92 12\n",
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"\n",
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" accuracy 0.93 30\n",
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" macro avg 0.95 0.92 0.93 30\n",
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"weighted avg 0.94 0.93 0.93 30\n",
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"\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\WINDOWS\\system32\\.venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (500) reached and the optimization hasn't converged yet.\n",
|
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" warnings.warn(\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(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=500)\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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"print(classification_report(y_test, clf.predict(X_test)))"
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]
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},
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||
{
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||
"cell_type": "markdown",
|
||
"id": "12b9d818-7c8d-4eda-9a87-84e8c71d5603",
|
||
"metadata": {},
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||
"source": [
|
||
"Меняем число эпох = 100"
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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": "8139500b-5a4f-466e-828f-40920499e560",
|
||
"metadata": {
|
||
"collapsed": true,
|
||
"jupyter": {
|
||
"outputs_hidden": true,
|
||
"source_hidden": true
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"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 12\n",
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" 1 0.00 0.00 0.00 12\n",
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" 2 0.33 1.00 0.50 6\n",
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"\n",
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" accuracy 0.60 30\n",
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" macro avg 0.44 0.67 0.50 30\n",
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"weighted avg 0.47 0.60 0.50 30\n",
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||
"\n"
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||
]
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||
},
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{
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"name": "stderr",
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||
"output_type": "stream",
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||
"text": [
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"C:\\WINDOWS\\system32\\.venv\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n",
|
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" warnings.warn(\n",
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"C:\\WINDOWS\\system32\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
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" _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
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"C:\\WINDOWS\\system32\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
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" _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
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"C:\\WINDOWS\\system32\\.venv\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
|
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" _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
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]
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||
}
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||
],
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||
"source": [
|
||
"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(X, y, test_size=0.2)\n",
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"\n",
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"# Модель MLP — многослойный перцептрон\n",
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"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=100)\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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"print(classification_report(y_test, clf.predict(X_test)))"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
|
||
"id": "4ed99b2c-d6d7-4796-b109-5246010d6780",
|
||
"metadata": {},
|
||
"source": [
|
||
"Меняем число эпох = 2500"
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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": 13,
|
||
"id": "b95f3fc7-6a21-4062-81c2-883643158e1c",
|
||
"metadata": {
|
||
"collapsed": true,
|
||
"jupyter": {
|
||
"outputs_hidden": true,
|
||
"source_hidden": true
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
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||
"text": [
|
||
" precision recall f1-score support\n",
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"\n",
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||
" 0 1.00 1.00 1.00 12\n",
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||
" 1 1.00 0.91 0.95 11\n",
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||
" 2 0.88 1.00 0.93 7\n",
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"\n",
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||
" accuracy 0.97 30\n",
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||
" macro avg 0.96 0.97 0.96 30\n",
|
||
"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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||
"source": [
|
||
"from sklearn.datasets import load_iris\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"from sklearn.neural_network import MLPClassifier\n",
|
||
"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(X, y, test_size=0.2)\n",
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||
"\n",
|
||
"# Модель MLP — многослойный перцептрон\n",
|
||
"clf = MLPClassifier(hidden_layer_sizes=(10,), activation='relu', max_iter=2500)\n",
|
||
"clf.fit(X_train, y_train)\n",
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||
"\n",
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||
"# Отчёт о точности\n",
|
||
"print(classification_report(y_test, clf.predict(X_test)))"
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||
]
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||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "c49c7ed1-78e2-4ea8-924c-16e41053fc8e",
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||
"metadata": {},
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||
"source": [
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||
"# Введение\n",
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"\n",
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"## Тема исследования\n",
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"**Классификация текстовых документов с использованием разреженных признаков**\n",
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"\n",
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"## Цель исследования\n",
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"Цель — продемонстрировать методы автоматической классификации текстовых документов, основанные на преобразовании текста в разреженные числовые признаки и применении алгоритмов машинного обучения для определения категории документа.\n",
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"\n",
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"## Структура исследования\n",
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"В рамках работы планируется выполнить следующие этапы:\n",
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"1. **Загрузка и подготовка данных** — сбор и предварительная обработка текстовых документов.\n",
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"2. **Преобразование текста в числовую форму** — использование методов векторизации для получения разреженных матриц признаков.\n",
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"3. **Обучение модели классификации** — применение выбранного алгоритма для автоматической категоризации документов.\n",
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"\n",
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||
"\n"
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||
]
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||
},
|
||
{
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||
"cell_type": "code",
|
||
"execution_count": 52,
|
||
"id": "94e95b27-9d83-4274-9287-96d62ef43748",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
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||
"text": [
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||
"2000 documents - 2.00MB (training set)\n",
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||
"500 documents - 0.48MB (test set)\n",
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||
"4 categories\n",
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||
"vectorize training done in 0.134s at 14.949MB/s\n",
|
||
"n_samples: 2000, n_features: 1000\n",
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||
"vectorize testing done in 0.031s at 15.795MB/s\n",
|
||
"n_samples: 500, n_features: 1000\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from time import time\n",
|
||
"import numpy as np\n",
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||
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
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||
"\n",
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||
"# Функция для оценки размера списка строк в мегабайтах\n",
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||
"def size_mb(docs):\n",
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||
" return sum(len(s.encode(\"utf-8\")) for s in docs) / 1e6\n",
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||
"\n",
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||
"# Генерация искусственных данных\n",
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||
"def generate_synthetic_dataset(n_samples=1000, n_categories=4, verbose=False):\n",
|
||
" categories = [f\"category_{i}\" for i in range(n_categories)]\n",
|
||
" data = []\n",
|
||
" labels = []\n",
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||
"\n",
|
||
" # Создаем случайные \"тексты\" и метки\n",
|
||
" for i in range(n_samples):\n",
|
||
" category_idx = np.random.randint(0, n_categories)\n",
|
||
" label = category_idx\n",
|
||
" # Генерируем случайный текст из случайных слов\n",
|
||
" words = [f\"word{np.random.randint(0, 1000)}\" for _ in range(np.random.randint(50, 200))]\n",
|
||
" text = \" \".join(words)\n",
|
||
" data.append(text)\n",
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||
" labels.append(label)\n",
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"\n",
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||
" return data, labels, categories\n",
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"\n",
|
||
"def load_synthetic_dataset(verbose=False):\n",
|
||
" # Генерируем тренировочные и тестовые данные\n",
|
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" data_train, y_train, target_names = generate_synthetic_dataset(n_samples=2000)\n",
|
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" data_test, y_test, _ = generate_synthetic_dataset(n_samples=500)\n",
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"\n",
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||
" # Векторизация данных\n",
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" t0 = time()\n",
|
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" vectorizer = TfidfVectorizer(\n",
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" sublinear_tf=True,\n",
|
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" max_df=0.5,\n",
|
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" min_df=5,\n",
|
||
" stop_words=\"english\"\n",
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||
" )\n",
|
||
" X_train = vectorizer.fit_transform(data_train)\n",
|
||
" duration_train = time() - t0\n",
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"\n",
|
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" t0 = time()\n",
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" X_test = vectorizer.transform(data_test)\n",
|
||
" duration_test = time() - t0\n",
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"\n",
|
||
" feature_names = vectorizer.get_feature_names_out()\n",
|
||
"\n",
|
||
" if verbose:\n",
|
||
" # Вычисляем размеры данных\n",
|
||
" data_train_size_mb = size_mb(data_train)\n",
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" data_test_size_mb = size_mb(data_test)\n",
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"\n",
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" print(f\"{len(data_train)} documents - {data_train_size_mb:.2f}MB (training set)\")\n",
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" print(f\"{len(data_test)} documents - {data_test_size_mb:.2f}MB (test set)\")\n",
|
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" print(f\"{len(target_names)} categories\")\n",
|
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" print(\n",
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" f\"vectorize training done in {duration_train:.3f}s \"\n",
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" f\"at {data_train_size_mb / duration_train:.3f}MB/s\"\n",
|
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" )\n",
|
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" print(f\"n_samples: {X_train.shape[0]}, n_features: {X_train.shape[1]}\")\n",
|
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" print(\n",
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" f\"vectorize testing done in {duration_test:.3f}s \"\n",
|
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" f\"at {data_test_size_mb / duration_test:.3f}MB/s\"\n",
|
||
" )\n",
|
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" print(f\"n_samples: {X_test.shape[0]}, n_features: {X_test.shape[1]}\")\n",
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"\n",
|
||
" return X_train, X_test, y_train, y_test, feature_names, target_names\n",
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"\n",
|
||
"# Пример вызова функции с verbose=True для вывода информации\n",
|
||
"if __name__ == \"__main__\":\n",
|
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" load_synthetic_dataset(verbose=True)"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "137378be-4bc4-4aff-8353-fed7e04c68ef",
|
||
"metadata": {},
|
||
"source": [
|
||
"5. Интерпретация результатов\n",
|
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"\n",
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||
"Объем данных и скорость обработки\n",
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"\n",
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||
"Время векторизации показывает, что преобразование текста в разреженные признаки происходит быстро, что важно при работе с большими наборами данных.\n",
|
||
"Размер исходных текстов и итоговых матриц помогает понять масштаб задачи и требования к памяти.\n",
|
||
"Размерность признакового пространства\n",
|
||
"\n",
|
||
"Количество признаков после фильтрации (n_features) значительно меньше общего количества слов, что свидетельствует о высокой разреженности данных и эффективности метода.\n",
|
||
"Это уменьшение размерности способствует ускорению обучения моделей и снижению риска переобучения.\n",
|
||
"Почему важно?\n",
|
||
"\n",
|
||
"Эффективная векторизация позволяет обрабатывать большие объемы текстов без существенных затрат по времени и памяти.\n",
|
||
"Использование TF-IDF с фильтрацией помогает избавиться от нерелевантных слов, улучшая качество последующей классификации.\n",
|
||
"Вывод:\n",
|
||
"Использование TF-IDF с фильтрацией — эффективный способ подготовки текстовых данных для машинного обучения, обеспечивающий баланс между точностью и ресурсами."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e85478d4-ceb3-4022-989b-610e6a3018e8",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 2.1. Импорт библиотек"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"id": "f295900a-6912-44a5-b725-6e2e81543da5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from sklearn.neighbors import LocalOutlierFactor\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.decomposition import PCA\n",
|
||
"from sklearn.manifold import TSNE\n",
|
||
"import openml"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b3ee56c4-8458-49ce-bb7d-f7af70d6a8c7",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 2.2. Получение данных из openml.org: Credit Card Fraud Detection"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"id": "97e76b02-e87d-4a01-852b-daa9163e8905",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"dataset = openml.datasets.get_dataset(1590) # ID датасета Credit Card Fraud Detection\n",
|
||
"X, y, _, _ = dataset.get_data(target=dataset.default_target_attribute)\n",
|
||
"\n",
|
||
"# Преобразуем в DataFrame для удобства работы\n",
|
||
"X = pd.DataFrame(X)\n",
|
||
"\n",
|
||
"# Оставляем только числовые признаки (обычно все признаки числовые)\n",
|
||
"X = X.select_dtypes(include=['float64', 'int64'])\n",
|
||
"\n",
|
||
"# Проверка на пропуски и их удаление (если есть)\n",
|
||
"X.dropna(inplace=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a1db3121-09fa-4b08-a007-82abc3ca25b4",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 2.3. Масштабирование данных"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "d481d1ab-1cab-4fdf-8be5-f54b4a8d4540",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = StandardScaler()\n",
|
||
"X_scaled = scaler.fit_transform(X)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e1e6b62d-a3bc-4f90-92a8-87c1eae50c5c",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Визуализация распределения признаков до и после масштабирования"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"id": "74a9942b-3752-4b07-9004-12fa1ec735db",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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()\n",
|
||
"\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": "markdown",
|
||
"id": "c524fba9-5020-40cc-8f27-1cad11f240c0",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Корреляционная матрица и тепловая карта"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "c439cd30-4dfd-4079-b433-6a6d79dff4f1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"corr_matrix = pd.DataFrame(X_scaled).corr()\n",
|
||
"plt.figure(figsize=(12, 10))\n",
|
||
"sns.heatmap(corr_matrix, cmap='coolwarm', annot=False)\n",
|
||
"plt.title(\"Корреляционная матрица признаков\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "07b03dec-ef84-4338-a072-d36afd73fb03",
|
||
"metadata": {},
|
||
"source": [
|
||
"# 3. Обучение модели LOF для обнаружения выбросов с novelty=True"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "a6acfd50-c2ae-4514-b2af-aa00e8afebaf",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"lof = LocalOutlierFactor(n_neighbors=20, contamination=0.05, novelty=True)\n",
|
||
"lof.fit(X_scaled)\n",
|
||
"y_pred = lof.predict(X_scaled) # 1 - нормальные, -1 - выбросы"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "61e6e6bf-b91d-46e8-957d-aef18db4453b",
|
||
"metadata": {},
|
||
"source": [
|
||
"# --- Визуализация результатов LOF с помощью PCA ---"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "42de1df4-a2d3-4306-8caa-3904aa8c5868",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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9TWxfDjcsHc3StYsXL8Zdd91lBAQNb86ossQwDQHOcgbqQB5t6DmiF4dJ+YyN5wzvY489ZkJLAhkw/iF2NMY5U8vn8n1YbCEBGqNMMmYeEF+LM7oXXnihMWAY8kIDxz0jHe65MyGaIUA8X15XJmb75/fQwOKMOkP3GCpH45/lgCnO+F5ZlIAGG0sPs4s7iwIcfvjhxhBlnhLHaezTOAyVhh7vrLPOMtdn+vTp5r7hNeQsPoUP7zGW8Q0UruWGoYAsD84S0uwbw+vOHjoUXzwnenhs/gU/Rx6XCf0shUxhRUOaz7OhlMGgB4/GPO9t5pnQ40LRy9DHQPCzf/jhh83rMDSP14rGLvM82F+HnwtzcAjvK4b8sc/Pueeea8Kb+FyGTdV1Xhb2JuJ9wmPwu2hLSPN6hnqM+hLqPcoS0PSyXHTRReZ+5fXk7wm9bG7hyXVOmDCclMemgOP98e9//ztkb+hvf/tbM9nCIgLuQgqhEurnxzBIeuLY9yZYURJ6a+it5Odq7xf2x+HEEJ8nhIgBolS1TQjRDLBlXoM91q9fb/Zj+WTue/jhh3vT09NNyV6WdL7tttsCdkhnqWduD5dwSkizDC3LxLIcLks5jxgxwvvWW2/VWrq5rtK6/g9bWpglpK+55hpv9+7dTcd1XgeW0+X5uM/JTW3nwVLXF154oSlFm5aWZkol//jjjwE7v2/bts17xRVXeLOyskwJ3p49e5p9tm7d6lOa+K677jLXiNeiY8eO3gMPPNB8Pjt37gyrhHR9jheI999/3/vb3/7Wm5GR4U1ISPB27drVe9ppp5ky0/4lpFnKORCLFy82pck7d+5szoPX58wzzzTHdvPxxx+b8+P1YTlqlrsOVNo40PWdM2eOeY4tOR1KOelFixZ5zz33XG+PHj28iYmJ5vocd9xx3nnz5vmUGn/yySdNKWye+/7772+ue6Dz4vrll18e8LWWLFli7jF+53gPTJs2zRw3nBLSLKscbgn5cO5RXo+RI0ea69+7d2/v/fffH/Ae47XhPWS/R6NHj/YuW7Ys4DEDkZOTY+4lljkPVEI6VOr6/F599VVz7rzOwfjoo4/MPg8++GDVGK/B+eefH/J5CCGii4f/NLXQEkKIxoRNIzlzW1t3exYjYCie7ZouhGh66DFiU1oWdoglWEGPzXrpCQ6nEbEQInooJ0cIIYQQzQLm1SxcuBCff/45Yok777zT5OtI4AgROygnRwjR6hg6dKhJZK4N5vr49+URQjQtzP+xTXxjiX/84x9NfQpCCD8UriaEEEIIIYRoUShcTQghhBBCCNGikMgRQgghhBBCtChiOienoqICGzduRLt27SLSyVsIIYQQQgjRPGGWDXtb9ejRw/RUa7YihwKnV69eTX0aQgghhBBCiBhh/fr16NmzZ/MVOfTg2DdSn+7GQgghhBBCiJZBfn6+cYBYjdBsRY4NUaPAkcgRQgghhBBCeEJIY1HhASGEEEIIIUSLQiJHCCGEEEII0aKQyBFCCCGEEEK0KGI6J0cIIYQQQjRv2BKkpKSkqU9DNAMSExMRHx8fkWNJ5AghhBBCiKhAcbN69WojdIQIhQ4dOqBbt24N7pEpkSOEEEIIIaLSuHHTpk1mZp5lf+tq3ihaN16vF4WFhcjNzTXr3bt3b9DxJHKEEEIIIUTEKSsrM0Yru9OnpqY29emIZkBKSopZUuhkZGQ0KHRNkloIIYQQQkSc8vJys0xKSmrqUxHNCCuIS0tLG3QciRwhhBBCCBE1GppbIVoXngjdLxI5QgghhBBCiBaFRI4QQgghhBCiRSGRI4QQQgghRCUXXHABTj/99BrjH330kQml2rFjR5OclwgPVVcTQgghhBAxC1vsrFgB7NwJtG8P7LMPoGrUoi50iwghhBBuCgpYvzTwNo5zuxCiUVi8GLj6amDiRGDyZGfJdY43Na+++ioGDRqE5ORk9O3bF/fdd5/Pdo5NmzYN55xzDtq2bYusrCw8/PDDPvvQM8Tqczk5OVVjW7ZsMcd0J+CvXLkSv/3tb5GZmYm0tDQcfPDB+N///lfjnG699VbzPI/r4fZK8ZxmzpwZ9D2NHj0akyZNqnHM4cOH1+npIjw2X8PNE088gQEDBqBNmzbYf//98cgjj6AxkMgRQgghLBQwtKLGjwdcRoeB6xzndgkdIaIOhczttwOLFgGdOgH9+ztLrnO8KYXOokWLcOaZZ+Lss8/G0qVLjRCYOnUqnn76aZ/97rnnHgwbNgyLFy/GDTfcgCuvvBLvvfeezz7sB/PUU09VrfP/Xbt29dmnoKAAv/71r/H++++bY5100kk47bTTsG7duhoNNSm8Nm3aZB48x6bk+eefx80334zp06dj+fLluOOOO8x1mjdvXtRfWyJHCCGEsBQWOt6aNWuACROqhQ6XXOc4t3M/IURUQ9RoB2/dCgwYAKSnA+wLySXXOf7MM85+0eCtt94yHhP34+STT67afv/99+O4444zBvu+++5rvBtXXHGFETVuDj/8cCNuuM/EiRNxxhln4IEHHvDZZ9y4ccbbQYHCB//PMTcUSn/+858xePBg9O/f33iI9t57b7zxxhs++7G3DBtqduvWzTxsc82m4pZbbjEert///vfo16+fWV511VV4/PHHo/7aEjlCCCGEhU3o2rXzFTpLlvgKHG5X93YhogpzcJYvB3r2ZEiX7zauc/yHH5z9osExxxyDb7/91udB8WGhV4ICxg3Xf/nll6omqOTQQw/12YfrfK6bAw44AB06dMAHH3yADz/8EO3atTNj/p6cyZMnm7Av7kvRxeP4e3Ly8/NNaFxtXH/99eb59CAxPO3zzz/32c5wMre4o/clmAjs2LGjEWBz586tsc/u3btNmN1FF13kc7y//e1vZjzaqPCAEEIIYaGHZs8exo9U5+VwRpWdt7nOcW7nfmlpTX22QrRYWGSgqAgIZq9znmHjRme/aEChsA8rHLjYsGFDdF4MnEeZgDlz5hhPDv/vDwUOw9zuvfdec1700NArVFJS4rPfxo0b0aNHj1pf69prrzWeJ4oQep4Y9rZ582aTG0TOO+88TJkypWr/hx56CJ988kkNEfjoo48az9E777yDiy++GEOGDKkhzAjf18iRI322xdMtF2XkyRFCCCEsFDGzZzM71wn+X7vWETRccp3j3M79hBBRg1XU2rShNyDwdn4tuZ37NQX0qPh7QLjOsDS3AT9//nyffbjO5/pz7rnnmkICfPD//vDYFCa/+93vjJhgKNoaepddVFRU4JtvvsGIESNqPfcuXboYoUQPzI033ojt27f7eITat29vtttHJ/72BRGBfC/XXHMNOnfujO+++85nHxZJoOBatWqVz/H4YOhazIocKjoqP548Kze8/vrrVduo6ugK44fAi8B9xowZY9SlEEIIEdNkZgLTpwN5eY4HhwKHS65znNuFEFGFThRqATpPvF7fbVzn+MCBzn5NAQ17FgFgbszPP/9sEun//ve/G4+Lvzi5++67zT6srPbKK6+Y4gP+MIzrscceM94Rhqv5wzyc//u//zNhcxQTFEIUNZb169dj/PjxyM3NxVlnnVXruZeVlaGoqAjbtm0zYWYUNb169Qrr/fO1eYxdu3bhpZdeMsdivpA/t912G2bMmGG8QbwGLNLAwgrMaYpZkUMXFxWgfyk8UlhYaJQkk7G45Ify008/4Te/+U1Dz1cIIYSILiwywFCNjh2BxETHe8Ml1znuX3VNCBFx2Adn7Fh6HZzcnPx8GufOkuscHzOm6frlMGfm5Zdfxj/+8Q9j3LOC2O233268Lf5i6OuvvzbeFeai0Lg/8cQTAx6T4WfBqqHxecx/Oeyww4yTgcdw5+08+OCDWLFiBf773/+id+/edYarMdyNwubTTz/Fa6+9ZkpWh8Obb75pjkEvz1//+lfMmjULo0aNqrEfw9iYy0RhQ+fH0UcfbSrQNYYnx+Nl8F9DD+LxmAsUrGY2WbhwIQ455BCsXbu2zovvTp6iuty5cyfSWU5DCCGEiCbMu2GZaFtkgGFpFDjunByKnjlzFLImRB1wpn/16tXGoGWPlPrAMtGsskZhwxwdHoYeHAqcOqKymhz2i2HPGf++M6L+90042qDRCg/wZCiGWBEiGMXFxebhfiNCCCFEo8Fs5oQEYNMmoHt3R9BMmwZMneps5zjjY1RdTYhGgUJm2DCnihqLDDAHh1/BpvLgiOZDXGMpMubosONrbaqLMXtUZ/YRbnygEEII0SC2bAEWLOCsG9Ctm1NkYOhQZ8l1jnM79xNCNAoUNPvuCxx8sLOUwBGhEHVPDosQML6QUXFMpqoNVni4+uqrfTw5EjpCCCEaFVpQbMQRqDkHH7KwhBAh4F/9TDQucY0hcJiHw9redcXOMemJ+7gfQgghRKPBZNiPPgKYQMuW6u5moFznOLc3QtKsEEKIGBQ5VuCw8ytrfrN+thBCCBHz7LWXk+mclQVkZzvNQLnkOse5XQghRMsMV2MXU5aqs7AKAmt3s5Rc9+7dTRk8lo9+6623UF5ebjqpEm63HVWFEEKImIS9cFhwgALHwnX1yBFCiJbtybE1v21XVebS8P+sE56dnY033ngDGzZswPDhw43osY8vvvgikucvhBBCRB72wrEV1SxcV48cIYRo2Z6c0aNHm2ICwYhA+x0hhBCi8aGQYQ6ODVGzJaS5znFWWpNHRwghYhqViBFCCCEsbPjpFjjuEtI2R4fbuZ8QQjQgd11EF4kcIYQQwsImn506VQsc67Hh0godblczUCFEGLz22ms45ZRT0LdvX6SlpeHII49s6lNq8UjkCCGEEJa0NGDWLGDOnJohaVznOLdzPyFEi+SCCy6Ax+OperBC8EknnYQlLCdfD9jsfvz48Tj11FPx9ttvm0Jd77zzTsTPWzRyM1AhhBCiWUEBE0zEZGQ09tkI0XopKAAKCwN/7xgySo9qlCYcKGqeeuop839WCP7rX/9qRMq6devCOs6qVatwxx13YP78+Rg0aFBUzlUERp4cIYQQQggRewJn4kRg/PiaVQ25znFu535RgA3qu3XrZh6sFHzDDTdg/fr12LJlC9asWWM8PPTIBKJDhw54+umnzf//85//YO+998b06dPRtWtXtGvXDr///e9NBWLLrbfeal7j8ccfR69evZCammp6Te7cubNqn4qKCtx+++3o2bOnOTfu/+677/q8Lo95zjnnmHYtbdu2xUEHHYQFCxb4vEYgXn/9dfN+WhoSOUIIIYQQIragBycvr7rYhxU67uqH3M79ogx7Qz733HPYZ599wm5uT1H03XffGYH073//Gx9++CFycnJw+umn+1QiZu/Jl19+GW+++aYRL4sXL8Zll11Wtf3BBx/Efffdh3vvvdeEzZ144on4zW9+g19++aXqHI8++uiqNi7fffcdrrvuOiOOWisKVxNCCCGEELEFQ9RY7MMKGi7d5dxtcZAohZCymT0LBJDdu3ebXo8ci4sLzz9AkREfH48XXnjBeGkI/0/vzvvvv4/jjz/ejBUVFeGZZ55BFt8XmPo3yxQqoLChN4ni5vrrr8fZZ59ttt91111GMM2cORMPP/ywOSYF1cKFC40nh1CUtWbkyRFCCCGEELGHu6ohhc24cb4CJ4r9qo455hgTjsbHV199ZTwnJ598MtauXVu1z2GHHWbCzyhezjrrLJ8QNDfcbgUO6dOnjwk7++GHH6rGevfuXSVwyKGHHmoE0k8//YT8/Hxs3LgRhx9+uM9xub58+XLzf57niBEjqgROIJYuXWqEW/v27TFgwADceeedaMlI5AghhBBCiNiEQoYeHDdcj3JDXua00BPCx8EHH4wnnnjCeHTmsMJiJS+99JIJK3vxxRdN2Ngll1xS4zgdO3YM+hqRzINJSUmpc5/99tuvSrQxx+jmm2/GP//5T7RUJHKEEEIIIURswhwchqi54bp/MYIoQ0HCULU9e/ZUjdE7QxF0xBFH4KKLLgpYiGD//fc3+Th8WOgNotdn4MCBVWOs2kZvjYXV2Ph6FCbp6eno0aMHPv/8c59jc90eY+jQoeb185inFISkpCRzvjzm2LFjMWzYsKDFE1oCEjlCCCGEECL2cBcZYCjX3LnVoWvuYgRRoLi42JSO5oMhYRMnTjTJ/aeddlrVPiUlJSaXhqKFHpHBgwfXOM4JJ5xgQsPOPfdcfP311+bB/7PS2bHHHlu1X5s2bYzwYMGATz/9FH/5y19MhTXm45Brr73W5OHQe8QQNnpiKFCuvPJKs51V1bgvCxpQ/KxatQqvvvoqvvzyy6rXYKEDni89Uh988IEJlwt0zi0FiRwhhBBCCBFbsA+OW+AwB2foUN8cHW7nflGAFc5YbICPkSNHmoT+V155BaNHj67ah+MME6NgYa4LS0D7Q2/Mv/71L5MHw+pnzPXJzMw0Y+5wNXpYWFr617/+NX71q18Zz8wjjzxStZ2i5+qrr8Y111yDIUOGmPNjFbX+/ftXeWn++9//IiMjwxxjyJAhJueGRQ8srMrG86VniA1PeSxbyKAl4vG669fFGEy04k3BOuH8QIQQQgghRPOAXoPVq1ejX79+xlNRrz45DL/yLzJgPTxMsp81K2oNQRsL9rBhr5qWHDoWqfsmHG2gEtJCCCGEECK2oHChgGEfHP8y0RQ8LACQmtrsBY6IHhI5QgghhBAi9qCACSZiotQfR7QclJMjhBBCBAqVCRbrz3FuF0KICIWrKVQt8kjkCCGEEIFyAcaPr1m9iesc53YJHSGEiFkkcoQQQgg3zAFgsrN/mVp3OVtu535CCCFiEokcIYQQwj/W379M7ZIlNcvZKidAiJCI4UK+IgapqKiIyHFUeEAIIYTwh9WbKGSssBk3zhm3AsddzlYIEZDExETTC2bLli3o2rWrT18YIQKJYTZY5f3C/kLs/dMQ1CdHCCGECAY9OFbgEHZcZ0NCIURIFBQUYMOGDfLmiJBJTU01TVgDiRz1yRFCCCEaCnNwpk71HeO6PDlChExaWhr69++P0tLSpj4V0QyIj49HQkJCRLx+EjlCCCGEP+4iAwxRmzbNETg2R0dCR4iwDFc+hGhMVHhACCGE8O+D419kgCFq/sUIgvXREUII0eRI5AghhBBuUlOBTp1qFhmwxQg4zu3cTwghREyiwgNCCCGEP2z0yT44gcpE04NDgZOW1hRnJoQQrZZ8FR4QQgghGgAFTDARo/44QggR8yhcTQghhBBCCNGikMgRQgghhBBCtCgkcoQQQgghhBAtCokcIYQQQgghRItCIkcIIYQQQgjRopDIEUIIIYQQQrQoJHKEEEIIIYQQLQqJHCGEEEIIIUSLQiJHCCGEEEII0aKQyBFCCCGEEEK0KCRyhBBCCCGEEC0KiRwhhBBCCCFEi0IiRwghhPCnoADIzQ28jePcLoQQImaRyBFCCCHcUMBMnAiMHw/k5Phu4zrHuV1CRwghYhaJHCGEEMJNYSGQlwdkZwMTJlQLHS65znFu535CCCFiEokcIYQQwk1GBjB7NpCVVS10liypFjgc53buJ4QQomWJnE8++QSnnXYaevToAY/Hg9dff91nu9frxc0334zu3bsjJSUFxx9/PH755ZdInLMQQggRXTIzfYXOuHG+AofbhRBCtDyRs3v3bgwbNgwPP/xwwO133303HnroITz22GNYsGAB2rZtixNPPBFFRUUNOV8hhBCicaCQmTbNd4zrEjhCCBHzeLx0uTT0IB4PXnvtNZx++ulmnYekh+eaa67B5MmTzdjOnTuRmZmJp59+GmeffXZIx83Pz0f79u3Nc9PT0xt6mkIIIUTouHNwLPLkCCFEkxGONohKTs7q1auxefNmE6Jm4QmNHDkSX375ZdDnFRcXm5N3P4QQQogmFTgUNnPn+ubo+FddE0IIEVNEReRQ4BB6btxw3W4LxIwZM4wYso9evXpF4/SEEEKI4LAPjn+RgaFDaxYjCNZHRwghRJMTU9XVbrzxRuN+so/169c39SkJIYRobaSmAp061QxNcxcj4HbuJ4QQIiZJiMZBu3XrZpY5OTmmupqF68OHDw/6vOTkZPMQQgghmoy0NGDWLKcPjn+ZaAqdOXMcgcP9hBBCtB5PTr9+/YzQef/996vGmF/DKmuHHnpoNF5SCCGEiBwUMBQygULSKHwogAoKmuLMhBBCRNOTU1BQgBUrVvgUG/j222/RqVMn9O7dG5MmTcLf/vY39O/f34ieqVOnmoprtgKbEEIIEbNQwEycCOTl1aymZosSMGSNHh95dIQQouWInK+//hrHHHNM1frVV19tlmPHjjVloq+77jrTS2fChAnYsWMHjjjiCLz77rto06ZNZM5cCCGEiBb01FDg2CIDVuj4l5XmfhI5QgjRMvvkRAv1yRFCCBEzZaTZCHTqVN+qa+qXI4QQradPjhBCCNHsadsWmD69umz0uHHVAofj3C6EECImkcgRQgghguXkTJkCTJrku43rHOd2FR8QQoiYRCJHCCGECJaTs2YNcO65QGmpM84l1znO7dxPCCFEzCGRI4QQQgQqE82QNJaQzs93ljfc4LvO7f59dIQQQsQEEjlCCCGEPxQxDEmjiGFyK5d33um7zu2B+ugIIYRociRyhBBCCH/YCJR9cPr2BV54AUhMdMa55DrHuZ37CSGEaDl9coQQQogWC3vfsNEnc2/osXEzc6YTqkahox45QggRk8iTI4QQQgSCoWiTJ1eXjZ47t7qcNMcVqiaEEDGLRI4QQgjhz+rVwOjRwPz5QOfOTuPPoUOdJdc5zu3cTwghRMwhkSOEEELUhsdT+7oQQoiYQyJHCCGE8KdfP+Cjj4BRo4CtW4EJE4AlS5wl1znO7dxPCCFEzCGRI4QQQgRir72AefOq83DGjavOz+E4twshhIhJJHKEEEKIYGRmAtOm+Y5xneNCCCFiFokcIYQQIhAFBcCyZcDUqb7jXOc4twshhIhJJHKEEEIIfyhgLr4YOOEEp1eOu4Q01znO7RI6QggRk0jkCCGEEP6sXQt8/DGQn+/0w2HzT5aQ5pLrHOd27ieEECLmkMgRQggh/OnTBzj6aCA9HcjIAKZMcaqrccl1jnM79xNCCBFzJDT1CQghhBAxR1oa8MQTTmgahY2trkb69gWef95Zcj8hhBAxhzw5QgghRCAoYAYPDlxdjeMSOEIIEbNI5AghhBDByMkJXF2N40IIIWIWiRwhhBAiEBQyEyZUNwC11dW4znEJHSGEiFkkcoQQQgh/WEHNLXBmz3aqq3HpFjrcTwghRMwhkSOEEEL4k5oKtGsHdOniCJvMTGecS65znNu5nxBCiJhDIkcIIYQQQgjRopDIEUIIIfwpLAS2bwc2b/bNv7F5Ohzndu4nhBAi5pDIEUIIIYKFq1HUsFcOhQ2bgXLJdY4rXE0IIWIWNQMVQggh/KGHZs8eICOjurgAm4GWljrrHOd27qd+OUIIEXPIkyOEEEL4QxHDAgN9+wIdOwJr1zqihkuuc5zbuZ8QQoiYQyJHCCGECAQrqU2f7uTe0IPDMDUuuc5xW3FNCCFEzCGRI4QQQgRi1Spg8mSgUycgMRHo08dZcp3j3C6EECImUU6OEEII4c/q1cDo0cDOnUBycrXA4XLTJmDDBmf7xx8D/fo19dkKIYTwQ54cIYQQIhDl5U5hgaIioFs3YO5cZ8l1jnO7EEKImEQiRwghhPCnbVtgn30cL05cHODxOONccp3j3M79hBBCxBwSOUIIIYQ/FRXAxo1OH5wRI4CtW50S0lxynePczv2EEELEHMrJEUIIIfyht2bffYHsbGedVdWYk8Ml6dEDyMpy9hNCCBFz6NdZCCGE8If9b2wOzuLFTn8c5uFwyXWbo6M+OUIIEZNI5AghhBDB8Hqr/2/zcvzHhRBCxBwSOUIIIYQ/ubnAhAnAtm3A8OFO6eiUFGfJdY5zO/cTQggRcygnRwghhPCHhQXY9JPlounBYT4O4bJNG6e6GrdzPyGEEDGHPDlCCCGEP2lpwNSpjsBhRTUWGWAODpdc5zi3cz8hhBAxh0SOEEII4Q/D0K66qlrgzJ4NDB3qLK3Q4XaFqwkhREwikSOEEEIEC1fLzASmT3eWhEsrdLiP+uQIIURMIpEjhBBC+MMwtBkzgHbtgClTgJyc6m1W+OTnAzfeCBQUNOWZCiGEaGyRU15ejqlTp6Jfv35ISUnB3nvvjWnTpsGr0ptCCCFiHTb63LPHaQjKSmpW6HBphU9entM/RwghROsROXfddRceffRR/P3vf8fy5cvN+t13341Zs2ZF82WFEEKIhsNGnw88AHTpUi10lixxllznOLerIagQQsQcHm8U3SqnnnoqMjMz8eSTT1aN/eEPfzBeneeee67O5+fn56N9+/bYuXMn0tPTo3WaQgghRE0YhnbJJY6gSUpyeuNYOncGSkqc3JzHHlOVNSGEaATC0QZR9eQcdthheP/99/Hzzz+b9e+++w6fffYZTj755Gi+rBBCCNFwtmwBPvkEWLzYETylpc44l1znOLdzPyGEEK2nGegNN9xgFNf++++P+Ph4k6Mzffp0nHfeeQH3Ly4uNg8LnyuEEEI0CW3bAgMGAPPnw/vVV6hok4riLllI3pqNuKJCeFhdjdu5nxBCiJgiqp6cl19+Gc8//zxeeOEFfPPNN5g3bx7uvfdeswzEjBkzjAvKPnr16hXN0xNCCCGCw1yb++5DaXwyKsq98O4uxPbNxWbJdY5zu3JyhBCileXkUKTQm3P55ZdXjf3tb38z+Tg//vhjSJ4cHkM5OUII0cpgOBirlgUSEGzASS9KtPNgcnOx48zx2L54DToWZiPFWwh4PIDXiz2eVGxPzULHEX3R4eU5EjpCCBFjOTlRDVcrLCxEHEtwumDYWkWQ5mnJycnmIYQQopULnIkTnfLMbLxpG3ESlm1mdTM26mSlzigKHYan/ZTbCd64IpR3SkOvvG+dDR4PtnbaD1tL0pC7pRMObpOqpnNCCBFjRPV3+bTTTjM5OG+//TbWrFmD1157Dffffz9+97vfRfNlhRBCNGfowaHACdSfxpZvboT+NCs2p+HhzlORllSCHju+R3lcIral9TFLrnP84U5TzX5CCCFakchhP5wzzjgDl112GQYMGIDJkyfjz3/+s2kIKoQQQgSEoV/04LA8c6D+NBzn9iiHiO1enYvLv78Me+1YbNZXZYzEE8f9wywJx7md+wkhhGhFOTkNRX1yhBCiFeP23FiswHGHsEWJVe+vRtopR6NtRT5WZ47E06Ofwa7UTLQrzMEFH41Bv5wF2B2XjoK3P8Zex/WL+vkIIURrJz9W+uQIIYQQ9YZCxt/zz/VGEDik78FdsbbvUVjadhSeOtoROIRLrnN8bb+jzH5CCCFiC4kcIYQQsevJmTrVd4zrNkcnysSlpyHpycfw2KHP4Ku1mWDrtrIyziTCrHM86YnHzH5CCCFiC4kcIYQQsR2qxhC1uXN9c3QaSegMOzwNV07PwIEHOrUOVqxwlgcdBDPO7UIIIWIP5eQIIYSILdgHZ/x43yIDDFHzFz5zGq8/DTsfUODs3Am0bw/ssw/g1yFBCCFElFFOjhBCiOYLG32yD45/kQEubdU1bud+QgghRADkyRFCCBGbDUHZByeQp4aeHgqcKDYCdbN4MTBvHrB8OVBUBLRpAwwYAIwdC4wY0SinIIQQAuFpg4RGOyshhBAiVChggomYRgpRswLn9tuBLVuADh0cgVNeDnz9NbB2LXDzzRI6QggRi0jkCCGEEEHycOjBWbMGKC11RA2rqyUkOHk5u3cDzzwDDBum/BwhhIg19LMshBBCBICFBhYscLw427YBycmOuOGS6xyfP9/ZTwghRGwhkSOEEEIEYPt2YN06x3vDULXERMDjcZZc5/j69c5+QgghYguJHCGEECIAO3YAxcWO5yYQHGchAu4nhBAitlBOjhBCCBEAW2iAQiclxSn2ZnNyWNyN49zO/YQQQsQWEjlCCCFEADp2BHr1An76CVi50qmqZomPB9q1A/r1c/YTQggRW0jkCCGEEAHYZx+n0MCuXY7AcVdQ4zrH6cXhfkIIIWILiRwhhBAiSAnp1aud/yclOWFqFoatUehwO/dTCWkhhIgt9LMshBBCBOD9951S0V26ODk4hIKGtG3rjG/d6uwnhBAitpAnRwghhAjA5s1OE9BOnZywtJKSaq8NPTv05OTkOPsJIYSILSRyhBBCiAB06+b0xGEVNXpyKGzccJzbuZ8QQojYQuFqQgghRACOO86prsZmn16v7zauc7x3b2c/IYQQsYVEjhBCCBEAFhq47jogLQ3YuNHpk8MQNS65zvFrr/UtSCCEECI20E+zEEKI5klBgaM4MjJqbsvNdWLMqEQawDnnOMu77wbWrHFydBiitvfejgCy24UQQsQW8uQIIYRongJn4kRg/Hgn+98N1znO7dyvgey/P3DYYUBKitMElEuuc1wIIURsIpEjhBCi+UEPTl4ekJ0NTJhQLXS45DrHuZ37NYDFi4E//AF49FFg0yYgP99Zcp3j3C6EECL2kMgRQgjR/GCI2uzZQFZWtdBZsqRa4HCc2wOFsoUIy0VfeKHT8DNQ4QGOc7vtnSOEECJ2kMgRQgjRPMnM9BU648b5ChxubwDff+/optrgdu4nhBAitpDIEUII0XyhkJk2zXeM6w0UOOThh2t6cPzhdu4nhBAitpDIEUII0XxhDs7Uqb5jXPcvRlAPWE0tkvsJIYRoPCRyhBBCNE/cRQYYojZ3rm+OTgOFTt++kd1PCCFE4yGRI4QQovnBPjj+RQaGDq1ZjID71ZPLLovsfkIIIRoPiRwhhBDNDzb67NSpZpEBdzECbud+AWBFtJ9/BhYudJaBKqQNHuzoptrgdu4nhBAitkho6hMQQgghwiYtDZg1y+mD418mmkJnzhxH4HA/P9jbZt48YPlyoKgIaNMGGDAAGDsWGDGier+4OODpp51+OCwX7U9iInD22c5+QgghYgv9NAshhGieUMAE64PD8SAC5/bbgUWLHEdP//7Okusc92/uSdEzfrwjhIjHA8THO+sJCY7OevHFaLw5IYQQDUEiRwghRKuAIWn04Gzd6nhu0tMdwcIl1zn+zDO+oWtlZcDLLzvipl07ICnJETdcT04Gdu4E7rnH2U8IIUTsIJEjhBCiVbBihROi1rOnI1LccJ3jP/zg7Gd5//3qUDUKGYoc68UpLnb65Kxa5ewnhBAidpDIEUII0Sqg14U5OG3bBt7OFB5u536WjRudtB+KGQocUl7uLLnOcW7nfkIIIWIHFR4QQgjRKmjf3vHC7N7thKj5Q7HC7dzPYkPXKGYKCqoFDmGoGz067v2EEELEBvLkCCGEaBXss4+Te7NhgyNa3HCd4wMHOvtZuG5D09wCh3Cd49zO/YQQQsQOEjlCCCFaBSz1zDLRXbo4uTn5+U6eDZdc5/iYMb4loTt2rNtLw+3cTwghROwgkSOEEKLVwJLQN98MHHggkJfnFBng8qCDnHF3nxzCHB16a2qD27mfEEKI2EE5OUIIIVoVFDLDhjkCh0UGmIPDELVATT0ffzy0Y3K/Rx+N+KkKIYSoJxI5QgghWh0UNPvuW/d+W7aEdrxQ9xNCCNE4KFxNCCGECAJ750RyPyGEEI2DRI4QQggRhIMPjux+QgghWojIyc7Oxvnnn4/OnTsjJSUFQ4YMwddffx3tlxVCCCEaTHJydRPQYHA79xNCCNFKcnK2b9+Oww8/HMcccwz+/e9/o2vXrvjll1/QUbU2hRBCNAMGDwa6dQNycwNXUGPz0IwMZz8hhBCtROTcdddd6NWrF5566qmqsX79+kXzJYUQQoiIweIEhx8O/Oc/QLt2Tl8d9sVh4QI2AWVD0COOCK2IgRBCiBYSrvbGG2/goIMOwh//+EdkZGRgxIgRmDNnTjRfUgghhIgYFDPXXgsMHeqIGuL1Okuuc3zy5MDlp4UQQjQdUf1ZXrVqFR599FH0798f//nPf3DppZfiL3/5C+bNmxdw/+LiYuTn5/s8hBBCiKbuq/OrXzlNP/lnadcuZ1lS4oz7NxAVQgjR9Hi8XjsnFXmSkpKMJ+eLL76oGqPIWbhwIb788ssa+99666247bbbaozv3LkT6enp0TpNIYQQIigvvsi/XUBenrPOv5oej/P/Tp2Ahx4CzjmnSU9RCCFaBfn5+Wjfvn1I2iCqnpzu3btj4MCBPmMDBgzAunXrAu5/4403mpO2j/Xr10fz9IQQQohaYQ7OrbcCW7c6uTh8UOTY/3Occ3PcTwghRCspPMDKaj/99JPP2M8//4w+ffoE3D85Odk8hBBCiFjgvfeAFStq3+eXX5z9Tj65sc5KCCFEXUTVk3PVVVdh/vz5uOOOO7BixQq88MILmD17Ni6//PJovqwQQggREb76yvHY1Aa3cz8hhBCtROQcfPDBeO211/Diiy9i8ODBmDZtGmbOnInzzjsvmi8rhBBCRIRQxYtEjhBCtKJwNXLqqaeahxBCCNHcYLPPSO4nhBCicVBlfyGEECIIvXpFdj8hhBCNg0SOEEIIEYSDD47sfkIIIRoHiRwhhBAiCLm5kd1PCCFE4yCRI4QQQgSBfXAiuZ8QQojGQSJHCCGECEJaWmT3E0II0ThI5AghhBBBGD4ciI+vfR9u535CCCFiB4kcIYQQrYuCguBJNBzn9kqOOQbweGo/HLdzPyGEELGDRI4QQojWI2Y4NnEiMGYMsGqV77acHGD8eGd7pdD58MPQXirU/YQIR2QLIeqPRI4QQoiWhxUzFC0UL3Zs7Vpg0yZg/nxg9OhqobNsGTBuHJCdDeTlAYWFZnjxYqCsrPaX4nbuJ0S97staRLYQov5I5AghhGh5UKRQrFC0TJjgiBkaj9dcAxQVOfvk5wOXXea4YU44AViwAMjMBGbPBjIyzC67doX2cqHuJ1o5/velFTpcct1PZAsh6o9EjhBCiJYHRQrFSlaWYzhSzKxZ43hwvv3WqRQwapTj1fnd7xzBk5gI3HWXI3Qq8XpDe7lQ9xOtHP/7ksJmyZJqgcNxl8gWQtQfiRwhhBAtE+uVoeHIRjacIbe0aQNcfLETvlZa6gicF14ABg/2OYR1+tRFqPsJ4XNfUtjYMEkrcFwiWwhRfyRyhBBCtFxoME6b5vyfQqZPH2DECMeDQ5FjBQ7HZ86skSexe3doLxPqfkLUuC8tXJfAESJiSOQIIYRouVC0TJ1avU5BU1zshK5ZgfPEE0DfvjXzJOBooVAIdT8hAt6XhOv+xQiEEPVGIkcIIUTLxJ3MzVCguXOBdu2AhQsd10tCguPBefZZYPp03zyJyhK/338f2kuFup8QAe9L970noSNERJDIEUII0fKgSPFP5mYoEIUNu3fyMWgQ0L27s8+UKdVCp1MnIDXVHCY+PrSXC3U/0coJdF8OHVqzGEGwPjpCiJCRyBFCCNHyoEihWLGGJEUNjcft24GjjwaOOALYbz/gkUeqjUsKnTvuAGbNAtLSzGF4iFAIdT/RyvG/L20OjrsYgUtkCyHqT0IDniuEEKI1w4aF7OcRqNwtZ6JpqFWKhUaHr0uxYs+P52qViBU99vy4TgHE7Qxfc51zqOJFnhxRr/vSDYXOnDlN+70RogUhkSOEEKL+ndtZltm/7K3NOaBCcHlFGh2+rn3tehqXrEsQCj/+CFRUAHGKjxDh3Jf+qD+OEBFDP8dCCCFaR+d2GpbBjEiOBzA8TzkltEPv2AH88EMDz08IIUTEkMgRQggRPq2kczv7NIbqnXnuuWifjRBCiFCRyBFCCFE/WkHn9qQkoEeP0Pb98MNon40QQohQkcgRQghRf1pB5/auXUPbj71FhRBCxAYSOUIIIepPK+jc3qVLZPcTQggRfSRyhBBC1I9W0rm9rCyy+4kWWGkwWPNOjnN7LNPcz1+IIEjkCCGECJ9W1LmdReIiuZ9ogaXUx4+vKeq5znFuj1Wh0NzPX4hakMgRQggRPq2oc/v27ZHdT7QgmmMp9ZZ0/kLUgsfr9XoRo+Tn56N9+/bYuXMn0tPTm/p0hBBCuOHsbqDmmoQenBbSuZ1/fnbtqnu/du34d6sxzkjEdNgmC28wL625VBps7ucvWhX5YWgDiRwhhBCiFjp0AHburHu/9u2dpqCiFeIWCpbmJBCa+/mLVkN+GNpA4WpCCCFEHeIlFLp3j/aZiJiluZdSb+7nL0QAJHKEEEKIICxeHHoIWrdu0T4bEbM091Lqzf38hQiARI4QQggRgIoKYN680Jt8lpRE+4xETNLcS6k39/MXIggSOUIIIUSAXiErVgDLlwN9UnLRFnWX0FXqaCukuZdSb+7nL0QtSOQIIYRo3QTpFcJiAyn5OZhZOB6zMLFOocMCBaKV0dxLqTf38xeiFlRdTQghROuGs9QUOH4lc1d+kYPc0yegTV421pVnYTzmYAsClMuuZNQo4MsvG/XMRSzQ3EupN/fzF62KfFVXE0IIIUKExp1/eM6SJdjrzgnI8mRjfXkWJmB2rQKHbNzYaGcsYgkKgEACgXA81gVCcz9/IYIgkSOEEEK4w3ModMaNg2djNtIH0IMzG7mou5Tutm2NcqZCCCFCQCJHCCGECNIrpMND07A9MbReIaFWYRNCCBF9JHKEEEKIWnqFZCWEVkI3ISE6pyWEECJ8JHKEEEKIWnqFPO6dgAzULXQ6d26UMxVCCBECEjlCCCFaN3X0CukVn43ZmICuqL1XSM+ejXbGQggh6kAiRwghYqT5ZBUc53YRE71CchKykIdOKETtvUKKixvndIUQQtSN+uQIIURTNZ/My/M1qt1hUzS6Z81S+dYY6BWyV1oueu5ehl5Yjxcwtsb2czEPP2M//NRuFPLzG+l8RfRR/xghYg71yRFCiFiGhhMFju3JQmHjnxfC7dxPNHmvkG6Fq/AhjsNzuABjMNdnG9c5Ph+HYnDB/EY6WdFoExFsEmu/nxauc5zb5XEVImZpNJFz5513wuPxYNKkSY31kkII0ayaT9bICwnWoE80KkclfFL1x/JpXFQldLjkOomr3E+0EDQRIUSzp1FEzsKFC/H4449jKBM5hRBCBGw+6SNw3CFsoknZtf8olKK6PjSFzVMYUyVwCLdzP9FC0ESEEM2eqIucgoICnHfeeZgzZw46duwY7ZcTQohm3XzSrEvgxFTBhoRjjsIJeM9H6IzFs1X/5zi3cz/Rgu4hTUQI0ayJusi5/PLLccopp+D444+vc9/i4mKTUOR+CCFEa2s+WSMHQDRpngRLQ3+C0UbIlPv92eQ6x7ldJaRb4D2kiQghmi1RFTn/+Mc/8M0332DGjBkh7c/9WDHBPnr16hXN0xNCiJhsPumTAyCqYf4DZ9rXrAmcJ8Fxbg8lTyIMj9BLLznLvliFeFT47Mp1jrv3Ey0o10YTEUI0W6ImctavX48rr7wSzz//PNq0aRPSc2688UZTEs4+eAwhhGhtzSerDLBgRnhrhSV727XzFTo2T8IKHG7nfhGczV+0yLfIAHH3XrDFCLifaEG5NpqIEKJZEzWRs2jRIuTm5uKAAw5AQkKCeXz88cd46KGHzP/Ly8trPCc5OdnUvHY/hBCitTWfNOPcXpex3trg7PqePY4BaoUO8ySswOE4t9flyQlnNr+gAJdgVo0iA5NxL8oQXzXG7eyXI5oBoeTaaCJCiGZP1ETOcccdh6VLl+Lbb7+tehx00EGmCAH/Hx9f/cdBCCFaXU8WNvqcM6dmbD/XOa5GoMFn4fv2dUTg2rWOEOGS6xwPpeJVqLP5FJkTJ+JiPF6jyMDzOB/zcQgq4Kna1gYqJ9xsqCvXRhMRQjR7PF6v1+11jyqjR4/G8OHDMXPmzIh3NRVCCNFKWLYMOOEE/pGoHuPfiPfeAwYPDv04bs+NxX82f/x4LHljBQbgR/7JxPH4H37EAMzGBGQhG3uQhFH4CsVIxhAswWrv3pF9ryI61PXZE4YrUkQHEs28NyhwNBEhRKMSjjZotGagQgghRESM0ylTALYkSEx0vDdccp3j4eRJ1DWbX+nxWY19sBz740uMxHZ0qhI42cjCGXgNx+ADI3DWQAKnWRBqrg0FTDCvIMclcISIaRrVkxMu8uQIIYTwmT2/8EJg9Wpg2zagSxcgJQUoLXW2Uej06wfcfTfQp0/tRihn6ZnLQ2HkP5vPsa5dnWNRC3lyqoRNAspQgTisRy9MwGzkwjfcMHb/ogpDpXeuRg6Ov/BhyKgafQoRc8iTI4QQouVRUQH88AOwciUbqznFAe65pzpHZ9UqYOlS4Jprau+Xw/GLL3ZC3ih03LP5PMbRRwNHHOH8n3YxMjEV05CAUvTFGvTGOtyBG2sIHNEMUK6NEK0GiRwhhBD1J1i/GY5//31goeHXhyZk6L1hjkRcHFBU5BijzPG86ipH8Hg8zow82w9UVkejLvr5Z2DhQmfJdVOo4OOPnZwensv06cBeewFXX+0833qGLrrIrA+JW4b7cDX6Yi0STemBMtyKW5EB39C4hITw35JoIUU/wui7JIRoHBSuJoQQon7QcLvkEmDrVmDePN+EbXpKPvgAOPJIZ5s1Gm1YEAVKuMakPS4FCkPTtm93jkNBw/4469Y5M/CHHmo8M4s3ZpqXXr7c0URs2TZgAHDhHwswbFblcRiS1LOno1C++so5Lt8P83y4rX17bPl4GdKRj0Kk4FuMQDHaoAu2mpwc/5C12P2LKqKG7bvE+9DtHWro/S6EqIHC1YQQQkSfLVuATz4B5s8HxoypTthmCBgFDo2+f//bCTGrrat8qNBAfOIJp4pa//6OCOGxrEdm7719BM7ttzuNPGlfcncuuX7rvWn4bmLlcRjqtmFDtWeHwunll4FPPwU6dAA+/xydsB0eeLEYI3A2XsJYzDMChzk6zNXpCvVKadWE03dJCNFoSOQIIURT0BLCW9q2BQYOdP6/YIEjdNhvhjkxzJlh+Bg9IjffHLyrfLhQ6LBMNKug8dg9ejjjPCaLEMyYgYqujgeHDhl6bjjZx9ZsXA7fpwBlG3Px9D/TUDHQdRwWKqA3h8LmgQec68+m1V4vyhGHn9Efk/CQ8drwQQ8OhU4eOqEQyt9o1fj1XfKOn4A1byzB9jMnoGhlNrw9GnC/CyHqjcLVhBCisWlJ4S0837FjHW8OoejYuNH5/4gRQFKSk0tj8U/4ru9r8hrRY8T8GubQWKHSty9WXj8bl92WaS4h/3TwrxydNHGFBZiwdCLaluTh9qzZ5hDHvDgBbXdmw8NjsGobl/vs4+T98NheL5blZ6EIqTXC0+jBocDZjTSfU5Mt24jEUi+bnBzsOGsC8pdnm/BI5n9tT8nC27+djT9clmm+DkKIhqFwNSGEiGVaUngLxQrdJrTgKBCs6OD6P/7hVD8L1oemoQKHRixFE//QUVxxfc0adLpxAlLyc4yjid6cL780UWdYMr8QRRvzkJiTjb98Mxadrh6DjV9n48ctnbErsZMjbOjN4bH5qHwf5+IfPuFptuDAFmT4CBxy2GH1f2uinpMFLAnt3x+J6xyvrcpehGGI5K1x08zXNiHeyQF7/cBp+PhHJ3Ry8eJGOQ0hRCUSOUII0cThLcZoj1Q4V1PhHxTAdebsTJ3qO871cBp2uqGIcQscXh96Xdw5Orm5SMldi+tXTsCulbn45htH6CQnAwWpGbg0fjZyyrvg4PL5GFo4HxVJScjP9yBn5S7s2muI4xHas8cxjBnj1qYNUvpk4iZMx2Zk1pmHw+rWovVNFtBr8+ojOfjDd1ONuOG3oawM+OOSqTi4d465B595prK6nxCiUZDIEUKIpsDdl4PG2LhxNRsUNgdoUDIX59tvHYHARH4uOW197LE1+9D4G6T16XHCamhHHw1vHyc0beGewWbJdY4n75WFuC6d8M2PqUavMM2Gp8SQtc3eTExKegQFSENy+R702fk9usdtQp63A8p/XgUvLVN6c/hgmFNuLl5KGYv7cA12oZ0ROsrDiRFiaLJg9fwcnPKvCcgsy8bq4ixckjgXK/ZkIWlLNk57cwKyEnJM/Y0VK6J+KkKISpSTI4QQTQmNMgocC8XA0KFoFtCb8qc/OUUHyKhRwN13A1deCXz2mePNoShhpTUWC4hEV/nKHIzvfknFK/MKsXBtRlV56IP75OKPY1MxrH8h3nw/FRddmWZmzlmPgDUEOKmfWlGA9omFOCLlazycdw6S4spQERePje32Q/edP6NNGy/ikyvLR/fuDZSUwLt4MXbsBOZjFK7BfViHPjXC1NzE7l/VFor7vrI05mRBbi62/3E8Nn2djWxvFq5Om4096ZnIRA5u2zQBXUuysTUhE4/2uxvXzxuEgw9u4twhIZoxyskRQojmYpxFMpyrsdm922lCYwUOc3Mo0J580hEJtroak2Mi1VU+LQ2LszNMGeiPl2f4lIfmOse5vds+aejcuTpqjo/E4gI8UD4Rc8vGYMKeB7E+ri/KPImIryhD751LUcE/iaUlTrjajh3ADTeYwgkeALuQjsvwCJZjUK0CRzQBvK+Y6xXJ3K9wSE2Fp3MnbPBm4cqU2SjrnGlu+7zETNzaYza2J2eiX8nPuHT1dehQ3PS5Q0K0FiRyhBCiKfD3akQinKux6doVOOqoaoFjjcq99nL6zLAR6DHHOPtFoqt8Ze5DsPLQXLe5D+vXO0XdWEuAeouPDkmF6O7dhBEl8zF0zwJsSeiG+494DcWJaYgvL0VqeT6QkOicF59w7bXOQUaNwtH4CGuwVwQvnmgxkwVpaciZMgs3dJqDLXGZPp68bQmZuKfL3VgZvy+6VuSg2y3NvNCIEM0IiRwhhGhsbAK9O2+AHhD//IJgfXRiBYqBe+8F7ruv5qw5hQ6FDLf7ixkKiHqG5jCngc4jpuXQUeSG6xz//nvg9dcdJxIFEB1JFEEMW/OalHDHwxMX50GepzM2pvbns+HxeBCXEAfccYfzZMvdd0vgxCoxMlmQX5EGT2aGcU7SCVhS4ghyLhcVDcINGXORl5KFuI0tpNCIEM0AiRwhhGhsbAK9f95AJMK5GhOG19x4I3DTTY4x6W5wynWOc7sdj0A4zs6dMDk4NgKOYoVjDEfjkkJm+3bg55+BIUOcdRqdrAadkJ6K3LgeWICRJr+mXclWXPzJn9At73sUetqirE1beKiKpkxxnmCZOrWqbLRo+ZMFFCe8fxYudJahVERr3x7o0sXxJtJxSXHDQhdcUrt0HZyJR4fPdhqDNudCI0I0IxKa+gSEEKLVQS8GvRyBmhjacK7mkIjsLuFLo43Z/8zTofeGQsEmgrPC2uTJjhX42GMNel80Ju3L0ICkEUoRY4ui8bKx/yj3oVeHYsjus7ssDVPSZ6EsvxAZFZvxrPdP6OVdiyRPKZa1PQTvD7wC16y4DIlWlL3wAjBzpnkfLBvtbgQqYmiygASaLLBNdcOYLGBRQIZD0ltoC1pQuLDfbW3NPFnJnPstWuREb1qBw3uRXsQffwQGHJSJ1LHTgIvHNU3ukBCtDFVXE0II0fBwITaIWbXKiQ+j+6R7d6ec9PTpwDXXOBXY+Dv+8cdAv371fjnOql99tXMYemyKix0hQ4FD5ws9OiwZzd6gfBm+JP/K0ejkvgxli9+ag4d3j8UhFfOR4C1FRXwi1nYegfw9yeiZsAk94nNN6FHV+U+Zgq/fyDYNQcdjjmkCWhux+1e1BVJZbS9gqFeYVcsocNi0k3ldViBTTG/Y4Ojzm2+uXej4P58vzVOzz7/98hwMmdWEVeCEaAGoupoQQojGwc6a06qzjTTp3dm0CZg0qVrgkIEDq+PM6gkLCbBqNUWLKQmd6ugqChwapJy454OChsUHKDiYq0MPEBuCpu7Kwf27J6B7XA6Kk9KwofNwrMoYibYlO7B3yQ/Y6O2OtU+854i0du0coTN7thE46o8Tg9giEYEII/cr1IIWtYWuUQBRCB14oHNvMn+My4MO8hM4zbXQiBDNDIWrCSGEaLjQYX8cqg+GplFtUOxcfjmwcaOzj63AFoHkamoPHobeG86U88H/c4zlpBkixNOgQ8kWKeD/C1bl4m9bJqBHXDZ2p/fA6tS9kVBUgKf2vRd/+nEKunodI3aXf+pQZqbx4FDgqHx0yySUgha2mee++9Z8Pu8bbmPY5CWXOGO7djniep/0XMT92S93yB1SZ4VOffpGCSGCIpEjhBAiMiV86cmh54NhaxQ5VBq0EA85xLfEdANhgQEKmcMPBzZvdkQOPTq0H+npoaHJ7cyj+Pprx5FErw4KUpHn7YQ4L3AvpuOGzVOQWb4VJ38+Bde3n46biqegvE0KBj18DZC/2XH98OBpaVUhal2RK7HTAvEvaOEP7y/qde4XTh6PEUQFkc8dEkLUjUSOEEKIyJXwZYjaH//oiAObeR3hJBXOjvPQn3/uvIwtOkAhQ08OtzFcjVWuzjvPycNhTkRa3zRM+d4pPJCzJQM/eGfjyfgJ6OXJxg0FU3CfdxJuKLwTyUsXASmJwPPP+8yss8IaCxAwbG0iZknotCDcBS0ChfnzPuN27hdKHg8LEKxda/N4WkihESGaGcrJEUIIEZkSvkzSv/NOJ0GGLhV6dvh/WoJjxkQs74BhQHxppv3Y6lVccv1//3OKEjDZm0XeeHo0QNm2h6dZGJeGrXGOocnGjeO9s7GuLAtdi7NxZ/m1yPRuxp7SRHhpjLJCXOU5W4GThWx0Qh5S0YiNG92luf2JUGnu1o6tjsb7xq3J+X9W5qOXhmlavI/qlccTodwhIUToSOQIIYRoeL8fdxU1hqgdcQQwcmS1YcdxCp0GNjilwfjss44hyZfm5Hh5ufPg/zmLzn323tvx6DBiji/J3osMJWLlNXp9qL94mgXetpjpmWRahCYnAXFJibh9/xewu0tfZyqepbGXLKkSOCxAwFLSdVVYixgUMBMnAuPH1xSJXOc4t0voNAhqcoaX0eNHQcPCFry8FMz//a8jfn76yamETs0ebh6PEKLxUbiaEEKIhvf7obqgxecuMmBURAFw2WXA/PnOdu7XAKxhuf/+1X1yWEp62zbHaWQrrdG4pOHKfWwJaeotCiCeFgsRtCkrwIOFF+Po8o+R68nAnqJEs+2EH2bi86uuwolPneNYtxdcgCzEVQmcRu2V4+5FRLeUzelwhwna/eQNaBC2OhpvXWryX35xxDPvG3pmeM+4w9AYJknhTK1Pb4+NzmRIG++j2vJ4hBDRRyJHCCFEw2ECzFFHOTE6tsgAXSi0ELlup8m5X4QSxG0PHM6s0+Dk/7mkuKHYobeG63xQ3HA7t9EA5ViP0jU4yvsx2iEfdOVcnv4Cxu+eiaySNci67xzs6dYOKXtyK+ON4jAV0xq/GSivn38VLjaQZKEHd7UuVeWKmNAZMgS46CKndgYLB9D7Zz01FDsU2QxD+/OfHWHz2We+uWHcn7lhzAvjgxqVtxDvPSFE46FmoEIIIRoWSkUrjoY2lYdNrraeBsaUWW9PBJKr6bnhS/KwNDC/+cbx0tjZchqjNCiZJE49xXGeJmfk2SCUwoe5O+2LczEb49EHa5CJXOQgAxvi+uJBzyQ8W34u0rETiXEVSNh/b3hSUvD1IoTsyYnKX1V/zw1RI8kGYcs+8x4xpZ73cYSI+x4LZHrYHk0UOdde6zSg5b1mG9JyG5eEgmfQIKdFFHV+bc1EhRB1o2agQgghGj+UiqFoVuAwl4VxPdxuhY8VOA1IlrcJ4qykxhwJGy5khQWXNDZpwNIYpfHKdcKQIhqk3IdloFklbS364gS8Z5bdvdm4y3stdsR3RBwqUOBNRU5KX9O4kQKHOTnMzWERgkaHQoYeHDdcl8AJG94br7/uVN7jbcpUMoqaq692vIKhlJOml+fll31zw/jg/cXCGPy/LSdN4cQwN1Zhs/k8QojoI5EjhBCiYaFU7s7tzPCn5cikBoodFiRwh1I1MFneJogzP4LpMvTc2Flzemu4zrwIemwYKsT9uU6hw3UanxyrSE3DXzDLNPn8HoNxMxwBkRxfih7ejdiY2AdfxR+KW3vNRcXgocaD4xY67JfTJL2I3HA9QhXrWgsUGeef79yq77wDrFzp5HPxvrFChLeyLScdCN5DFEq8/5gbduCBjiCiwOFzrNDmPUihTTFOT49PtTUhRNSRyBFCCFF/bENDK3QocLikhedXhtkn5Mp6eOoBQ36OPtrJgaCBygcNSxqqfLjzbvhSNlzNFh3gvjy9kqQ05MVnoHdyDqbHT0U8yhHnLUe5JwHtKvIxo/1dWLYl04Q0eeHBVXjACB16gOgJarJeRHPn+gpLCZ2QBc5ttzkV03gPdOvmiBPeim4h8tFHjnjxLydNuM7x3r2d+4zP79zZEd308LB/LJcc53Y6L+nRYREDfmSqtiZE4yGRI4QQIrKhVJzGfuEFoG9fXw+P21BvQLI8jVUaqhQqNDCZa0Mj0woY5uownIgeHgodW02N+/NhRU7HjkA3Tw4eLZ+AnhXr0Mm7DdvjuuKHpGHIRQZuLp6CzmU52L0qB3MwHvfiaryBXwdsBHoK/oWBWIKo9yLidRs6tKYHrYGluVs6tqeN9f4xzMy2cmLejFuIsLDAMcf4lpPmfcQl1zl+5pnOPUXPDcPbGApp70He/rbIhRVC3E6hzddRtTUhGgeJHCGEEJEPpZo50wlV8/fwNDBZnsYmD83QIBqbDEFjDoStnkZD0lZas14dGp8UNDQ+GbrGMTqRusfn4pGyCcgoy8YmbyZ+wEAklezC7qJEbI7rhp5x2Zi6Ygz2nT4We+MXnI43MBuX4nj81+ecfov/w7/weyzGgZEXOu5eRO7r5vagcTv3E3WWHuel4j1i87Qs/kKEl5VlohmKRk8Pn8/lQQc547/5TXXzUIpq3nO8t2zhCwpsrttQSW6nuOHxmarG4gYKWxMiuqiEtBBCiMiFUrnLGzNUbdIkpwRVBJLl6cGhwHn77WpjkrPrhDkUNCZpoNKgJFyn8UqBY3MsuN2EqrFRaG4qtqGTaQTKnBtimn56s7G1tAtyKtIwIHk5Ugu6oABpZr84ePEq/og/4BUjbChwuM5CBaQfVgMYiqj0IvL3fPE6zpkTkap1LR1bTICX0IoOChALx3h/8H7ivcKCFSwfPWxY4ApshLlhFCwsgmHhvcWPyvbLIXwtipvvvnOO/dBDjvCmSFLFNSGihzw5QgghGhZKRSuPbhX/UKo1a4CzznLcLQ1MlqfAYVI4DUUamRQuNByJzb/hOo1MO3vOB3UADUtCo5P9c3g6FDk7ytJM6BmLD7AsNB+2wEAXbEV6+Q5s9XbBzva98Fu8iT/gn6hAnBE0FDZ345oqgcNxCp+38VtEHAqYYKF97qp1Iij87Hkf8PNneJotEGDh/cNtzO9iuWeKGcJ7jWLn4IOdpbvXjW0eevjhzj1HTw+XfB1bVY1CnMe0IW8UNjwOPUqquCZEdJHIEUIIUT/oQWjXzsnWdluMVBYMVWNDGsYAbd8O/P3v9U6Wt/kUfBkaiEzuth4bzohbQUPjlQ8KINr9fB5zcyw0PJnDQzFkT5e5NVtQLSAodNj0k5QiAUWlcXg8y2kCSs8NhYwVOpNxv4/A4XYRm9jS47z92KiT9w1vTYpd3if01PCe6NkTGDMm9Mad9PRceilwxRXAfvsBvXoBhx7qfAXo0dm82RHVzAFisYw+fRwxxXWejyquCRE9JHKEEELUDyoJhp9x6pvT1Va80MMzebKjRGhNshviXnvVO1ne5lPQALVChgYkxQofzH+wLXt4GhQ/3Ie4ywDzdGhUWg9QINgDZxqc/CLT5d4LHPbu1KreOBQy92OSz3O4LoET29jS43Q4Mp+LgoSC1woRftajRwO33BJ6+Bg9MOytc+WVwFtvOeLFhlDy2HvvDRx5pCPMjz3Wqd7mhq/Je1oV14SIDhI5Qggh6k+/fo6bxS1eVq1yLDdalqNGOVPVDKuqZ7K8uzkjDUMbNmT73lDU2GRvOwNPcUPPDQUNhQ0NT+qv2qpWU8iYnBxkm5C1izAXGz1Z6Lynugkoc3Cuxkyf53Gd46Lp4OfPZP6FC4Mn9dvwMhYToNfGCpFf/9q5LZ99NjyBw1AzhpzxVqZ3iMUEeY9S+/NrwErfjM5kqFywiEJ+BVRxTYjo4PF6/avAxw75+flo3749du7ciXT6doUQQsR+AQJCdUFRQwHkX2iAHpwwkuVptLJ3KI1J/imgaGEJaXpt/GFORPfujleHpaVptH7+uXN67qprxG0Is7kny0RbgcPcnC2eTNND59nUCUjJy0Y5PDgIi0zxAYao0YNDgeMfsha7f1VbJhQcvM3o7aNgoLitLamfn7u7mACdjNTlwdbdxQbs8+nBocDh69j7ifCz53mwCtt99zmv4753/aH45r3K2hIU70KIyGkDVVcTQgjRMNhtk5YeQ9fGjTNVyIpL47FizN1IWeVBv5QCxKW7BE2Y/XFsPgWNSoYZff21k08RCOZYsKwvjUrm5jD8aPVq4IYbnO3UYNzHv5s9m3uyySehwGEODm3X7LJMvHzcbJz3ymk4BAvNmFvQfI7Dq4oPcOl4dKJQfEDU6lGh8GXoFz0p/Gx5r7DyGT03/kLHFhOwz2dkpRVIvDesULJFBPwFkzt80i1wAoWgue/dQIKI9yoFkS10IISIHBI5QgghGiZwLrnEsdbatDHhYFu3OYbi7iuuQxmKsCijJ5KefAzDDk9rUD4FK6u9+aaTU1Gbt8QWFqDByh46zMNgjg4rr61cWR3e5oYFCG7ADHTGNiNwiG3oePCpmZj+yo14FX9APLw+RQZsMQJuY6rPavSr13sU4eMuSOEWEDapn0KEkZIsDhCokIC/QGKRCgpoeld4DIoPppRx7PvvnXvwkEOcOho2fDIQdFJu3Oh4guy9S8FlhRG383vCrwzvzXAKHQghQkciRwghRP2h4vjgA7MsS0rB920Ow91d7sYNeddhyM4vkFS2B9sLuuKvt23BJXelNbgnCIVLKOFgzNeh8cribzQg+TwKHD7Xhqy5j9MWBbgTN6IT8qo9OZVGc1l2Di7DYyhBCkqRiBXwjSvi+k50wC60w1ZXpTYRXcLxqPiHgvkLJLJsmSOAGeZIgcL7hbk29Bpy25IlTt4Nt/P+oscoULQMBYzttePOBbIhdRRA3H7Y0AKc//tCDBkR4J4JM6RTCFETiRwhhBD1h1bi9u3wlpXBW7YHe4qKsJWVzAqKkFi6B/EoQ/uK7SjP3YpnnukXdFa9NqxBSgN0//2B+fPrfg5FjYU5Fpx55ww9K1yxsrW/UEpFoRE4zMlhkQEKne0Jmcjw5mDf+yagAzYg0UicMryHE3AC3sP3GIxBWGbWU7EH5Yg3niCgW3hvUNQLd0GKujwqdQkkChk++BwWsGClND6X+TIUNPQOcjufZwsb0KPDstD+IWhsG8XwM27nvvw/hY67sWiHhALs8+BEeB7KAwbP9s1bs/ltjLlkso6EjhD1Qg5SIYQQ9adLFxSndUJ55ZzZCO9izN51NoaWOh0Oy5CAHZ5OKEjuYkJ+6lMq122Q0t4LRSRR5ND4ZLgak8g5c85Zd65TLPnDXjm2EagVOkO8SzDHMwFdCtdjO9ojDmVIQgk6YrsRNr/HP/E+jkVH5CEZxeiA7fCYoDURMKwxWMlwjnN7PRt82saeFA90LNqeN/4eldoEEu8XhqtRmFAEV2p3c2o8Pu8Z3k/0DFJ7UPQw3Oyrr6obfXLJ6m58/k8/Addd5xQdYJGC7z4vQNzW3KrGov2zCuHZnuckiTGejTepfwEPKqzaygEKIWpFIkcIIUS9qejTD3ed8ikWpR6BIrRBqnc3epWtRop3t1n/BEfg0LJP8dq3/fDFF8DLL4dfCthtkLKYQCgih0YuZ+KZC8HnM4mcpYN5vGCNFxmi5hY6j5eNQ0/venTBVrRHHhJMSQUYQUOh8yzGoAu2IRmO2ygBFTgUX4R/EVs6FDC09sePr9kElusc5/YwhY5N6v/xR5h7i1X0vvzSWXKd42zhFCip3y2QCJf2QcFCbw7vIf6f9x7/z4az9PDwXqLjxYZBssofhfiaNdX5PAxrY6gbBdEPXxVg67kTseNM1/tn8Q3WrWYda7om2aSHSytwWGad28Ms0iGEqEYiRwghRL2hcff5pr3w9AGzUOJJNt0zE70l8MCLIiTj6rhZWJewlzEIaSw+9BDw4ou1N1ekvcuKV1xedZUzW86QIRtm5p9/EQwaqvff79iMtmcOiw/U9nwKnamYVrVeUVaBldgLifBWShxUCZ02KDJV1Sx0EP2IgaGdXGvCdmq1fZSsod9ArwXvqZEjncOsW+es2xwsrnOchQICiWIrkOiNoejlvUV4j3DdP5yRYobHocAhvI94T/H1rrkGuPtuJ++H5cvpqeE4NRvv2z5dC5FUkIddy7PhHe96/8TejFRHf/6zr8DxL70uhIgdkTNjxgwcfPDBaNeuHTIyMnD66afjJ/pwhRBCtAjoJUnJz8Flq69BsqcYXnhQgiSzbINi3F1xDbqU5xjDkYYfQ4LuuadmyFig5oq0//75T+C225xonk8+Af7zH0e8hAKfz/Cljz5ycnlo0Nb1XDb8nIapVesl3gTsLk5AOSpM+Wif4/vIHifJdS/ob1wNrNfC3TCWWfwN9FrwnlqwwNECffo46wxH5JLrHKdADuS5s1XPWN2M9x7vEyuGuD//7xZHFD1u8cP7NznZGbPlyjdvBnr1cjw71qPE5bvfZOD6DrOxujQLxav83j/j4piwwxOmciIsxS6BI0Rsi5yPP/4Yl19+OebPn4/33nsPpaWl+NWvfoXd/g0KhBBCNMv8iE5lufjrL2PQd+N8JFUUYTfaYhX6mWUyijAK8/G0dwy6x+eaMs40CDnL/v77wStdMdyH+RCcE7PloGlwclacRmyo8Hl8TebzHHOMY5Ta/I1gAoe5OLYh6DjMxWZkYmjFt+iHypyJOjgDr4R+gq0JGu1uoTNuXIO9FjZXiwL20EOBww4DRo1yllznuK2uFghb9YxeHTqRKFwYkkZvjdvjx3uP/+e9aEUy7yMbPsnQNxtSSRH/zTfOvcz7jdu4XLU7E1d5H8C2uC6+758qy7qH+AJk6tSaYX1CiNgSOe+++y4uuOACDBo0CMOGDcPTTz+NdevWYRGn6oQQQjT7/Ih+GbvRa+cyJHsLsQep+BKjcA7+YZZcT0GhqUCWmbbbhPfQ4KOhyFnvYJWuKEKYj0OjkX1KGCpEo9HOsIcDDVEeh6KJrxnMk9MVuT4Ch7k5SzEU1+MuU1MtPsTX+wmV9YhFTShk6KVw0wCvhTtXi/cNBS2dQVxynZXSuD1QdTW30Ln1VqBfP2d/ai7+n2WieSyKHneIJIU2q6zxPub+gwY5IsmKGdtU1PZl4vO47JpSgKsLpyE/txheexNyyZ15Y3JyoXdv51r4h/UJIWI/J2dn5S9NJ07lBaC4uBj5+fk+DyGEEBGEU9Y0qJiRHyg/guPcHmJ+BAVIaZmnSuCMxTNGHHBphQ5D1+iB4UtwSaOvW7eaxmqnpAK025Nr0hNoSNLApLihYdmlItdsp+gJNSeH8Lm0GZnuQA9S0MuCVOShU5XAsQ1Bf8Bg/KHde9iFjnW+1i6k4V7cGPrJtTZ4A9BL4aYBXgv/4gH+8Bam8GC6j7uQhT/MpWF5Z27j/WzLj/O5NFes8LaeHHoa6cFhcQHbyJNCh/k4tr2Nm5TyAnTctRa9Ezah17bFqFi91nH58LvGSV9WyLChenfd5RvWF8zj2sSV7YRoDjSayKmoqMCkSZNw+OGHY/DgwUFzeNq3b1/16MXgViGEEJGDFhiTY2hYshyUOz+A6xzndn9LLQgzn++KDzEaX+BQI2ysOOCS6xz/CKOxubyrsesoWhihc9xxvsYq+4b88dOJOP+T8SbHh6FDtL1oWHaPy8Fs73jcXzoR7eMLqlIXQoEhb8znqSsXZzfSMBGzMB5zzLmzOSi9OzRws0u6YkPl+6oNPudgLAj95FoT7iIDNOLnzvU15ushdNzFA/xDELnO6mrMtbnvvupCFixswRwcN99959wffLAAAbUHBTG1h/XasHQ5BQ/NEqbPsBgaQ91sc1sKnRNOcKqvUbRTzFO4JxQV4Lr1EzFt99Von1Jc1YzWVFVjmBoVGp9g85ZoH9mwPr5giN/Dxq5sJ0RzoNGagTI3Z9myZfjss8+C7nPjjTfiav4CVUJPjoSOEEJEEE5vU23QqLKzu8wPoIXHdY5zO/erowkhjcXnXk/DGjxmmmmy14wbK3ToJSmqSDOzahQNDAdyh53RWB2ydyHiv81Dh7hsXP7dBCwsm41VxZlG4MzcMwE9kI14r9O0Mz4+9OaItmdKKFDo8EGxMgsTTXPQKd7pmFEyBe1QtxHIt8SeOdSKnOUXlfC+8i8yYHN07DiXc+aEVXzAFg+gKLHhjtQEvHUpcGjD82WoJxjSRj1Bxwn3twLFFryg+GaxC/ZysgUGeHx6injP8vmsomY/V2oReoDc8OtCAU5PpM0d65FQiO6eTTiwdAE8+cDP7UagS1Yy2q7ZhHYFRUjweOCxtaqti5InzWvBN9PQRqD+le3stXeLTrufmo6KFkajeHKuuOIKvPXWW/jwww/Rk79CQUhOTkZ6errPQwghRASxM8a01hhzs9YVOmNjcEKodGWNQ+a6UBj4CxwLx7mddhx/0g86yDEi3cngNCb/cGkGnjxkNtZXZKHjnmw8UDgB+5csMQKHeTKbE7JweSLDyDICNvMMBl83HM8PoZCiwOHr3onrUeBNwQb0dhWLDgwLZ3+Go4yIEy5orNMr4V9kwF2MoJ5eC1s8gD2QaMvzvmJ1M3t4lnPmfUcPC5f0/FDQPPOMoytswQsWKeB9Sa8iHZkUN7bCGj9PPvf5553TnTULuPJKX68Ql08/7ezPkErm9HTtChSkZuCvHR/BnsR045XM252EqWsuRtz6tSjdU+58d/od4nzv3O+f379IiI4oVbYTojng8XpDneMKHx564sSJeO211/DRRx+hP6dJwoCeHIatMZdHgkcIISLIsmVOfI0795G/s++950xT1wKNQRp4nBWnUfj223W/HI1Nm/dAQ/Tee50xNzQUX30kB6f8awLa7co2+TRka3IWbuo8Gz9uzzQOJ05427yJuuC+NHDDEUb+lda2oyMG4Tt0xxaffXahLdrBNyHkEVyMKzAnZO9Rq4HhUPQWBDKmbSJLA4x6e1/Rc0exwxA1enACmQ685bkP72H2UaK+4ufFks8MTWMumK0JQGEyZIjjKaIniJXbmHvD/zNMjqGXf/2rI5r4fAqkX35xns+3w2PxtbKKV+GugsvQHZvQB2uRiFJT0GKdpw+2JnTHrrsewW8m7YWo4e+5IerHI5oh4WiDuGiHqD333HN44YUXTK+czZs3m8cezhoKIYRoGmjwTJniWHd0c9geHVzneB35Ee5qaKGWdObsNme5aedylpziKGClq0czUXHbNHTLBNLaAgnxwD3tpmFdcaYxQBk2xGU4hCtwbKjdVXgA+UjHwViIrqh0D1TyIC7DJzgaG9DdZ7yP+uQEhhZ/MG9BPbwWFDUsJGALChCGj1E48zamQOa9EghbdY1FzbjkOr0/NE1sYQKmy/CUKJKZ08V7iPctx/29QqzO9tprjn5gmBwFDsURdR0FFe/7H4r2wgOJ16OvZy2SUIoyTyKmdn8Cual90b5sK9JvvQpl2TnNprKdEM2BqIqcRx991Cit0aNHo3v37lWPl156Cc0CVSQRQrTU/AgmjnCKmQKHVh6XXLfFCGqp6uRfujdYtTN38r6tUMXZ74EDgX3Sa/6G0pNz66U5iLtlKrZuAyroDfEAV++Yis5lOca4tDPt0YbnPhXTEI9SlCMOxWhTtY2nNQoLsAvt8B1G4BsMr9p2Er7AQCyJ/gm2Ynif0AvDfPlABQVCqbrG7azwR48gU4WXLnUEu63mzPubwob3LI9j7zvb0obYXB16cBi2SSFP8WM9OHwwDI7ia//yZZhXdi4SvaUo9SQiO7EPfpv/LGZ2mW48lR0KspF3RoDvXaTskAhXthMCrV3kMFwt0IO9c2IeVSQRQrREKGhojdkiA8wFYKUrLm0xAm6vJT/CbURy10ChWTZ5fw7Go6s3x+xD7w/De8adkoO4P/v+htJAfeqapfjdK+cgsywbezpl4aFhc7HBm2XW5xScg4EVS41hGU6vnPqGjXXFFvTGGgzFUsSjHGvRF5vQ1WyjphuJReiHFbgOd+NuXGuED+G+lD0iOthcsK+/dpyPth8N1znO7XVVXbNCmx4f3u6sosZjUMBQ2NgqgKysRsHC59AzZBt/uo+1fr3jubGeSj54HO7H4zB0rXxjDmZUXG9C1Ari0nFF1mvYmNjX3NeTtk7BzK7Tke3JQn6CX15SQ+wQtzjyr2x3zz3qxyNaBY3aJ6dZ4V+RxL+XBMe5PcReEkIIERPwN4tT1lbgMCZ/6NDqYgQc5/ZaftvcRmSwUDB38j5zW+K25JiiA7dfnoMhs3x/Qxki9O59y3DXx4diWP6nKGnTDs8dORuf5Q/F9R1mY09CO4wq+xTv7jwU5w5bZo4TTSjQ7sCNGIzvEQev6fOzBV1NkribQ/ANLsRcvIDzjfCxtEdedE+wlcL7hIUC6GykAGHp56++cpZc5zhzYwirrlFQs1oay4hTYHPJdQp0hkb+/e+Ot4XCmXqAXh3bK4cChUvr7SE8HsPPrHCy+T/05lBsWc8RxxniRu9OSXYublg1AZnIwddxI3Fhr/ewsO0xuLHTbGzyZCGjJBuTcqdgets7sOaaWb5he/W1Q9ziiLl3boEzfTowc6aTPOQWOpHoxyNEjCGREwxVJBFCxAqRDJ3lTLFb4PhXurJCpxZPji3dS6PPv+eIu6oam2qyuSaFzl3bJ+C+sUuqBY7rN5Q5Pht+2YM4TwU88KLH9u9NgxMarj2Tt2D/8u/NeBwq0LHNnqhPPPfGWozGx6agdBGSsRgjkI6dpoy1G57TZNxvhJCbDGyN7gm2UnifLFjg9L5hDg1DyOgx4ZLrHJ8/39mPIuaQQ5x8nS++cB4MK+P9SjHECmn/+pdzK9pS0RQ8DIkkFDIUPPxq0ctD3U8x9dFHwJdfOp4eih/qCxY4YK0OHoNFCtlrx4p/lk/fVtlkdkzZXMzfNdh4jpbmZuKi8tlYU5aFTcWdUJTRB6NPTYuMHeIWR9df77iZrMBhzh3HqeJs49FI9OMRorVVV2soMVFdTRVJhBBNiZ2VpdHi/7tjf59opNBqCzV5O0KVrmgwskCbLdlbW5WyfVKyMWhg4N9QJo8zt+KE9l/hL++diuSy3SiMT8e1bWZhRsFEpFXkm0pmk/d7C+9sOcTMlNenmEA4npw5uNgInRxkmOpqrIq1N34Oqbnc6XgF//KeEb0TbKVQ4Pz+905SP0PH/OFXhNx5p+NFYVQWvSu8lSlYOMb7huFk9ESySIBdZ7lnih3uR88OPTamEW13RzxR5HCbDUnjMSlueO8fcICT0sZqg3wEup/aotCUP7fYkMvOFbkoiU/FPsPTTGsc21y0wXaI+znch18wenD8exVFoLKdEK2yulqLQBVJhBAtLXQ2QpWuaJDtVUvVWxp3DPViAn+cx+83lJZkpQfK5visSBqIx49/GUWJ6Ugpy8dD+WPRtiLf5DFckPoy3lk90Bif4fa9CReGpY3HEzgN/0IeOmI4vkUvbECpT1BacA5QTk5UoGePuTGBquuxUACdExQyLE9+yy2OAKH+5/1Frwu9NLy1KV7o7eGSAofihcKZ/+d9yOPT7qdAoteHU8H0WlpnB4/Frxyff/zxzn78v63yFuh+cgscwtfkY6snA552aeb5DLWz1d0abIe4exDxt+Laa2sKnEj24xEiBpHIqQtVJBFCNCUxHjobrCOALTzwDP6Eu3Gdr/F23XXAn/5UlTTNHJ9hexfg/I8vwqmLbsPrB01zKrJxXy8wPWUariu8DQ8XX4SuKQVRFzmWa3A/hmAZklCMUsRjCzqF9Dz/stIiMjDvhSKEQscdg0KBQ28LlxQyTDehEOE9RKFD4cP7lN4TjlHMcF/+n+KCYWrc3+becBsdHCwowNeiiKGo4TjvY74Gn8uwNHpxKIAYJhdq1Chf39b2oKCy4oz5Qu4muQ22QzRJK1o5Ejm14V+RhBWI3IaGhI4QojFwz8ry92fcuMCzsk0ADcFghQe6YyNGYgFGYT7y4ro4v6HWImTsEZMTCguN8XnhMWtwxPa30H/Tpzj3s8sYS10pdLymieLh3k9xKt5Cj9I1QYVVpPNyjsP76IhtaIMik3eT7tf4Mxh/xD+jfn6tEYao9erliBJ6dWyhAAoQ/p/il9ErHKMI4jqFic2foWCx9w63U2zw3uM22/yTQsWdU0NBY5/HJffjg8/j2MsvA2ee6RQfCDX4n8e0D+uV4jnyfdCjVKcdwu87k38C2SHuHD1N0opWjkROXb0k3IaErUDkFjqqSCKEaAxidFY2mMhx8BhvDG2/CmsBui1BV4OdAQM9iE9JNCWYE7zspliGeXvfjgRPmWmemIBylCDRhL81Rp8cDyqMN4p56J7Kda9Zq5u/48qon19rhB6/kSOd/Bk+bNgYxQc9I/Ty0NvD+4O3GUULl3zYW82WiCY2V4djvI/pDWKfHMLjEY4HKkPN1+aSuTrU68F6RQXCiib7cAstnya5gewQxofSVUWh4t/Tyl1WmuXdNEkrWjkSOcGgH5nBvP4zpe4ZVVUkEUI0FjE6K+tjlLlgValN6I75pm3mSHTFNscDxfghWqqjRjlZ3fY3dOtWJBbuqnp+QlwFLtzziFla2mEX9m6/1achYzRgA9N7cS3KEG9EFSVOGxSjXYieHBYeEJGvEGir+rEAIO87zjuygABvIXpFKBLo4bH5NnxYKEgoZmwujC0VbQsN0BNjixlwjIKpLrgfn8MePatXh3wlfEQXz5HnwWXPno6Qq9UOYe4dlZF/Tyu3x4euqMsuqzFJW/HYbBS0z8Lun7NRcO4EVGzWJK1o2TTCfFgzhVM8rFYUqAIRf2hYBkUVSYQQjYF/yAo9OBQ4dla2CUPWbMndQMnWN2AGOmOb8cK86B1nPDrGtmPZKz6R5ancv6Eex/Njlt4KJG10sr69Ho9pJM1n78wHdka5PRkF2mZ0xyIcZHJyOmK78TCFOlmfjd7RPcFWXCGQxS5uvtnpl8PeN7T3KTYoEhj6RScH1yl2KHqs0PH3tHAfFrGgRuD/KZzpYeF+9ATZ/jl1haBRUNEUqBFmVgtWcNlz4jq/Dhde6NfoNpAdYnP0eM0IXUn02tjfA/4+PPCA8xvBC1J5vVkJcd68TGwqn42JWyagML8T/nd7Ks4ZH6SimxAtAJWQFkKIWIaztQxB8c/B8Rc+nHhpguIDp54KvP12zXGGej2KS0xvmVIkIzN+q9E0XToDqb27OBYlz/uxx6oN23feAc47z7EY/cLa9iS3x++Lnse7+HWVt4VixL9BZ6Tg+TOv6AAswr/wWxMyFyrv4gic7P00KufVLInCPUxhQoFBx6BNUevRwxEOFD58SRuyRtzigf+n+HGXgmZxAVtkwAocHqcuC4keIIttBlofaOIw7G3//UN8Ql1lpV1l4ilwbr/dyfuht6hbXC62F6diZU6aSZGjaJTQEc0FlZAWQoiWQoyHzgbrV9MVW3AMPsRR+AyH4kvklnfBOO9cLNvcBeWffQl89hnw4YdOIgShUcYaujaJwgXn4kpLvBiDZ4z4YO+deRhjRBTXowHFUxoKMBt/RqnJBQqddFSH3bW4ZrKNVSGwjnOOKyzAvvs6AoV5OLR1bDEC6yGxoWgsQMD9KIL693e+LvScMOSNQoZCyf0cjlEfhDIFbL0yPH5DoNfpq6/q3o/nx1LVC9dlYs1F03zvS3eOXmWZeO5PrxcFDkP7eJ0K0zKQ3DnNrHM8aOlq0fy+a8IHhasJIUQsE+OhsyzyFIgUFCLRdJbxGo9IIorNWyguKoa3ohDeOC88tOxsfx8e6H//Cxr3k1axE8fjfxiBRZiCGaZiWz7SjZiKhjeHnqKHcRnaYyeSsCfkUDWyAwE6VbaEZrINaSJrRbkVNnS/kEAVAsM4550700yo2UEHAStXVoep0UtjK6xR0NDjwjwbjtmy0Yz0okCxBQTcuTKhYr0+DJNrCBRW7O8zZEhwr4oTcuaE6aXk5+D6lVNN/ynjHeUcB0PWKq+X9XRRSzJniB4c//fGdY7/8IOzL0WjiLHGzaJByJMjhBCxToSad0aDYBOT69AHH+BYbEMn7EYKDsBizNl9DoaUL0ahNwXl7TsBxx7rtIonNJ7d8T6mfnS1VeapLDxwF24wAocz2D9gAHbDFS8UQRgKtwMdUIJ4JITlxwG2h9hPp1k1k7UGHMPO/ItduKt61TZTHWqFwDDO2TaSZW7NoYcChx1WvaQ9SeFiK6hRyNBrY/ssUQzZvBtbdppLn7yYOqB3iK8fiQl66nwKnUBeFRtytmgR0C81B7dsnIDMsmysLcvCTd3mYkdatZds6f9ycPXVzscxfTqwbJnzPHqAKALdHiqKI4b0hZNTJBqxcbNoEBI5dSHXoxBCBCVQ93lC78p4PIFj8QEW4wDj1emLNWb5XfwBeH/KB8ATT1QLNDZAoVVqxQ2n3znmIh4VGIQfjORgxbaxeAZb/DrJRwp6nzpjK9q4cnH4unXJna1IwSWYhxbXTDYSBlyoFQLDOGdWI2PY1YYNjjigkGFjTXpY6N3hkmKGL8E/2Tw9PmxDTxtu5obHCaXhrBVXDFWzUZcNgR4mRnFSjPifjw05O6RvLi5ZPAGdCrORn56F106ajc/yh+KGjrOxi5XTfsnGnj9NwMovc83XiefG908B9eWXwEcfOUsei/Ba8H0Eq5IoWk7j5taIRE60Z66EEKIFT6TUFqZDobMVXW1NtSq8Xg9K0rv6eqDWr3em2QmTLJg8wWYo/fuj3ONEVieAPXOK8S2GG4GTi8yq0LJI5+bQk7MT7U1VtQK0NV4d1lerK5qpC/bgNlyHmIKxWpzSD9RMluPu7Plg0DBj1S5mqgcy4DjO7cEMuHCba4fYANeWlWa41wsvOBGPFApc/ve/1ZXLrHeEBj+/UvRe1FY9rfb+T9VQh7N1TSiiqC54nqz4Rs+LG4aSMUSNoWUlCanY4emEnIQs3NFnNv77Xaa5LC99lIlz8mdjYXYWNpV0Qt+BqSY/ic8l9r3yvbMHL4sc8OeF4nDgQL/S1aJFNm5ujUjk1IZcj0KIaNICJlIY/hIMp0DAWIzAYtPIcw36mOXQisU4Zt5Y3/fsP6VurcaEBMR5qi1R5vi4RRNfYw7Gm0cGKjs5RgAKtCvwMN7Gr/E1DsZy7Fv52nWTgdzYu8emTAEmTfLdxnWOh3KPcbsNNaN7wG3A2ax7bg90nPo21w4xvO3HHx1jnsLF9sLhkut88Faix8WGodmS0w1Ntqc2/NWvnOOw9VMwr2ao2Cal8Xt8Jz4YSsb3we1L5hfiqqIZGFM8B29+lWn68/B90RuzPSnTfBOuTZ6F7J1pxiPEj4PiideDoofmCj1d/Oq9956zbcyY8EL0RPNs3Nwa0W1dG3I9CiGiCS0OGjOMJQk0kcJxG2MTo7gbLrqhd4UCx+bPMLzsHPzDLE3zxaXznSl4a8yxwyMtRVpbnM5mQ8NLLjHWq6fCeREeJwklOBBfm2MPwjLMxgT0wRqMxkeYiUkR9ejkohuuw92IQzkOxOKQn9cLrrK+sTJZt2YNcO651S4KLrnO8VAm6+xxGOdEa9l9HK5zPNhx6lshMITwNhrvt97qpHNRZNDY58PdMJbigPcp7zveXuEWFwgGX9vmtLD8dEMbcvBSpscV4JjXfCc+GErGS7xmQQ5uXD0eUwpuREFFalUhQk40UGjxXApSM5BfkWa8QfTY2NLY/u/ZNiG1wkq0/MbNrRGJnLrgLwgz+AK5Hjkeu22GhBCxDq0Sxnvxjx+NTfdECtc5zu1NVB46FPhTGIi22I2BfvkzSzHUWbYd6cyis6yTu9gAw9c4PW6blNDTUGlMlyMOZUhABTxIw24cjs/wPo7F3liBTOQiBxlIxR6TSxMpKNRmYaJZ8vVDtY23ooGltiIJJ+EYkkYxSfHI5Q03+K5ze12TdXbSj2FpzIKnAKeg4ZLrHA826WcrBLISoP9stq0Q6F9xKsTwNnoj1q1zbhka7lZzucPNrBigCKLnIlJ/tulheeMNxzPCPJdQQ9xqI764EOmlvhEkDIdL3ZWD6VsnoCey0b4iD4mlheb90Etlm54yytNWe2P0J8UPBQ638/vGbXz/9GrxeXxQoKmEdAQJNyxTRBWJnNrYvBk48kjg7LMdf64brnOc27mfEEKEC41EGvM0DGlsUthwIoVLrnPcNu2IUa6/PvD4FnTFxzgK8zHKJ39mR1Imbu37DHYNGgUcdZSTd0Mo5FiqatQo4JBDnGnyyvftSU9H4YFH4ptup2BXQmcjdCiiOiEPmcgxAmct+mICZke0EIEHFdgfPyLDlKluF7LI6Y0YMmR4HzEkjfcSm6RweeedvuvcHiwvzB+/Jq0BxxtaITCM8DbOCVgj3hrqgTw19vSC9XWqL6+/7pSu5jlEQjxll2bgw3N83+eGd5aYamo9PdnYgCxc1342crwZ5vX4urZMNt83hQ8dahR63G7D0Gw0KNetwLHCyJaQFg2kvmGZImpI5NQGk2AZ0MrpGnbhtoYGl7YrN7fbZFkhhAgHm8zdvTvQsaMzK05RwyXXOV5bMncMcOqpwXNaJuNeXIP7qgSO1TK/5Gcib8p9Tr1ca9xyOWMGcNNNjgXmLiEdH4/0KVei3eP34dVfPY5CpBmhw6IAiSjDBvTETZge8XLS9AwlowTJKEJH5IX8vMl4ADGDDRVjOCAz822uE5dc53gozWStAce/d8OHO6W/6RLgkuscj5QBF0Z4G0PTrMCxPXBsXo4b3kpuIRRJQm0cWhcUIDz3/33ZFhV/qy4U0fX6ccgozUZR5yw81ms6dpa1rXqf/AjoRONzA3mS7HVxYz1etr+PSki3jsbNrRGPl62kY5T8/Hy0b98eO3fuRDpnnJoC1ls86aTq6RK69TnrZdfffRcYPbppzk0I0byxSeH03Hz/vW/oFsO2Bg1yjNAYbx5HZ4wtSWthbgxDvehtoYeFQoezzdRuvZNz8NF+E9Cut6sxHq/FxRcDH3xQnUTAA/Pa0FLjk7t0gbe0FNm709FtzxpTCKAc8RiPx3E2XsZWdMGleCxizUEZpvYczsWh+BJtURiyJ+ckvIP/eE9GzMBry+vIv12cTbbY6mq8x0JpBMocKZbjorJwf+C0smkps/zXY49F5l4NsfHoO+8Ap51Wt3jhKfOW4q0Vy6FZ/N48kz4R/bvkIfm6Sdh3zrXm0q5bD7x04D04bdVMU11tImZhc0GaufT02vDBRqL0bNGTU9f7tFXaeQtwLoUlqtUMNAI0pGGuiLg2kCenNnhD3nOPM1NFQcOpkptvrvb3cpzb5XoUQtQH/jFkgj1zGujBodXB3xUuuc5xbo/hcDVCG9kf5sZQ4GQh2xQHYBU0QoFzX8EExG30q05J79X77zseAY6x7furrzrNTmxczqZN8Gzbhh57VqMUiahAPEoRj8dxKY7AZxiNj9EVEWhY4iojnY8OKEIblMMpYx0K1+FviCkonq3A8c8T4LhbXNcGrW3GNvGedB+H6xzn9kgRYngbRTO/LnVBo59fqVgWOCQ9vhDd2+ShzeY16HrluSjML0VyGyA1qRSXfXYuOu9agw7ePBw0sNDMg7A/D79GFHEUOvz62DmCuq4Lv1YsTsD8HfYXEi27cXNrRCKnNvhryBqMTM7kbJcNneCS6xzn9lj/1RRCxC42K9o27iBcct1ui3H23rvmGHNj6MHJRlaV0BlcsQQzCyeghzcb3h5+1SltEw/+ntryWBQ7Nqvc4vUaD04cKrAc/ZGMUhNSxmIE7KETSSiYRmIB2qDYlD0IlRzTG6iF5QlQhH7+uSOIbLECHscWNeA4t3O/RoTJ9e7IxmA0g6+RIb57Bt49YjoyvLloU5qPsuxceK+7AZneXLStyEfqrlw8t/90rCvKMJecYWYUKPwYv/uuOmSttpLQtsqczePh8++/X6aMaHlI5NQGfwXov6U7jLNd9leSS65znNtVYF4IUR8YusCpaGYL8//WWuOD6xzn9hiP4eZscCAYouYWOk94xyEtPxu72mUh9bkAjfGs5cX3zYIuDI8KMsUcjwr0x+qqnjlO9xwvUiJYXc2cEsrQBrvD+mP5OY5Ci8sToIfx6KN9ixUwNspd1IDbuV8jzkHS2ck/yawcxkdzhud//NBc/G7RFOSnZKAoKR1b4jJQcvudSMzKQHyHdBS0zcBxH0zB9x/mmohB5uXYctCcd7X9f/jg1ynQNbFeHs4j8KPn/9lAlddTiJaErPPa4A/3tdc6M1O2fMvttztLrnOc22M4KVgIEcPQU0EjnkHxDM9yJ3NznePcHuPharVFO7EYwAOobkLJn88n+lY2xqMHwDaP5O/oYYeZXCRvcTGKf16NnOwSlJR44Q0wTc+iA+yZQ3mzGynYhk6mmts6RNbIpnAKIRrKh3PxAmKG+pRvDnacJ55wajYzPtHdUoHrHOf2RgjHobC56irn5anTaNjbhzXg+WB+C/OqAsHxSPZUigS9egHtMlNRmNwJ29r1xZzRL5iwTNOLKjERa+54Aevj+yK3rBMKvL6i1Aodi52TpdAJNA9rixdSKPH7yzmFN9+M9jsUonGRyKkNJgKfc051Dg6L1b/4orO0OTrczv2EECJcOHtO475bNydEy135iusc5/ZoeHIoLoKFKLnFRwjwJzEQNCKfwli8hLOQACeOhkbo776ZijVvLXNK8dNbw9fi+3zuOazpfADKCooQX1SIdltXI664EN7yCpR74p1p6ZQU47UhDFmjCClGG/yI/U0fnWA5OfUxaukVSqo873BYX1sZ6whe90bPE+B+gwcH7ubO8UYSOGxR989/OqWbrcC2VcSsQZ9aUYBHcQnmYYzJB+N9Z3vIcJ3j3B5LQofnv3x9Gh4dNAuvHTQdxy6dWeXc5D1fdOdM3OSdjr94ZoVUXMNWm/PHenr4oNjhnC2Xr7ziXF8hWgoSObXRuXN1JYznn682NLjkOsf5f+4nhBDhwt8QdsL2eODduhUF7bOw7Oq5Zsl1Y5Fxe6SNR1vVzdVVvQquc5zbQzS4e/cOPD4AP+AU/BudkYfu2ITrPfdgU1wWuhevQfc/Het0UPzkEyd7GsCDDwI/rU7CHrQx6zb3hlk4O71pKPYkmaxq69ehxOE+7ZGP4ViCo/ExnsRFVUUOLPU1ausb/tYX6xvlure2bu40ylnrh1FyNN5tJB6jGy38ynB+IDNuC47GJxiF+Y7Q8Trnx75KXOc4t0eyUEVDYQE8fh0+/89uHPnvKUjJyza/BT/fMBdbErOQmJuN6/OnoE1F3YUibPNTOoZ5Peral1DosDEolwxdW7hQaceieSORUxs0LFjZp39/x6Xvhusc53ZVyxBC1AfO3F91FQrXbcWy7Vm4qHw2Ln98qFlyneMmLsc1829zERpkgDBOhSWZ/Ltwu7t1uyufhfA2AnlObsfNlVXQPCZ5/1rvnXjIMwmZFZuQvKvy+Kxa0LYtSjbkov89E5CJzSg2pQSSKiUOA9PikIgS0+XdW/mGaZcVI8n8n3uwOSibdh6IhZiHsVVCxxE4Y3FovY3aUAtHV1MUbJY9wte92XVzb6AXi/c7axvQu8Emlswpsf+3EY000Pko8LbFDxhoPj0Wj3gaYzDEuwRPe8eYdY5ze6R6K/FcIkEGcvHgngnoUJiNVcVZuLrtbEycMxRji2djZXEWMsucIh7BwvAstiChXdYFv1Y0ZebPBy66yNHakyc7S3rO5OERzRGJnNrgHxqWbmE4Gr/5LEjPH3Uuuc5xbo/VP0hCiNgmNRXbvJ2MoJnSZTbiumeauRMuuc5xbrdeZBuq02ADhCFK/tW1OD3uX4UrxHzDQAnLLL+8Gd3xJUbhMxxhvDE0Lh8ovRxtPMVAPOOGMoAnnzTL519LRX5ZivH4MESMIof5NRRICSb5f4/P8Xk8NgJlnxxbdMA+nNn7sRiCJWbJde7zAwaEZdTyaPQqhStzNqB7o1z3cGmQQG5olbYIeLGWLXOS69nA0p2mRW8FvRa2WhijPfe0y8BleATfYESV0Hmu/OwqgcNxbmcVwNoIta5QKGWsQ2FHSSryPJ1MsY5LPLOxqSLTiLgft2fiojKniEceOpnvV11Q3NA8CUXkEN4X337rmDf0kPG3iMtFi5x0ZAkd0dxo5rVIGgG/0qU+S//tQoiWRxSbu1WkpuGunrOwPKcQ3YdlVP2csFBVu2GZmIY5GNgrFTNS0/DdYsfQYBQbey6yRwbzEWiAsAYKW3ixVkHI2Opa1nBlFjfxr8IVAoGqBjNngA0L2S+HwuMfOBuH4Cv0wVrExwGeQw4Bnn22KqHnx28K8StsRgr2GO/NV55RmB03Ac+Xn2OMUtqQ7InDZQkSjWeIFdYIhQiF0TZ0xo/YF8Ow1AibF3GOqerGX+wFGImxeKZOo9YNzzvVT1yFAt9jY1z3cKCB+vTTzv3C+4bG+z77OGmlv/lNCMa8jQ0jgaq08f3UVqXN34tlj+H2Dtn96vg++f/ZpReFD1t4YMAAYL+eBTjprWkoKU3CMgzCCHxb9bksxnAjoqdimrlHa8tvqU0IMvSR9zfvKf/rR08LhUi4jWkL+L3xzkLbuELkxWegaKvzmbH3TV5cJsZXzAnpuBRd/Dh4PSgMQ2lhZKvY82NiEQP+DvHB67l8uRPKNmyYCsqK5oNu1drgjzW9NrQcRo50umzxDxKXXOc4t8d4eVchRD2xXd6ZIB9o9tmdOF8PVqwAvluZhrS9qgWOhesc/3ZFmpl1Z0dyChwaHDQ8aMRYA4TjNEDCDl2jkRkoiTxMQ5tNFgNBQ6xaVFRPDnGm3cN/qNQq6ZGYi1H4yoicbz0jcFHCPHwQ9yv8GycbUcPLk4hy5LXvgwQP83ScY1YgzrwODdcvcCguxDx8i+FIRCn6Yo1Zfo9BuAyPmpLW4cBzodAJt8VKWV1/WiN03euTrP/jj44Xh16R114DLrwQOP/8EGbpG1qlLQJeLNY24D1Po91tmPOrSKOcHgsKHaZ4xe0pRO805oJtxn74yXyOhEuud8Nm06yWIqU+UODMwkTMwXgTEskQuaq3ihwzzu31KWyw25OGXGSY98OfFn6/bE0Sfp/qEjgUIcyTo3eL/w8nlM6KIn40dj6XY5xYYb9X/maFTFMU2RDChUROXVg/7w03+I7b9VD9wEKI5getJWYCM37DLXSswOG4K3E+XNjIj0aay9b3gfMn3E6DlDOpNDQCiaF6GSARTCIPdv7upP/h+Nbk52xM7OtYbIyLcV3TX49mJbMS451J8JZUGXvXJ9xvRIp5r5wh37kKnjiPCVNbib3MzPcOdMAQLMOh+AL74iefPBpr1N6Ha5CBzWG9r23oYkKDKKTCoQyuTPgmTt53J+vTG0CDmWP8CCiU6Tj53/+A224LUeg0pEqbuzePuwR1iF4stqU7/HDn/Ldvd2xkCny+JxrkVjdz29sLM/Boz+nonbgJnbDDiN0cTzez7IgdJixyCqaH5dlzQ3FEbw29Q8yR6RFfnQPGdY5ze31FlPWWUDyxKhzfUyiTGHwexeDxxzvX6tBDncrsofYQsnlOLCnN3yf/3yL3WK20hCIbotkjkVMbNFxY/eebb4CzzqoWNFxynePcXk8DRwgR49BiGjjQ+f+CBY5RTmuRS64Tbq/Nyq+F9u2dykfB+szQALWVkUIRQyEbIJFIInfhrm7lhkbeszjPJP1TdszHKFyU+iJy+o5ydqBIPO88M6u799C22BXXwQSgMaztmdKzMah8CR4ruwiDsawyMM0hvrwYa9ELO9ERG9ADvbHWhK91wxa8gd/gQHxtvD/rkVVp1G7HyXgHj4VZXW0Luhrv0I4wQ476G6EV/eseCu5kfXo5bNUtCgI708/7bP36enoDw8V6sWz94kBerCCz/DxXtqZjKhAFGsOqbBgW1xlYccIJwIknAkMyc3HDtmvQoU0x4hKc5rodu7PcWKrJteL9ci+uqTOBPxgMGduFdqZaWx+swUNFE0wOmCNw1phxbg8ld8Yf96Xh58VWWe4eOJzY8A8Z4zpzlRiCePDBzj78fena1em/YyMNa4PP4T1CQcTX4/X1/y3iMUOiuRfZEC0CiZzaoEXByj/2y7ppk+PB4TLPtzKQEKIFwtlpxomNqjTKKWzOPrta4HCc2+uZKE6DhOFmGzb4pvoRrnOcGoozs1YMcZz1TmgHcsn1sA2QhiaR+xGoFwehAXkY5psyzEz0Hot5WFw+FHcOmAcvw3154hQ6ubmI69sHniOPQDkSEIdyHI7P8Er578yS3h3rm/FUPnohG4/gEnTFVlOAwJKEMqRhN35Bf2xCD5OvEwevKV5wGL4wgihUWIktE5uQYpqOhk57bG2U6x4KNlmf9wfn52yvGGKT9DnO5P16eQPDhUbujTcC69Y5NZP54m4vVh2z/Lxt7r/f8VTQ60DnEe97pnbRa0Gjnon6g/vtRo+ty1BRXmHyvxL36YsO3VNRmNkXX+EQeFBhxDOr8tUHemiYr5WDDGQiF70q1mAuxlUKnFwzzu319eS4xQs9cMTtjbH9c+z/6eW66Sbn/QdyjlAA1QaPzQe/y/5C1/1bxN+skGjiIhtCEBUeqAv+inKalH+M+UvD7F4u+deB45GqGymEiE04w0whQ3Hz1VfVWfZMnOd4A/IoaJyMHesckgYmjTMaLjQ0KGBosNBpRAOGYujjj50ZXm6zYSx8DpejR4dhgDQ0iTzA+whEIdpiOzogHbtMorc1mGhIF6YmoS0ta1qpnCgqLETHtqUoS0tFXEE+4lCGflhddSyvJx4eb3lVfgw9NDNxVWWB6WqFyP9REjFEbQN6YQ9SzHgKiky4HM3OUKDH535chcPwlcn8cSq4hUY+0tGxEa57ONjmj8HClujVCdsbGC7uWXyqKxq4VtBxfPp0YMqUOosQUOhcdpnznenRo1rgu0M5U9tUIKU8H54KRyHsLk1EbjYFH0uaA8koRjqY3FM/1xXD3CZgtvHc8F5keBorn7HQRTZ6YC36mu31CYfj94nvhd8VPvi5mYaglc1OuXTnAHE7A0r4c8TfhlWrnPkX/n4QilymEtcGj8F7gL89NHH4f15TPpcCh14y/haFVXSgiYpsCGGRJ6c2+IeGv6CjRsF78CGoKClD+eq1Zsl18yvC7So8IETLJ5CrJQLQYDvzTMdLQ6fGRx85S65znNtpWLDWCW1ECiIaIrQRueQ6x6m5QjZAGppE7kewydg16Iej8IkJ+eqCbcYgHBG/BFf+QG/FFmd6meqNv6E8yF13ISElyRh4jsfGKQltCgx4fSUGhU2aqW5VXfWAey5Hf+xGqvHusPDAVnTBFzgMn+IIfIhjzH6hhKxxBp4eIQomFql2ziI0OhnjOfrXPRRssj7zVnhd/WfpGZbEuToKhbC8geHi9mL16QO8955To9gKHSpfxprRu1PXLH9BAbpU5FbpQXefnHZ7cpFcWoDywiKUeNrAU16OigVf4btV7XBO4VzklbbDSHxlxHER2hjxW++3hEyT19MJ230KXXCd4+EWurB07Ojk2fFzse/Lhhry8wv000MRs3KlI3KYp/T++85vA8UQt1nxyt8ItzfPYo9rBRavK4/HMMYDD6xH9cYmKrIhhBuJnNqo/IP0w8X3YcW6RPPHwD64zvFI/0ESQsRYxR5bZICJ8lQWfQMnztcXJnu//LLjzKCQoUeGS65znNtpgDBCjpqAL02jhVGzXHKd43QyhZVP0dAk8hBycsga7IULMM/McvdENh4uGofM0mwUtstwLHBaXzZmn1PPNHD9rDjaY2WeRJR5fD3nbjuNz9hm5EV7U4KaRQwokHpgI+7EDbgCf8eduB4zMSmkqlecgZ+EB0xRAzYljQvDk2OuHBMjonzdQ8Em61vPAGfpGSHGh81nob3JjyGscKRwsV4sK2D42XPJ7xPfN8UPT4rWfW2z/JUJ7XvNGI+De+f4hHq2K8zB+Z+Mx+8+nIgfVqdic5fB8MbFoaLci72Lv0ff0p8xEN8bgcxiEsswGFtR6e6oBywyMB1TTHEKegnXoI/JBeM6x21D2nCh94Q/ZRRvvDz8LXALVDMJ4AnurSP8bL/7DvjlF2DjRmd/iiYKHLeYcUPbhtt56fkxRGQ+pxGLbAjhj0ROHSydvxtFl1+Dbpu/RVlcIrak9jVLrnOc24UQjURjV+yhpXHuuU6BEULv7YsvVufocJzb65lDQYPEloamgUnDols3Z8l1WxqayeMUOaywZHtZ2MaHXOc4vT9Rz6cIQl1Ru5zRZk8SqgRvBeCJAzZNutt5czZmn3F7p54KLy2zSkqRVOU9SfYWodCbhCDpP8bj0ha7MBjLTelnGpucVU9GCV7CWcaL9G+cgl5YF3LpYIYcfYyjTPgZfUphsXQpYgGbrN+vn2OsUkfQS8hIMM7yU3tQJNvQyKj1QPH3YvE7yhuYs/pU6vTuMEN+xgxnPNh3uDJH1rMxG5N/mYC903JM5UFPbg7++L8JSNicjT0b8kx1sJ+K+uJT7xFG/NIr92TZWLPkOhvU8vOtT2EAm29miwx0xlYj4hkKuRZ9zP3FcW4fgO/DLiPNz4iCg99thonxs7HCht97G7IWqGgAP1P3ZMcVVzglwile3OWk+Xx/scRtnTs7r7f//o4Hhx8JayzVqxloIxfZEMIfiZxaqNici4SLxqD/tgXmB+Hr+FG4IPlFs+Q6x7md+wkhGoHGrthD8UL1wFgfxmpQkTBRnEuuc7wycb4+UJSEUhqa9jJDRzjbbqtjMbSIS65znNspdsKCluD33wfexnFuD4G6GiYOxDJMw1Qn3MbrGFN7PTXVSSR44AHH8Fm7Fl52PfQyNMyD3JQ+KEMCitGmMmjNi3QUmGaggWBIWQpK0QaFJv+Hla1Wop8pYsBQORYd6IA85CAzrFyJeJSCmUDVpQ9C49HicxBLUMgwDMpW9LMhS/xMKKjrHY4UDtaLZScr/vQn4LrrnG22pjXXOR5sssKV0N6hIBsz90zAqb2X4NyPJiBpSzbWlmXhlu6z0fPIfpiSPgtnVryEy/CIzyG4fjZeqrMRaG1QHBUixfTbcULU8nAt7jHCyRYj4D1zN66rV78cfi7Wo0NNyJBDOx7o++buaWOrs/H5FDYHHOAUlqAIosC1xQXcoW+8H9jok54jOiEb3IurCYpsCOGPRE4trPl+NzpuXm7+KH+dMArXdJmHVWlDzZLrHOd27ieEaAQau2IP40Rs4L9/TBbXbQhOPSssuvvkWLFCu9+KGVsamuEmLCNrX9aGmnBpT4vb3SVf64QC5sgjnTJVLMHlhusc5/YQhI49Nzc06vpiNZ7GBfgAx5qZbc52X4S52J3SBW1zVgHHHusYtay2lZQEb3yC8dzktumFuJJirEFfFJsU8Tr6zrigFKEoYm8dVlej4GElLY4noRQ34/aQcyV4zifhPXTGTlPhLRzOwNMxEW5pvYU0ek85BfjVr4CTTnI+3l//2ikQypl7GrhRx753TkLwpqZ7kpMEdFewmQ/js7jOcW4PNlnh6rdDoXPFN+PQqSgbG5GFyemzsbowE198AazMSTMel79jos/TuZ6B3HoLHEKJ0w67jFeIYnyLh+GNM00uDoUOxw/H56aaX32ajloRwu80PzuGHVoPTm3hY7bSIZ9LbxCXxx3niFt6iII913p49ulWgPSi3IATLtmLc7Hyu4L6hSf6F9ngeJSKbAhhkciphW1xXfF5/FHGc3Npyjz8tCPT/D5zyXWOczv3E0I0Eg1sKBgWjPFhSTPWpuVUpltUcZ3j3M796oGdVWdeAY0yFh1gb1Euuc63xe129tbOvLuxYSfcHkhsBIUJPTQ6Od3LhG8rdLjkOse5vbayTEEMdgqcObgY83AeTsFb6IxtVc0X6Ukp210ErFzhHPutt6pm8yuSWKw5GR2LcrDV2wkrPfvgd3jN5MWUBigGGmiM+RY0OmlYZmAL4l3lpVlGOpz0gixsMM+pD6kx0iDR7S2kkUwdwTkAhiHxq8Lcf26Peqij+73znnG7LqnkGQ/FE3G7JEJIaKcOsuk8d6VNw8qCTHNb8bFP8TK8hxNMFTWGHI7BPLPkOscHwU/ch+nJ2Y6OaIfdRlDnxHVD7/hsk4vzACaZ8uPtTSenHSa3qz5V1ngJ6HnhpAd/IzihQY+LLR0dDPdvhLt0dLBcHsLrt/HnAvzpq4kmr4n5TW66eXLwl2Xj0eHmEO/PJiiyIYQ/Ejm1kFeShr8kPoYL45/B+pJMnzh4rnOc27mfEKIRacyKPWzAwanwQKKK49xeT5jkzRh4pvaw7Ct1BY02LrnOcU5y86U408rfH87O2kpLXHKd47ZTecgMGgT861+OG8kKnX/+s1rgcJzbuV8dRmvabl+D6AB8jePxHobieySiBHGoMHkyD2Ei3vCeisF7voa3pNRRZrSuKBh79kTRAYea57ModIeKPNzonY6PcAxOwHsoqiwF7YYVsvyhDUfjcm+sRG+sQSqKXIFmFeiBDSFdHnqhnsI44wWqD3sCdWhoggaJbm9hxBrJ1gf3e7/+ekdtMbdt+HCniAcrZ9CiZ8wcx7t3r32WPycH3r9OxdZtQGmlDp28cyo6ljrXlLkwboHDe+j/cIZZuoUO96sP9ALdjGn4HgNNiXR4PShK62xKSLO4BZuNsnz59xgctsfILUb4Hednwwc/Q3dxgbqwopaV1nhp6TjxFznuPJ34Yucz6rA7G+d/OqFK6HB53icTkFGajZTCMO7PRi6yIYQ/Ejm1wFjUHWVp2FSeYdzF/EPAEHwuuc7xneVpVbGyQohGorEr9kRRVNHu4++K7XthhQrXOc7t1Bk0UGiM2F4WVuxwnePczoJVIUORct99TsK3FTpM/rcCh+PcXkcCOI3WKWsnVFWSGoSlJsG/M7abJqA2l4Ui50h8igMqvjYNGD0V5dVvuDIp+aMLnsZ/PCdhJ9qbvAbOijPciIbinajM3aiEk9WsaBXIM8PQMiaYp7lChJwS0HF4BBPRF6vqvDyp2I0O2Gk8Q4Vog3BJCeQBCiXckjlKwahHOJv1FtLIDUTYjWTri/u983tKtyPFDq1uCl1bfOChh5zkD87yk0ChfXz+2LEo/mUdsr1ZePiAudhQkYUeyDbJ/vQ65KEzCpBWJXB4DxEurdDh9m3oXO+3xBLptnJgZ+9WtEssMfc8e+bQA7gYB5gGuOF6cawnxoam8SvJS0TvFNfr8uS4YUlpRv7RbuHvBC8zP2/m6PBrTp1hvcV72mXg0vjZ2JKUhY6VQidr2xKzTNuZjeIuWUh9Tg08RfOhUUTOww8/jL59+6JNmzYYOXIkvuKMTTPAJu3ZJD73D4+tYMLfZ+4nhGgkGrtiD41KhnAFElUcb0BoEaumMUKHRgZ/S1je1/Yd5jrHWXiAsAywnXWloGEehRU+HD/iCCduP2TYj4ShYpxFp7vI/QPHdY5zO/erw2jtUuIYl0OwBA/iL6Z8syMpnCICFZVelwR/zwutNU41P/AAKrpm4rn3umGM5znjBWJeA0vx2upXi3CQj0/F5th4wszVodn7eAhVr2iYfoFRKEDbyP6prC3ckgKH4jmC4Wz0FjJx3F1quUGd7CP13vl+Jk1ySnZZgcMlv1f2RAOF9lH0sAzc/PnwbN+GB/s+gJVth5piErYZ5+PeCaZE9BH4FMfhf1UCx8J1jnN7Lro16C0xv+sSz2xs8XZBr22L0RdrzX3J6n7FlQ1w64P7s+JlocfX7d0J9Rh0zlIvUuTQYUqxZJ/P3w0+uM6vIqNu8xIzcX2H2diS7OQ7nf/BOLTZlo38tCzg8dmI667+NqL5EHWR89JLL+Hqq6/GLbfcgm+++QbDhg3DiSeeiNxmUFGDHhorZGx5RvuwY/wRkSdHiEaisSv20Ji8+GLfJoVWVHGd49xeT6FDjcSKaDQ8Ak2k0FvD7RQ6LAPMt8qYfG6jEOKS6xyfPDnMcDX+gHEqlz9oVFo8IH/wuOQ6x22DjjqM1o0ex7ici3Foj12m8SZnyFkTjf3lA/aYYR1pug+o3vr2NTkhFH35FWn4AYMxHnN8ql8twXBsQUefQzgtOn2pLZKHIqccidgHK/F3XIFHcUlQoUORcz5ewCIciCRXw9GoegY5rR7hcDbeE3TQUbfyY+WknK28xfV6dbKPxHvnTc9ulVwyZO3ZZ32/w/x+BboW/K7xxOnt7D8QFalpTsGOuMwqobOtUhxTwCxH4HBLjjdU4FhMxUAUIcFbWtkvpy++xfCqBri19cvh/UdvZSA43j6+wETt8fOh2KEHpq50JQsvLSNqWZWdX+dSV4QovcS8lHzwK89br3dvJ0er10GZeKL3NBTxN4Y/AywzPnMahhwvgdOseryJ6Iuc+++/H+PHj8eFF16IgQMH4rHHHkNqairm0lBoJp6cQCUbbelFeXKEaEQau2IPjTAWFrC1XKdPdxQFl1znOLdzv3rA3xDOsPIR6DeGxge3cT+mKtx/P3DGGU4aEN8mnSmsknXvvfUo/8sYuMce831BO7Nj4fZgOTmWzEzcGudrsE/Cg/g13sFOtDNCJ6BN5q18g5VNW2ioukOqKDLcuQxH40NkYnudf8Bq+6PGXJ8t6Io0FOBALMLR+MQkiAeDZ86wNafmW3gU1yfckh90FKoH8t5giWj2PaFuoKDk8qCD6l86mrcJRenChc4ypDwR6xVloQkrcGz8FP/Y2nLifK9TpjjfM/9rcdVVjjIbNQopL89Dj+EZVS136FXxF8fRhkJkHsZgOL6tagjKXByWPt8KJ0eHQieQkKHAodDm8/2FENc5zu29OxWYr4oVouE25+RcRaBeVnYyhQKIXhyGtR11QAGevHoZ7k2Zil49gd69gJ69gAEvNNxz3appgqIjgsVmokhJSQkWLVqEG1ketJK4uDgcf/zx+NI214th+Pfe1pMPBMe5XZ4cIRoJW7GHM9n+hp6t2EOBE6mEVobQHH20I2T4ejS8OAtNg9S+Prdzv3pgHSkkUJ8cW1zAJo3TGOXvDuPsf/rJ2bZpkzMJTgMoLGOVfXAuv9xJ6qEFxRdjPIt9cY5z+3771S50cnJwc6mvwX4XrjXBagkB/Cq0z6reKlUNmwDt3m2cOrUlvzek6bolGaXG2GTYHP1LP2AAdptwtMCw/O8w1K+pZ3Ko4Zb2frKGPEUMH3YfhrMRl7DnPUChwuvF68ZQs7o8Mbw3WCY63OcFghFm9BDQoUIRTo3CkDh6jILeg9Yryu8SRQr/cFKt88m8iekV5XeJQodChiqeTVsCXQuWhuN410yMHg1Utlcy1KeKWUOgYB6I5eaeno9RuA53m55QFDdb0cUIHXfYpRsKbAptFkGYh7Emf4dCzRE4YzEK87GrPB1vd9qCLXvSqkJZwxE51JA2JC0YPB7vixMPL8D1Ky5GwkkfI42/b/v2rb4/reean9ETT6hoQLj4Fx2xk3Tu3wO7n65t8/DkbN26FeXl5cj0S87l+uYAvReKi4uRn5/v82hKaEhwoqk2uJ37CSEaicas2MNj8Q/6e+85Bpc7h4LrHG/AH3z+xLlD1Ny4x+1PIY3Lv/3NqbzGmVcarYzVp5EXdkdyPpHnzRqzbG9urV0uuc5xbud+weCJjB2L7t5sEyY0DnOxGZnGODsR7zpVp/yo4dXhD+jWrcbgrs0QW419UOr3Jytc4cMcoXbINwJsAUZiLJ6p1SguqmxEGjHo/eP9Qy9GoHBLjnM7RWaQQhf8jK++2pn0ZYgil1wP5bPnR8u8LTZ7tH1XwvXavP46cNttzj1HHcLwJi7rvAfdXlGKaSaLvPyy44Z0e0UZR+UuLxwktG/xxkzzvh99NMz+UBGEgvkBXGXEzJcYZUTKUlTnB1Hi8P65HTcH9Sz9gr3NfczvDIUN89q4PBScCPYaIV6c0NZ44XidQ27GWQm/U9SXdeXxcL7hwuPWotOSCHuuFaLVND3eROxVV5sxYwbat29f9ejF2ZomhLNdtuJRMLg96qU3hRBNBw0tli0LZHRyvAGiin/jbWNPdzUld6sQbud+tqkj7UPOmje4I3m3bsD//Z/jhfrlF+fFGNPCJdc5zu3cLxCrVwNHHWXqXHO2moYdDbzbcAvaoDD0Py4lJSgr9eI//6n993YAlpn8Hjf1kR8sTLUMg4zAqa0pKA3Ye3EtSozfJ0JCx6oFzt7ScHSHW3Kd43Z7gHC2pf/LMUIibIHRANyi6pprgCuvdMQOC1+EdQ9aryh3piHH98vJTnpHuc5x6xW1kxVBin7s+MtUPDV5GX74qsC8fzqEwg3higT0ztBLsx69TJU1ez9xaYXOZnQ3IZKBQtXYmLYUyViM4VVC50WcYwQOm4ey+ttfEh7FjqQMM9fAGh3hRuK6Cw3Utd+na/0+I342NMQDfUahoBCtpuvxJqIvcrp06YL4+Hjk+N3cXO8W4A8nw9p27txZ9Vi/fj2aEibrRXI/IUQEaIqZwSiVrGYrEJv3FwiOczv3czd1JCbZekv1JAvHWaAg5KaOvFY0ML79Fl6vF8VpnfDRRc+aJddNdTVuD3atOfVLL0xhYWU1NYdu2IjkAP1rAr4/8x69uPqcjTjrrNq94t1D7G8T2qvWDctcD8QP8CIeSzEwMi/ND9MmVNFwdBcW4LrNN2OVCb/qgV6u/3kCyjfmREbkhihw3KKKNhiLYfDBbTa6kVAb13oPhusVDVL0w9sjC7u/X4NbPj0Bf8u5GF1TCsx3IJLvO1TonbkBM3Aj7qghmLnOcW4P5MWhiGHDWnp7StDG9NtJRCn6YbW595jT84NnCHZ70szcA71VjOrjtWcIGguORJrZL6Rh8eUR9Fw3QV+omKcxe7yJ6IqcpKQkHHjggXifnagqqaioMOuHslO4H8nJyUhPT/d5NCUBIuoatJ8QooE0xcxgFEtWM9Wlrp4X3M79bFNHRvMwpfHzz32XtodXyJ5lhpwsWICKCq+ZjT6y5AOc9MQZZsl1jnN70NAUzuyyaWNqKg7A4qpQm6vwYFhhZAz1+Xf2MJNrUBvL/coA1xf6ZHieL+Js9KulXw5n3z/GUSbP4k94EYswrOEvzmn4jh0dw46GuztkhetUrfTkBKgeuLt9FlJz1+LW9eOQXuQrPOsUGPUgkOfQetooeHiv8VTdAr3OxqLheEWDFP1YO2E6UvJzkVaRj/02fYzETWt9xFZjQm/MnbgRM3BTwMIBHOf2QBX8GCZpvT3dsAn74WfTNJcTBizWUexJxs2p9yJtrwzjZVm50mktRJ3MNKZweuWECm+/X5+ZhkXFEfJcK0Sr6Xu8tXKiHq7G8tFz5szBvHnzsHz5clx66aXYvXu3qbYW6zAkPRRsvpgQIso09sxgY5esDoCdoWaiOGdxv/7aMTxZF4BjXHKd49weclPHXr2wK70HtlZ0wtHlH2DhnsFGaHDJdY5zu0nyrs2AOeAAn1AbCh6G2XyHAfgZfWs9hd1INaV2mXPA2ena2I7ONXJy6gNDz1JRZHqkfIIj0Rerg5xbGi7FY7gMj+IuXI8RWNLw4ge8L6lGee14z1DYcKacS64zIZ8KIUA42+qLp6NDcQ6yCqgsarot6hQYYVZFc3sObTglPQq2hDmLYdDz5k6dDamxaKhGXp/AoVPt75mCbQkZKExIxxeJR+O1RX1MalhTYL0xtoKaFTpccp3j3M79AkFvzxRMR3dsQkfsMJ4c9tdhUQz+/6GkyXjpoRz8/e8ATSZef35e/J7zc7A9stw0VPyYCMKLc0xIoMHWng70GYXiOVeIVtP1eBPRFzlnnXUW7r33Xtx8880YPnw4vv32W7z77rs1ihHEIuxPEQrsbVpX7o4QIgI09sxglEtWs8BZXfHytC/Yk5NRTjRiaVTSiKQooPHJJdc5TpHC/UKhrEs3HFbxOUbjw4DNEjl+uPdzs19AaNxwdjc5uSrUpi/WmOXP2Ae9sAn7IHiCchk8JqeB+TzF8anGaKstEb4j8gJWawsHb6WwKke8KULQyUin4G4ACh1WX+PsOhPIPZG6fxn6Q48OvRUUPVxynY1K6B1jfKJfOFu/J6ZgR3IGstP2dXoM+RGKwAinaIH1HNrKfoTHZl4IIxVpTNteTiE3Fg3HyAsS3payLRubkvviN6nvYUzJE9iwI61OL2C0cHtj+mA1XsDZxktoBQ7Hub2L2XNz0MIFVgTx3lyNvfAVDkZ8ggcHlHyJYfecj3075Jprz8+D15u/CbbsvH+oa6g9dIJBgTZx2QTkL8+GNyPTuSetIPefWArFc27rewfyDHG8teTjhDNhpmINzavwwBVXXIG1a9ea6mkLFizAyJEj0RwIdTKYLmRXRJ4QIpo05sygLVnNak/+x7Ulq20VqHrAGHsaKbXNvnL7O+84M+s0YjmxzRn0yvYyVakxHKdXJ9RZ7XffBZZtrb1Z4tIt3cx+tXrVNjmhNgyxIQy5OQDfohN2GCFh3kOAp7P3DLN52mEXUryFVQ2WgxG0304Y8DxKkIwV6Gealb6Nk/EjBtT6HKcp6PP4HIehMBJdF2yRAdsFlsYjl1xnpbEXXqg26l0ivu3ObBRm9MWtveYiv42viA9FYPjn13A/CuSPPnLa1nDcDY1q3m/u3kX8fFiVjQ0pbUUz3rshNRatj1c0QHgb7/F706fhy/zB2F6aVmcF1GhDb8zfcBP64xcchU+N0HELnP2w3IQ9foFDawgdipzD8DnaohCFSDYFDNhjpwDpKN1vIBKKC4EvvsBPbyzHI3cXVE2I2PYV7gbClobkJvF8KNC6l2djbVkW1l5+l7PB7XnkZ8RiEKF4zm14MW8K5pm54TrHW0vhgVAnzPgBqlhDy6yuFmuEOhnMHxk20RJCtMDkzSiWrLaFB2iwWAPfGvtug5+2BO0KhqfQOKVhx793/N3hkusc5/ZQc3JefbWB+9kKWZucUJsElGITMpGIkipxYwkmTrojxzRQLKio2xO2nXlCaPgfPHYt2YoMHIsPcCHmhdQ0kobsI7gEqYiAy95dZIAqg2FZXNpiBCSAiPdw/fHZiO+RaQQFhQWN3FAEhju/hiKFYWpvvmnsZyO0GerIHH+30OH9xFwciie3Ic3XYS8c3mt88O2E1Fi0vl5Rv/C2omLg0o1T0aU8p0mKDfjDfJtbcQtSUGTq8FHws7rgVEzD/liO/+JX6II89MF67IuffJ5LD47H9GzyIhFl2IEOxrOZiU1IXrPCXGBvairKbroVE3+eiLbegqATAfY3o7aK76FWi9vszcTMrtOxJWNwtefRCh26zegGDMVzTvHDG2z+fCe/jydH7x2XXOc4t7eGwgOhTpjxC6xiDRFDIqcWLrsstP34ByAWfmyFaDW0kOTNIUOqNRJ/R9wGjLuMNIUL1xmqwuRy/n2z+3PJdY6Hk5PDJOMG7UeDh8ZOcTEq4Kns8s5HgNbqAfBWenMOx+em6aZ9r8EYgsU1/mDVJ0emHHEmx+YHDA5J4NgZ7kvxeP18Se7QE+vN4Iw4DRUaiXRNUOi4ixEECe8ZcnymERLsmcLd6d0LRWDY/BoKoueeA775xvlc6Tyi8OE9xJe+4Ybq0DXaWmzuSVHDe4u2FfM1uOTbYK+dBx8E7rvPsc24rLUZbX28ogHC2/JSspBRlo3Zngno6m367zuFCr2RFit0nsYY/BcnmAa0ZBdSsQ1dfO6pW3CbqaLGQEg+bwiWoh0KTI5O3J4C84X27sxHj61L0MWbi7aewlorMRJ+xvUNWbPV4nZ50jFx8xR0Ks2pFqEUOhShrHJCVWzH65pYcp+weyYn0PaWTigTZirWEFEkcmqBFY323ju0fTk7JoRoBCobUAaM6+d4U2Uh1wP+bjBix+LfJ4fQBqanhxPcNGj5oOfGhqxwyXWO02gNNSfHnWtRr/0Yx0Tr1+MxOQSr0c8InZXYBztQ+8G3Iw05yDQJ1qnYg5Jir/FK1DZZxNLU/tRnbqkQKbgcD9eohlX7c1KxCT2Qhw7hCSv/aoD8EBnrRZVgq6wx54HZ/XamnNv5vCAinkLi/vsdPcDotlAEBkUyvTf0BtocGmtn8prbnnAUPu4y1DzmmWc6HzUn3RnaxiXXWfL79NPDbCwajlc0SHjbO7+djWxvFnp4nWR/ioWmhGGU8SbDrBoKlhH4Dkkuz1977EJblxjiPcXvSxtwkiDOPJ8jw7EYKdiDuPJS86F4SktQ7vXgxri7kFtL41qL/+9HuMTH8ztZiN5x2djrzkpPAoXMpEnOZ8EbhQ9OcNQlcHi/s6ESbyTmmlFR0zPJJdc5zu31zGlssahYQ8SQyKkF/mifc05o+/74Y7TPRghhGlCOHu1YWgx5cMf1c53j3M79mslvDKsm1dbzgkYp8x5o927b5higfNBI5TiXdoy2Q6glhBkq16D9aJywFcCgQSaHoAxOeTTmvHyNQ4NWVluNvjgR7+NwfIFPcSTexKnYmNjXvM/aRM5mVDYIclFXISlvgPU2KEVvrPOphlUXNKSZTxEXYv+foNUA6S5hEicFDhWpNfjvuqs6JIgfIsMIaknO531DYRGqwKBu4tPt9bUNaN2NaClc+Fm7y1DTq/Pyy47QZSotv1pccp3j0Wg+Wld4W3r/TPzZ4yT7M7SKYqGpsDksWSH0cOJlPhHvmP/zXqL38i5chwK0NXlsvLe4TEYJUlGAhCqB5MFCHIQVpbVXKiTW29sQtngyMDXtAbTt0wWejZX33IcfAuee68ym8MeKFRdnzgzdc86Zmuuv9x3jOsdFYNRPJyJI5NRBqGGPEjlCNDL+MRkNLSsUjChXujnkECfBOxi2ZCzzb/hSTN/ggwYNPTlc2jFuX7o0tNcNtWl5rftxRveXX0yfDxqd4zDXLJlTkIFtAb0evbAO9+IaU7XsbPwD4/EEBo9KM/nlzPEIxr9xCvaEGApn8QRYZ4L3FnSpKvtblyeAJaY/xmgcjK+Rjl3hBaz5h57QsKORaAUOhQ23881zSZVBlwuNxwiWLGeEkTvvK5DHkP9nqJMtQ+3O42FBAzqb2MObS65Ho/loKOFtLLCxNT4T4zEHEzEr5JDDaGBzWNahL0rruDN4qX+F9zEQS/E5DsfHOBp34zpT2KK0Uq5T5MSb2n+u1+jaG6VIRgqCh6pFkvS4AszqdDMyOhQ7E0cU5r/7nXNzUN1SVbPSCZu111X2mAYURT3zbqxIIlxynePcrvySFhuS3dRI5Aghmg/9+jkxMzb0wR2vbEMguJ37NZPmo9QJNCxrg7PstGtpqHL23W2k2octYEC7IRSClvkNdT+WPWbm+u7dyESu6fexFEPxN0wxCdYdgggCloE+Ep/hZZzhvDekmcv44ou1h/0ysZvCKBhe19I3eMh3ny9xKC7Gk2F5AjwmMM6L8kpvVb1DT3jP0DjkmBU47gT8Rx8FjjrKCWGLYMlyFg9w43/vWGi72jLUgfrkhNp8NNRePPWBJaxN+XQ0Pbx3KbSYr7UTHWrdl/1v0lGAh3E5eiIbnbHNfA9YwrwQbU3/pkAkb9+EGXFTjBhqDDqWbcH+mz9C+VeLqvPErAeHMx4//eT8aFEA1SW6bX8j/ijZpq5M/OKS6xznduWX+KJ+OhFDIqcO+veP7H5CiAbCpBNOMQeKV/7/9s4EPKrybP/3TPaFBEhI2Pd9ERAU3BFb137W1lqh7lgi2lJ3Bfu5IFVEqfRzqYqtSj/9V61ttfWrWkWhroAisggoyBrIBMKShIRsc/7X/Z55kzOTWc4kM5PJ5Pld1+TkLDNzZs4yz/0+G5fbTUqJk+ajLD8fqs8W1zPpm8YlBZHOydFFT3TfDK63G4ZmN6wt4HaWZo0uFOAB/Fr1CHkCs5DmU4XseVzhlT9Dc24SPm0sOEC9RIETLK+kGplBE/+5hva6OQ6uC1pzmfk/96gSmUhFgymsbHoC9qMbPsdE1CATxQjQMyic0BOqURqM/kJPKM6ZaPPgg/6T87l8wYKwK/pRM1lD0wJBj6EuQ+2vT46d5qPh9OJpyQADbeNeyS78wTETT2C2qm7WlvD8mYJlyEfwxnosQEBvT2ccUYKH0GvTDQeQi3JVhMMfSfV1eNh9KwrDyCFrDTxHGuoN1b/J/cUas48TTx7eaHgQ9TwrK4YS3Qwb/slPVHESIzMLx3ILcPTuh9SU86pSG9e3k/DimBAHDagTCRE5NkaNIrmdIAjtKF45BpVuaODbgTZGqG7mXM+CKXagQ8EO/Lh+R+QtzRrLsvqr8K/nMAO94P3CO9EHv8Nt2IJhXssNGChDV/W/9mSNHRt8X4wQP1mmyGGtKkOVpj6GNJXtQKHjRrISQizrm4WjamTcTqhTN+zHBKxBOo6iH3YhqqEnNOypDG691b/nkMu5PkzP4WWXmboqmEeFxu3w4U1lqP31yQnVfNS3Fw8H/zjlPJeHJXQCDDCwdPQTdUXo4yxGt+SDyHaYPZbaCoY7/hxLbG37Dr6vcte+w0BUIltl4XDXfUuu+85R4MSqyEJ5Qxa2OoeqnXAYbhh0D9NrQ3GjG/VwRIKeSJt9wurdDmxPHqIO5e495iHlPJcLsW1A3dEQkRMCiuVQSZ1cL6JaEBI0XjnKlW4CGZG+0MaIJMHygKww+i/giLynWaPrl02CswJdvIw09gehcTcc33i9LrdjzxqOxDMxngT73R6Mb5CPMq9lvmPfvFUnefw9HC1ned7t6Kfm2YeE1asMT4U1uzBEjs1DM3GsZT+Y4YSesLzZf/5jFtCg2rB6DjnP5Vxvt/63h127zDoRwaDH5tprm7xpgfrkBGo+as3h4fOYO0PRzSnnw87h4cDB4sVmDWvLAMOw3xahb1IxDiXn477cxTiaVRBS/EcThju6ENp9yq/wTHyo/tdCh9XVfKnziHGr+d/NcQBHVVZO9A1bCsaqhlRUOzKbsoPoRtZdi3mRBkueszJgADY+uRxfp49Ht/0b0b1mJzolV6kp57mc6yMWXpwIRLkBdUdDRE4ImGjJEbBA1Y/0Om4nCEKCxitH0XNkd0COg/d6IDVQzQWu37jR3usx190OvLcFHZF3uTBtY5PgPIocrMJEHEWTiuqO0sYAMn4EVpTagDGYj7vxOGZjykTTM/Htt4H3ozMONo54005m6Bg9O+zRY4UhQCQdtViPUdiDvspANA1HQ5XnZT6EXejxuRf3ox5BSuBFKvSESoPKgbBZIoUNXWmccp5wvd363x5Y54DnBp/mO2jHeYpMihFrqKO1T46d5qMtyuEJVtSDIUxs/kN0/seMGcg6UqzmaWff1TAf+eltH672Ns4NuR2/Eno7dYGOg+iizkVfkuD2eB+bqHOk4i48EJMiC0eNTBxAN2xMGo2qpE6mKmVYGUUOTxLeOKiYeexC5CTyqX/+Rxaq6lMbhWhDg3lycJ7LX/5nVsfqM2inkE0UG1B3NETkhIC/R/xx1xclb+j6oS9arrf2uhAEIcHilaPoObIrcph3QzuDxp0/I5LLud5u4QG7HiQmeQcckefnnzEDzl07vKqrsT/IBoxuVgDA8OTWrMF4VWq6B0rQ3VmK2sNVjcZ4ID7HiUo48TWOIUN1ka9FajOho8N/2JR0KL5VZaK5fb0nNChLdZkPr0zVNxiODfCIj2iGntCAoTuEBTQIhc20aU0Ch8u5PszwSBYUoJ3aqZN5HDkwp1ODOM+QM67ndlbo1bHbfDTsHJ5QRT2uv970WvF/Jgt5KnM56urQu1stCpMOIN95ECePq1IivC1D1nR1tFCwP1QRligRMwYblKDxxSwn7YbhaDLPHO4GVXgjFvDKyHBXYGj9JiS7azw74Ok6zANIJUtPIo9diJzE7StLccEbRejqLsOG5HHYiX44VJ2hppzn8vNfL1LbdQhiUMhG8EZETggYeqrjxHWir29VmnHjpBmoICRsvHKUPUd2c2goMGhr0N7zFz7E5eEUHrArhqz2i3VEXhkmDN2jAV7aVF3tJixGAUoxEWuaJVPTDk3HMYzEZlV0QPUXSUlGdoF5vIKFVB1FJ1UAoFqV061WfUTK0QnX4WmVf+NLGmqQjUpVyYr/W4sRtKQXSi58MuyjFXrC5RQyVBA07Jm0xSnnubwF3kPmjFLUUKBSyOjGq5xynjYr1/vLLbXbfDTsHJ5QRT107WruFF2H/B74nJ070WnrlygYkY93frwEB5wFXj1/dO8oPoL1n4okWzHc1nYP4b9VNbVlmIouOKzCwQJ1XmI+jPmPA585T8Yu2Kz53kqYs3Yu/o3OOIR0w6NatQuQMbMciXjvPbPpcoicxMO1mdjf0BV7a/NQWZ+OBkeKOj6ccp7LuZ7bdQhiUMhG8EZEjg1oM+m+FNYHfyS4XHt6BEFIsHjlGHiO7HpUGLGjvce8/2hDTg+yhlt4oCUixzoirwwTugZ4Eywwq6vRa0IB0gnlfkepdQnpfBzAUGxGZxzGGXXvIf/oDnNdEKPU7BCfjkzUeCqpObARo7AaJ6pmib4ChuYju8kno051cCfsQnIEOapkL8WLncpcfF/m8LBjfYuialoaeuJPybYQCguK4EBV/BjKRg8LT2d/2Gk+Gm4Oj62iHlRV1vwPi7smp5OhQifp8GHonPZQ8XTU3s5QVQsjAc+hXn4KUvirBMjzj1KbhS+4nt5BlskIimHg7YwfxbgfkOkb5b46qEyZG2VNfKLxwy89RE5iVmE2Hk67W4WoFTgOoDS1F37d4zk15TyXcz236xDEoJCN4I2InBDQPb9hQ+AuwlzO5nt2y7EKgtBKYhmvHAPPkZ3Svnq9dTt/fU7CCdlh03I7+H6dekS+U4+m6mqstKSba56KFaofSCiSPGFlDWlZ6Nff3PFgqSY08v6Kixvn2SG+J/aqim4sw+uLGbbmVtJIN1nkc9jQsw924s+4FM/i2pBChxKHBQ/oDfLN/4kKusjA2rWmxc4qVpxy3lqMIAxo7IcS0/wte/LJFpR6bmEOT8iiHixRzB4qZWVmuARLljN5iFPOl5XBcV0RPv9XqbK5p0wxxRzfU4d2RhueO8wpY0Nb37fj2WbFDLNMx070xz/xA/wHp+JOPOyV68Vt/Anp/z46BwUoQSwoU4GgeWbRAapGnhh05fEc1HD53LkhvYpJZaW45/DNyDMOwJXSC7fnLMHqmuPUlPNczvXcrsMQ5UI2gjcickLA+ytLp+qEX1+4nOu5nSAICUYMPEd2k27pedGeG3/odQwls4PdPEKrp7rZiLynuhp/nJmLQ6FzEx6zHRZWmZyLPUvfh3O06X6iIRyMtZigfDP6x2sovlHGH6fB5IeuVmUKn3oswq2qEeN/4U30g+lFCgRH3Ydhix+zNQrQI2gtMsAcHHZJtebocH2YnkP2Ygr0G+ab6x9WBTS0PIcnZFEPijuefHRhUlVrI5tTzufloTylK9Zvy2wsdqC9OJxabfJoQQHcFQdV7xtfkn0C0fiVHkYXT4+mP2I6XsG3GKZ6N2l8q6ppWEJ6LNYiFrAv1Mc4DRuyJqF6zInmicOGoEza4mBOpseDS0UcQnCX12fiWEZX7HP0wpXVS/BVSaF6Cqec53Ku53Ydili1QBBE5ISCXhpe28Hgem4nCEICQkOeP+z+DEt6jujaaEWiKO0FO6SlmaPUOiRHF0LhlPNcTnsk0iPY/Hh2RuTvhvmjfQyZOIwMJXT0IxB70/qjvktTIg7fIxjMS2B4mpYbNAj7oDgs/wqLIozHWuVFYnnoYA1GtdH3NYYiC8dU+E5UHQR0t/BLthYZoBq1FiPgersxjpYS0jrEMRgUCM0qoIVJyBwe3+pS1qIedMHwJOY8PyOn3Gnm51jz4TjvcGDH5XfjcH22ujy3bDGfzrA1npv8vKHaP7QWVt5jIYG96NnYdLax7LKHeo8PsQYZykNCKHT4XHN9it+mtr6vEYvy0SQlGXCkpaiKbqopqE7445Q3IcbD8gvfuzdkTiK9vQ90f1w13i0xvA14znM51yuvsB8otjmI7LdPV3smli0QOjgxSstrv2zeHNntBEFopxVxOCTtG06gE0Y54txCj47dQXkOpujG4xzI1qFq2oPDPBlO7e4CQ8HD8SDxPTkiT4HTbETe5VLloOHxlGShtlE6BBMFKUeP4PBlRXB/9Syc3Qsa7ftAsKVnX+xW00Dw/YLZ8hQ33KYMeTgL72MTQicxsRIcjViVo4AowsoLp59uGvHWIgO6GIGOBwvV9MZPaKJV4FjDH60hj8zx96qA1kJ0Do/fa2nWrKbPR3Q+Aj02XK+74/KzcsdYFUHnMuhQH89zBj96A/rhKXzzzQDlbLAUYYtZtTUK5ftwH97BeaqoBkMivXEr4XNAZaLlNxPQKzEJZ+Mt1bZW43vtHEZnFMNmfGkryXJUoXvSAYysXoPMr6sAFkDgKApHOioqTDV5/PGm4OGXznCr55/3G0JMZ9x3pdk42JCtBmN08SZdKGJfQwFq95vb+cKwSZ4ivCfwnOT9hzlfPC38egTbC76FbOjBocDROToSshZRxJMjCILQhhVxaK+G8r5wPaumaa+PzhHUucB6nuvtFkLh6L4dGHoUrKqWqrJ01VWNPUAWYI5XzahgtmYXlKF0vwNLnjYNvFAjtUPwjQrdCYa/kXBfaDRS4GzEaFshSQaSsRO9wxI4LJUdNlSoTz9txoz5C4/kcq4PU0yffXaTMLZinee5xHPHqwJaCMIeaadgWbEC+PRTszQ2FbMWODyJmQDLF+E81T/dSrzOrDuqhU5+PjJ3fo2Zu+/Gtq8qlSGsBY7+bNHOy9E5OfNwP46pogJN599e9FBTVhg0G9FW+u3PlIFKL4HjC2snNDhtNt+MANQyae6jSHd7BA7hSUEXGb9Q7dqdM8c8RkEO/AcfmAJFv661+p0uCsGCbdzOV+CwqAT7cvGcDNqnqz3RVi0QOjAickJgtzS0lJAWhAQlyhVxODhqBxoGgwaZBqg2EnTFLI6KcjnXd+li7/Xsltel4yBgVS0mcTDj+7PPcAB5KnRnPcaiHPas5C4oxynGcvRb9EvUH64M2Uj9WwzFYeR6/XC1xI7dg55qFD2ckCT2yqkNI/iB/enjJTxy+HDTQWStzmd98Hxi01eGC3pVQAsCDc1bbjGdnLfdZk45H9IApUHMz0CLlaKGn5cn8po15nLuzIMPmu6nSZPM4XsmvfoLjcrLQ0Z9BdIaqmzlHEUrJ6cPdqlsGw3D07iO5S7gET5dcESVj7YyDmtwGj4Jei7zjNuePNT2+dpa8o1SjK5ZA4fDgIM3FVYD4fHhF6yFDo/dvHmm4AxUbo9Cb6/5VB1iS7Qe0iG2XM/tNFxPDw6dfcOGmV7FbdvMKee9+nS1N9qiBUIHR8LVIhQvb3c7QRDaIT5hMipEg0SgIo7doiU0CGjzcWSUhgHtPZ2jw7enQGDahh0DldBwiOR22mfDvJk1OB5n4QMbzzCQhyOYcPQ/+OSN/aitDe6hOAEr0Q37be5J4PC1kdikqqsx+bsUoY8dt7kNv8VynI48HIpuyFoUwiNpgy5YYBqI1BXWPFMtkOlR5KNZvpUf9Eg7X49J/7SDmUJD25fRZgGLDHBDFqqgJ4dD+DoesqTEFDisnsb1jF9iUQ8ae3xhfd1xqsN7DhzA0a59cY9zCcqrKf4QcyiA2R9qBU7zyp8hrOLHanxsFJqiZI8b6fB8Zg+H0NWrnEWg8yqttkKJpliUkdZCy6FHVXhc+N3rRlyE/1OE82YTZIBHh6fpQhC+4Wr0vPFhFSzMB2OIGjXV66+blwPXc3ue7tRUOm+s3Q0u60I2/E59vzNdyIbnfCQrhHZwxJMTAv4gRHI7QRDaKVGqiMNIEDvQ/mM8OvMm2I9P2xsUOowCoqFqx0DV2B355uh+wHCkAQOA5cuVumLGwR8xAxOxGgacqEVKQC9LAxzKuNPr2eOdNhNtd4YAsYeNP2jo+QqYGqQG9eb4Go7clgbnqfhYCZ1A79UcNzqj3LbACeph8k2+t0KVwHURDo+k6KANxabqAweadhQ1B09fjpDTIRdQnMD/SDudLBzcp4eIU84HHWmnYceVJ51knvj8DIybpJDhPJdzPbfT5eCDlNzdcusSrHOZ118sqqn5wnOH/aHoxdTw3OKZTYHD3DF9lvN8PwzvWFLm6DB00pdan+IFo7FONc+NlXBbaZyABo6asGw5yynyGFCN0J3CGwePFT1tIQZ46BXky+iS3jxPOCjDKee5nOu5nYZvwVOCb817D48r732ccp7Lub61eWMdogWCICInUg3z7G4nCEI7JUoVcfgDHu52NA5oH+oHf/A5shlOARS7YW183aDhSLSYly5FCQoxGSvxOn6kvC1sdBgIGn41SFMJ2UeRiW+TRyCvbxbOmmTmODyLmaqxqIbCZyQ24Ab8vnEZbWiWAUhFXWN/kUDCgsvZ0FOLokPoovaB+2vXeJyC5c3KAgejJpSnhmrD99zh/F13maEBNB6jEB5JEcz8Lg7CU9wwjO3OOwPkW/lBj7Trss1WOM/lQSu08XPxzZi47lu5i8v9Gc0BBhgOJBUqzyafau1VGStY8ewgumIP+uAQzHAOnlcUOhQ1/J9NcZvKR3s3gmIPp0x4klY8UByxYa61xAUrAo7FFzH7TEp41dY3hRbS9acTnHiQqVTuu8/8P0joJFOreHvgsaHjTnttOOU8l3M9t9NQeFNXcRs6NfhWPGc55TyX8zII1lNLiACVQQZiuLwVFUVjiYicENhNXIxF4zFBEOKkIo4uZes72t4C6JWxAwfvOYJ++HBTuwrafjQquSsc5aTmYsiQHU480d52NIhDJv4WFmIRbkOyKohbh8H4FuPxVUCvh8Nj4NUhRT1ngGMHTjvFjdT6KhSgFP2wUzUWpdChwHkWP8d7+D56oKTRQ2R4xsmrkeGpe2ZCg7LB4y3SZX2/xFisxIlKUB1EF1yOl1CGrqr0724bVasmYhXuxXz1mnZJb00hC1qACxdGtGGgDjFj6gsH4VlQguE+fFmeV199Ze91KKgpLAIZmTwvg1Zo4+ekaqbhTCOZQ/mccp7L/V1LAQYY8htcjaXV2+I3mOFjs/E45mAh6nyOOIVJ09niwGpMVKGcvvB8tqLP5KYz2jyf1+F4xAKKfop/tyPJVCH03Oze7e36peeNIx50HVOwBzB4KaSnTgX69jV1ux6c0aW+ufyss7xDbOnI1HmG/tBhbroInxAFKkMMxHB5kOMeT4jIsfEDH8ntBEFoZ0S5Ig6NNLsFCjhCrgdWdZiQthOZT8H8HoZ820nKtTvyTaM1ZDiSy4Wb8TvsQD9P0nW1rRLSaTimhEpe5jEkHylDaWUmqpydVAU1Numk0GH42xSsQC6OoD92NgocHQaU1Dhqbgocs+EnR6Sz8C2GoBLZGIgdSnzRe3QMGViL8TgTH+AUfIxSdA/6+ftjO/6OH6EzDqvu9N7j7oEpC1R8wW4hC+amRCg80hpixiIEFATUWZxyPpxkboZFMlopUKsenp8BK7TxGmHMJXNyqIR4cjHkUSsjLud63z46AQYYhv22CGO7u7yqdcUaNotdiDmqAIHVz2cVKWxgOwFfNPMa0rOzDQO9lpnnb9NzzXLnDAaNTeEBCrHlOAM1KdlmjBhPEn1iUGEwXpaul40bVcERFcYSIHSSm/Nw9uxp3qMojHmoOeVLc7lviC0Pve79pesdcBc45bzuESYFyNpvRdFYIiInBHbbEYTZtkAQhPZClCvihGqAqaGAodeHD9qDzNXmD72e0sijAcCQNTvNHGlghMpjoPFo/Vh+w5E8P3wsIb0T/fEr/M7rNXRIGsNw/P0ApSW5kfH6n1WTwZ6dq5CdVI0yZwG6K4/ODizC7ShT4WUM+2ESdz0MB+fMkr11SFavT4NRl/Dlg4LmOjyNT3CKeu4krEQuypGOGiXC2B8nlMAhfGV2tDcbgVrNz+AwLC4gQfJMGs+xCIZH6hAzGpe0Sz/+2NQTnHKey+02AeWoO8UuQ4r8laTm8oAV2qiM2DlbFxlgDs7LL5tTznM512sFFWKAIetIMRYeLsLA7LaxeJmTQyGej1J1znHcwJ9OzEAdslCFaj/+PbMHUyiMmHqn7sKDOFI4BEZtrVdTX4MHmO4XunZ5M9CxZ0FwVlWic22pEjIc0OFh5lTpJS6v8vYGsMofRTI9P5xqcaNTgfRybie0z4qisUREjiAIgp2KOMza9te7hMtb2AiUsLeeHfjbosOA6MnhaCZHRznlco7GExoDdpJyaSvSOxMMvr41Xr5ZOJLFCC1J6qVKLb+GS7ECpzYaRpQFdUhVYWUBW6yz9FdpKU67uACLhi7BDkd/HHJ0UZ6bTEc1emMvdqEvKpCtshySYKA+JU0Jm++Un2YAtmBYo4yqh1Pl6szBQ1iIO1GLVJVPQ7GzFYOb5UaESsT+BJOVBygVtYHD0HwYzCpwDzzQskIWEQ6P5LHi+UEBzCmNTHpaOOU8BRCnds4bPTrP0uJ8HkU6BTannOfyoAUweILyxNJFBngi6mIEXG4NiwoxwODo1Qs9R3VFWpfMNikprHNyKtGpsUGt/ti+u5OBYxiMrc2eX+7J5QkEz+k8HEaejaqCkRJuT+MG5O7eiGo3i3rwk7HzlRNuwwFj/QbT4B01yjxebAga4Mt3l1fi2MzZuGXzTFw6xYUzzgBOPhlqynkuP1Y0W22nYfgawympczl4TDFDW5pTznO5DnMTokihjYGYdoCInBCwalEktxMEoR0SxYo4WpyEgsKCxiRtQF2hSDfXo0dGl2NlNImdZo4caQ+VvMvX9RVCXuFIFiP01/lLVKllhu8cRQ62YIjystA4SkcV0lCrkv+Z11Ltyauhl8dRW2OWpzx6VH2uGXMLMS/lAXQ2DqkQs/6GGWrGkrzzk+Y15tmkNNRiHwpVFhDpi13q/2NIw1qMU1vRe/MEfqEETwOSUYLueAB3NRqkdkXOFXgJqzBRvXdY5aNffTXwukCeGn4XEQ6P5Og3zzMaiDw/eFx57nDKeR5TrrfbCoEFCliJjXk9jFqhB4jTiRNDVGijMcyd4Ik8d663aOE8l3O9NpptDDB0efFx9ByaHbLHUjRzcu7FfapUtJVSeN8v6uBUJaN9n/8P/FfIc8qJBvSApZlMFOH1O8rxNdwNblS50z0lsQ3UOtJNweM24D5aZd6QeMOhm0WXA/dh+8YquA8cRC+jGFd+XITeKS4lVDjlPJe79x9U22l4D7jjDvPQMxKOpwSPLaec5/Lbb7ff5yvuaE8J/YXRqSgaS0TkhMDapCoS2wmCIFixG3bBH3capBQY9ORYY9Vpa9BgpSFAO9hOrxwaprRPguXm8LWt4XTNwpEsRmhlVqEqFMDwne5w4RuMwEV4A5/hBE+QF30w9agBjaUUFbpDj4s7Nd2rTNfkAS48nPJrHHF2VYUJmOfDaYUjB/clzUdZVj+4DSechhv9sQu/xywUolSFA7FR6NV4Dnk4qLJvGJpGbxCLG7DwwAz8EUtxDT7CaShAib0v3vzkeBPnK09QOHy9LkBViWCeGpY6Y0xPlMIj/YWYtQQKmUWLzPxzDvJy+sgjISq06TwcnnTTpzf1XuCU81yuXYU2Bxi2lmSrUE5WibNbPj3SdEaZKjRgpdDH88L1XX2agdJrMgNLm72e4aek9D70Qiwoc3TDp8YJ6upxobuqCkcvbLpR7QnZpNABDHpzCG8GAUZLDiYX4H/6L8bRzHx0OVqMyz8sQq+ydWrKeS7nem5nhacCC+2xTQ81Ly8XTnnP4XKub5e0t4R+V3QqisYSETkhkBLSgiBEE+a42C35zBHNE05oEjpa7HA5lzH86Hvfs2fs0a7kb6lO5OVzdJM+/eDr0+4OGo7kMUJza8z8BObmFMMMXXsb5+MqvIhD6KwCXujXYSGAK7EU5eislhi1dcC4cWYsSmkpus4tQh/3DhSmHMTelH6ocWZiH7qjr7EDWXWHkVe9GyXpfWEkp6iiBYtxq3r9cuSoamlFeBadUKHej0JHC5MU1OJPuAo5KEc2KpEHe11YKYYoitj0MdwmoL2wO/xCFjQgWGXiwQcjFh7Jl+Nxo35gdT6KWxqqnOpqfVzP7cKp1sZiaI8+amo0TjnfrPKeFYY4LVtmugF5Qn3/+8Brr5lTznM513M7hFftjSFO/AyxhJX/WPJ8Np5Q5yIJpBnNSoCZzbwmviFsxH/2WmxIN6pUDhq9TtswGFemv6rC6sy+P2ZemtNoME8gXfY7gAjtnFyJGcXz4W4AKtLzlLC5asUMNeU8l3M9t/OFQob9uV56CXjsMXO6alU7FjjtLaHfFb2KorFERE4I7DYYa4tGZIIgtH/s5m6ygqNOuKWQ6dfPDCXTDbJp4DEf2G5paG3kciRfN4bUD4Yt6XAQ2p52wpFqksz8BC1wGLpGMlDtaY7IBqGp+C+8ib/hJ/g+3kU5clW8v7JmWBM2MxNJ2RkqIbm4vgDfufvjvqT7VUlpeoEchhsuowA704dj329fQoMjRRmKg7ANN2ORKnzA9/0Wg9V70lhMhpkYfQK+UMKmElnqvVl4wA58Tg6OoDPCUAD6O/HXod5OIQueFDzAEQqPpHbg+cGCAdSSPO48rpzy5bic6+2EOVrLUbOkOD9KyBLjVlg17t13zZOXO8EEH045z+VcH+Zn43VBm4tin59Hh+NFGzanZVW1HOVFzFGhmfptvUtAO/EpJmELRvg8n9lhTQZ+ID/hQeTaKnUeCbJQgUlYhf7YgT/iasyuWwyXsweOoIsqd83riZ+tPivHvCn9+tcBw68G9ahCj/SDSKs8gOSGWjjd5rXIKee5nOu5nT94DzrnHPMU4bTdhqi1JKG/LcPaSqNbUTSWiMiJQqM+QRAEu7DKmR34G6OrWtEgZYf6M88ETjsNOOUU03idPNleqBqhkKE3hiJH5/ZYc30IjUZGTzAsic6DYA0jnTlmfsJMPNsocEgZ8pRE4JSloFfDVGEbMVqJjdqMXNPAZYWDqipkGxXY7zAFzi+Sl+C71BE47OiqRpBZsexbYyB+n30Herz5rNf7X4sXsAi3IA8HMAKblZjh9gx1o0eHhhmFzzcY0ixfIhgs3ctS1PbrqjXxEOZEvpBFC4wfXRGNIT88R5j8raeTJpnLA1ZEC1KOmq+pS5kHLTHuC4UMP6MVzocpcKyfTTeQpMeTDSZpizG8M5owX4uCfg96eUS1/3OEuWcHUKA8IhQ1DFODp8w5hb5uZutrkGnBlAq3bc9ja2GBBDN3zolnMEt5cFyO7ih29lGFNwj3t75Xf3PEJUjopLN7AfDMElRl5qNX6ZfoWrETyXVVasp5Lud6tV1HwU5Cf1uHtWVGt6JoLBGREwLJyREEIZrQlg016sz1NCKtVa0YWkSvCyNGeP+hyAla1coH/kZR6GQZlcg5VmrG2XtaYjBMjQzIKsW4wZUqRI6NI4O9NveHidQ0/KywTPOp+FD1pdECR0OhU/yn94APPzQNpsxMlKcXYA96456kB7DfWYidzgG4LONv+BLjlNeHAubGkrtgfPoZDIcDX2E0PsNkdMEh3IPfYBS+VgYnS0ffgCc94ihNGW3MM2AeD70/duG2fbHbUwY7PC7HC5EtZNFC48daEY0V1jjP488p50NWRPNTjpphlr7nrd8S44FiJbmfPOF0UhDndY5OGKPV+rPx/Od5yxx4viQFeiwahFLQL8QdyPJ4LJua0jJQ0qHOO4ZOsifTcGxS4W3PYqbKX2NVwAvxhvJwWr/6ZrudmoIjTp8yh1GCHs7vYZkSX51QickNH6OnUYzRbrO5LwsRHEvKRvq+7aYrkDkaQTyLY8Ywt8ZQQpjHo7bOoabJSeZyru9whErob+uwtuzoVhSNJSJyQsCExkhuJwiCYIV2nB2Rw+1aXNXKDxzxHt2/Ek86Z+PJupnoUutSNgtHw/l+gzu58LR7JoY+0foRQwodf+FhNETdw0c1VV/IzsbHZ/43jAY3nnDORp9UF/LqS/DH6p9hILYr8dMNB3B8/Uo01AObk0aiL/aoJosHkK9GyNm0k5WunkYRHoBOmnUoQ5IeHZqfHKm2jqj7MhIbMAGr1f/70Q0rcDq+wPEqCTscChCg8EBLaYXx4+/c4e8Wk7svvtgUzHbKMOscmECV+bxKjPuDQoY5ONyA1q5OXNc5Olwf5mg1P9tDDwH9+5svo0PxYhVhcRB5Ssw0CRzzfGORDYoC+ngY2pbhCW9j3hrz1yh0ClGi8sW88b4hdK0txTWjV9quftdatJeV3tAuOIgR7o3KS0XP6BUpr6B8zMnmHjIu8YYbgnsWi4qQW1uGjJPGIXlQPxT0zVDT9JPGqeURC3tqT1XLQiX0x0OfmuzoVRSNJSJyQmA3rjcW8b+CICQedvM39XY06JjkzYE0O2FkwcJ8Th5XhR5pBzEgpRhPG0Xol+5SHqOJfVx4sq5ILc+pszdiGKrnTqBReI76N1JZiXHP3YipDf/G5NoPsbRuGk7rtBY9jb3KUzMSG9WoOB81mbkY6t6slrNx6KO4SeUEEYqZlzEduTiiChLMxv+oMrw0Q3tgHybjE68RdSujsB4rMRn/wRmYiFXKO3U9nsYCzPXKn7BDWYgeKGHTSuPHeu5QQzClgl5ADsxST7BCWtB8GksOjO7X6YtXiXFfNm5sKjJAI4mxcsQqdKZOBaZNC2+0urISE/qU4g9/MAU/B5sZ3sliBBSy4R63cGFBAZazIBQ0PEPXY5Tq6+T2lFFn76gvMUGFtzFvTQsdFsmwmg8USsx9gbMpbpReofWlPbyKzsVC6MzDPY3SjZ/hpuQnceSsi1Hwrz81HTtewIFOBh32lJcHR3o60rNT1GHmlPMqRDUSYU9tHd4VjYT+BOlT09aIyAkBm05FcjtBEAQr/K0KFVbD9dbfNIoDho/ZCSMLBJ9z8fUFeHnSYlSk52NQejFeSCvCT4auw2/2F6G3sxi5g/Lh+N1iWyOG3Jdw0Z3MG9m/HwW7VyPJ035wYtWHuKn8PlQ7MjzBPyb8urIP7UFuwyFlhB1CLorRW5WQZp+cLPW3VgmbX+AJXI4X1WuaOPAsitAXO7xG1Amnj+FGNQbP/IM38QOMwgaVhP0SLkOap4iBXXr7q67WWlpp/PC40yb961+B774z7cxwCgdYc2D8laP2KjHuC9+M4oaK+P33gVdeMfebxiefRNcLd44uJruj1RYDd0JvFx5+2MxXU/1VDrmUkKWgjZbQ4TnzLK5VDTspRii0P8IpyrjaiJGNQmcC1iqPI8PbrEJnLhaypIanyDqnDqSoctSGSnaqT0rFAeRhy8FujdUPObUj3tR23YKXiQ/EaGzAvZiv+lpR4NQhDQ847sajMzbA2aPQTLxiYhdrd/NN/MFjTQ8Fd4TJWlajnvNcHiLczRZtHd4VrYT+BOhT09aIyAmB3Wuira8dQRASIyeH/+uHdZmvHcDQom++MQuTcdqSju/jh1TigfT5yM0xcDg5H7mVxfjVVzPQP7kYBSPykdPJMH9UbYyABioGFgwaxdY+PBzmTR7WZB1T6Bx3bDU6Gd5hX+qr8XxgGmGbMUIZhwwM2oceSg4ZnpChBzEXp+Jj9ZyDyu/TRVWKuhGPeY2oj8E6NWWJ6Y9wKsrQFdk4ivcxBR/iVHS1hJ7Z/ao5hh8VWmH8tLZwgDW/h7k5PH7WEuO9O1dixg9K/QtvLnz7beC998wiA1bBxnOM84yfGzDA/mi1j4E7vqdLeat+f68LL+cWobejWIWIMVws0lBo8JxhUQDKYhbXOBPLMR2vqHMrB5WNQqcCOWo9odC5G+bxc3rabfKsZkAb661VO0zPhmEYSGqoQ70jFUfdGapqHL/CHk574o3hoCwRHi4nZGzAsqTvq5ycg8jHb/o8g7rMXHROKseIX3lCCnlseKI8/XRgkUJj/eabmwSOr1HP5Vzf2nC1eAjvikZCf1v3qalsRyGAARCRE4IdOyK7nSAIgq+NZh1p1bnY1lFyrrcOpHCknaFFHMBmbxK7oUb+3jyvZi+GZ+/BqEHH0LdHHfr2AXp3r0NO6jFzWJ7xTDZGcf797zDf2/NZvYzhggI4HnxQ9cDRmF6d5phJ0E5lFFLMsAoaR8i3YQg2YxiOIFeNiA/Gd+o12EvnDBWExsChD7ERY7xG1J/DjMYeP9PxMs7C+yrUjYUHcmEqsVokq/LUB/yVhvbDKkxEVGiF8ROJwgGBcsNOPq4STzhmY8xjQcKGfvMbb0VsFWz05NAyD2e02mrg7t6tFJhzwzoMWliEvGPF2OspaU4i7c1htTR6bnZiACbhM1Vcg2FeVm8N112A/1PnHHPT1C7Dhfm4W5VjZk6Z9uNwfjfLXKQMhJvhXA2U8AYKjFIMwRbl9SyEC081mP2otHjzHRChGGKong4h1eLIDqOwEW/Vfx+5jnJUJedg0bnLMO3fP0f2p+8iqbOn7DdDDhl6GCo3I5ZVutpDeFc4Cf1t3aemsh2FAAZBRE4IeOOO5HaCIAhWtFESDGvfj1b1KPHF4w5ybN2KzK+/QGbpTrOzOXvW8AVpvdp0E23bhrDhZ2r20mecAee7/4aRFLgpRlPYGnMfRmMfeiqDUxuXLEXAvjoMOdNd2rdgqCoiwAII2ti0jqhrOM/lNFZ/CZY5ZhNHZvmk4WOcik0Yic8x2dbnK7eU0o4YrTR+Wl04AIFzwxbcXYU8R4iwIY4A8/zyJ9hY9YKWfLij1TQQFy82PQOffQZccYV6r4PpTQInGmFrzNfSZdO/xhiv4ho8h7ic67/ACV4CRzfNZSENym5W/9Oev3zsx28cd6M2Kavxoq9LzsBc58MYn7QOT7mL0NMjxq/DEhxwFKj7A8u/Mw+K+pFl5ekw4ddJ0coy9Sw0Yof9DLxrMD1P95/2Ln724GgMHw44j7P0N6IRztDDUKP/vka9dfQ/GlW62kN4Fz8rLzJ/HhKKRg4obd/e9n1qqtpJCGAIROSEgG74SG4nCIJghakIdrdrUahRsJADChiu5w2MuRA0MOle4ZTzermN8pFeYWch0KPKujR2M/Lz4Uw3DT9flNnnUYUMZxuOb/AUrlcGpyYb5chEdWPIGsOAWFp6Ka70KjSgR9StcJ7LmYvzBGbrPVaCaiS+xm9xCwZgu63PeU6/zYi3Jn2tKhzgQ7PcsO4hwoZobLJE2F13mcaS1WDSSeg813btCn+0msYjG+TQsqeIqqvD38bPV6ezFhXRCFuzlk33rdjH5fq85PL+2N64LxQp1+I5JYJWYhIqVe6OE+k4hjtqfoPS5B6o75KPPRmDUZeUhj7OYjxVY4aS7k/thZszl+BQqmm883JlKXlWlzvpJODHP1bpbUr40DGmH3agGDvN+BA/zXsPJ80c7V3QhCGG71lKvtsZ/ddVuvyN/ke6Sldbh3dFykPCfeZ10pZ9agraSQhgCETkhMCui7clib+CIAjEKkp883Gs68MONQr1g/rgg6YlpLOZ2WSEw/ic6iznUaMCJxZbCLcnCV+axnSzpGjG+zOZ+ehRJWh8H9AiJzNTeWmYZfNP/AAjsFEZkn/GpTjRU/6ZoWzfYQCqwcIFBiZhpRI63M46ok6Dcwaeawxd+zOmYRmmqvwchqxdiaVqyhyFvyZNQ9cLpzT7PMtxerNl2dMvQUSJQPhPqwoHtDZsaOFC89ziPBN72JxHCxyeb2y2xDfna4Q7Ws2d5wnFc8MjdC5cdiNewJWNx5heHd8+TpGCAidQxT6zOMFM3I+7UY5OjftCbw+9i9sxUPV1WoUTUIdUlehfVZuCvY++gsM9RmJ91mSkpvEaBerqgbuN+SiuL1RjEPy4vO7Z2JV6gcfvf//XDKHnV6oHYL0KfASBt4NDad1xoGAUVq3y42nl/cCfwGnr0f+2Du+yi53viNcBPVBt3aemsB2EAIZATPMQ2E3mZZUgQRCEcGFoOw0QLVp883EIDRVuF3aoUagfVE6pMjhCS+uGb8xRcNWtL9mMSeIPmo0RQ9qXduFL8zMwed2ryT0N2muvBQ6F6C9DI3bMGFQnZSrxko1KJXj6YQcmY6VaxsIBP8Tr2IohqhhBaqc0VZhgJDapKldWgUODcz2OU1OKmVPxEfJwUPUJOS/pXSzv+hPMGvguGjJz0DWlHN3f+7NX2d9fYx6mYoWaatR6u8PnMWzSF6pwQDiNQcMOG+LB1kYTjzXfUFfe0MnpdFXyEc5otT6f+Rqs+OUp9ddr7yp1PrA6mRYV0YIeIopnnoO+Ffs4z+Vmw9r5KoxN74sOebsVi1SI2C70VR6d+jog57nfIXXOzchIqcexWqeyR/i4u+5udK51qf9pe/DyXrvW/CrpUaNm5HJe/iw8oJpw2rBReBh0E1V+9SGbukZz9D+cpPcIeDhjht3viMU34qFPTWE7CAEMgoicCBLLGvaCICQG+/aZRkWvpBLVB8aKFj5D6jdi0wcl4YcahfpBZbD+uHHm/xyd1VYOp5zncDBH3m0QTqNC5gdwBPrUU02jrBF+MGu+BqG15Rs7RQv8oYeQNuUUVCBTFRXIQDXuxTzVs4QCh4UDVuBMMyejb39kDOiBlJw0bMk9EWXpfVTCOAXOLMcSVGUXqjYAeSMK8dfT/weO1DQgJRVbH30T/2/daFUQ7JG3RjclX3s+LA/PgV/Nw2NZ96hd4pTzjQLoxBMRj036ItlUNuywIT06zMx4Kipa4dbqW1wfzmi1r4FLgfTYYyo5JSk9BSmq+HGtCl2MJswJq0AnFFqEjq7Yx3ku53p6bny9SRRHi3CbanS7G32UV3EPeiHdtQPDfv1TjMzehX1OM7xNextZBp3NcnmpcpCEg/+bN5vjA/wa6N0hNTXm18spBxeCwfUUThz34CluJzcrKqP/4Sa9x7LAgV2CiTQeNOaQtQcPiasdhAAGwWGwRmGcUl5ejtzcXBw5cgQ5Lek0FwFoMPDmYId588wfCEEQBLu8+ipw62Ul+KD+FNUY8Jyk97HRMVr9DvLuPLx+A97DVDRkdELBNx/jtkXdVU0AhhxZQ9a4LQfGaaiyOajXSLw1FELDH1SWZGPjRRqaHOqlwOET9RAx5zt3NuPwGaYSBGqlr74K/Xn58tRPFDdMXPcyqGkYXHIJ8M475gdimNybb5pG65Yt5nC1aoCSCnz0kWpQtnrUVdhclo/bsAgPYa4yGO/EQnwN00VEW3rXas/nz8hA/aLfYdnG7vhiRSW+/LgKO6sL1FtRePEj0osxPmWDKe78Nf+hS41D5TwI/MDML/GFYYBjxwIXXIB4hoeZAoeGLHUkQ9RaHXrtGzbEUV8aRb5GHMU2jTsNw4s4+h4u2iCmSuNrE8/7V1fWoWbLTuWdOwPLsQMDEY0wNZ3n8xyuUT2V6AV0eYQMezV1Q5kS3jvQHzPwvJfIYZ7Of3CaCo38HBPwM7ysvDyTsjfgo9SpSD5chvqkFFyQ9DaW1U1BN7cLzxhF6OUoVsKnCM/CZRSoewGFCU/N4483LxOGm/HYsmgdv55QIWs89szt4evwPsLXoM70GoiwS2uOL8UBhYzvOeN7blEIa8HP84CjPP4GAPh6FDix8n74npNW0aI/A0XXddcBv/xl66+BaOGyeS3HszYw4pgjR46ouoqcthUjRlgLugZ/nHRSm+2mIAjtlE2bDOOs3FXGUWQYdUgyXOhmjE1ab6SkGMYYx3qjBN3U8mpHhrHjL6uMNWsM46KLDOPUUw1j2jTDmDHDnHKey7neL199ZRgTJjQ9OF9RYRjnnGMYTqdhOByGkZZmGIsWmVPOcznXc7sQ8L3t3Cc7dzaMG28Msp9btxpGv36G0a2bYaxfby7j+7tchrF8uWHk5xvGwIGGsW+fuc7lMi6cWqFeOwsVRje4Gt9r6lTL6/L5Pp+jocEwtmwxjFWrzCnnhVbA7/jCC83zi9OSEnM5p9blPK56Xj+s24eLPj983ufFO74y3sI5xhcYZ7yOC40ClNj+Pbfz4Pn2HK5Wr90f24z/h0uNvehubMZQ4zByjCPINo4hxdiCwWo51/M51tcYifVGJTKMBjiMUuQZo7BeLR+Wss041rW74QaMOjiNv+KHRn56hZGcbBg9k0qMN3Ch8YLjaiPHWWEkJZmvxXV85OYaxpAhhnH88YaRlWU+9PvxkubD3+fh6/D6HD3aME45xTBuuqmF14T1OLT0+PqeM7xf+Tu32ut1wPsqH5G6BtrqWna54lobRCVcbceOHbj22msxYMAAZGRkYNCgQbj33ntR2w4TV2bNsr+tdZBUEATBDhwl7Tqun6qwxCaWrAD1TsNUXFT/Gt41pqpRYYbafJ0zCQc79WtZqFGgkAN6I1hzWpdfYnWqP//ZnOplXO8bQuYH66BtMOjkaObBscJmkCwD/MEHTQk7OkTrjDOA5cuBjz9uSn4uKMAby7JVuM5PrsrG8NMKVM4J55ctCx7K1aw6mARwtw47YUN0K9x5Z2QTxPVx9clr2N3lOMxwLlW9Z3TTV2v1s1Z/XFSp65Wv/XvcgC44jDJ0UeFp9PCwxxIrAPbFLrWcFf+014f7wW2qkKWKERDm7LDgxRR8gN/VXQ9HZYWng45TNRbNclQpOXIgqRA3pDyLXzkeR7k7u9FDQ8+Lzq/ifYGOT3rrWAJal6nXeT2B0OWo6USlV5OE1XQ4UgUA2nPSe6gwYYZpqgN5IH6LJGTGYQhgvISrvf3223jllVcwffp0DB48GBs2bMDMmTNxxRVXYBEL6rejcDXqMrpv7dCjh9k3TxAEIRxefx2482oXnimfhlOMj1QSfS1SkIo6JXA2djkVC457GfOXFDaGjtgONQoWcsDYFlouDL5/4glgwYKm582da4ZS0IAMVDLWAo0r3gP5ux0I/rYzBylUboDQjgkWNsRQvzvuMM9Ju2FIrQgReust4KKLoJL0KXCYh8Ukf2u58dZirdJHsTIG65VYccKNBiSpRrTHkIoj6ILv413Vf4nPeQFX4QDyVSGCpzALJ+MTZOOoGuhgfg/vAVmoUtd/eUoezk5+H+saRitBo4sh8n9/IWjMqdHLuS2vO1bmthOuNmYMcOaZTQLnhRfMsRAeUtqzHFy5+uoAgxSBwsy++w644YYmo956fEOFkkUqrLEt8BcmrAUOD0ikr4FIUxlHIYAt1AYxy8l55JFH8NRTT+E7nuztSOQQihw7TigaGgxtFwRBCAcKlssvBza+78ILZT/AcfVr1HKm3GzrfDxuHfomBp1c2DzXJhKx7RQ6118PPP+8/5ydYcNCChwNnUA//7n/CrH8PfzDH4Dp08PYfyGxsJur0NLyuD5GGYU3BwXYW5GeE4qHSAocjRYtJ+EzpKAGGahR4oRChQ8Kl28wGN9gBO7CA/gtbsNkfObJFVqh9oulzU/Bx8r7wyvfbGLrxJGkLnj0v5bjz+tHY/du8zPxfhHO57FWbgwGvTiff246UJluxsufYyDp9Qyoq0JZUkGj97PRG2s1dv0dX72MI8DcEY6E6OMb6pgHyiWMd09OMJHGwaRnnoneNdABKA9DG8TMOc+d6coDF4Samhq189ZHPGDXG+fbt0IQBMEONBxuvx04fcR+9De2e/WE6Va5Hf2z9resrK+dkANm3HPU0F94CS2ZMG5sFDAUMhxoZVQSjSZOmYMvAkeIRAnskK9vGXWmx5COSxYQsjbmjDQsFHAf7lP9bVJRjxpPA9pKZKhwM17NA7ATqTiG3+FmJXC4/GuMUL2c+Pzb8FscQ3qjwDFxw5U5QFVk4zVEe45CRffdYV8ehryFwu5QNj09DEsjjzxi2udpdZVYWDUb/1M1U1Vz4zZczqAc9z6fSmf+jq8uY68bCtOLbBU4gXrnhBv2Fk7J6VjhL0yY3nIua+seOB2EmIicrVu34vHHH8d1rCQRhAULFih1ph99WBYnDrB7g4jfOnWCIMQ7rOj16FdTkeM+DLfDiX3p/dU0p+Ewfrt2qlnxK9JGJRNkmLxiDR9qZX8JChmGt/z97+bbcsrRYRE4QqRKYIfDZZeZuWoUCDrMK9IDkhQdFDkMTatHssrDYa+bXeiHCmQp0ZKCepyKT3AiVioJwxy8q/AnJb74/EW4FelgHwrT80P4d3DFl5j5/jTkVLvUoEGhJTyO+UA6xycS9gk9REy/o/eGaW+qEmJOFbrgIAobirHgYBEGZbvU8s0rXDh6uR+R4nt8rfkpDFe7+ebQvXPC7XsTbsnpWBBMpPE7CHRAYtkDpwMQlsiZM2cOHA5H0MdmFmq3UFxcjHPPPReXXHKJyssJxty5c5XHRz920zcbB9jt5xbpvm+CIHQQmKswdSpSyg/CmeRA7Ymn4tAf/66mjiSHWs71artIGpX9+pnrIpxcyhH0c84xm05yKjk4QlvC9DJWQb/wQrP0OvPXRo40y4uzQjpzWHyFD+f9LQ+Uk0PxQa9MbXIWqpGhRA4FzBc4AUeRAQfcqpdTMuqxFuOUwKEHh2FnDFVjTg5zcPg8vg4ffHMKprHlH+LaZdMwsHKdWT7a0sTWt+dOa6Eds2GDWbyApaQPpRTg3u5L4EruhcL6YtzvKsIJaesw31WEuh1+RIo/j4q+nzAfZdeu0EUEwk16D9X0OJC3KFq0p+akwYhH71iYhJWTs3//fpRpl2MABg4ciFSPtb93715MmTIFkydPxgsvvABnmLEW8ZKTw2spVANuwqgPXkeCIAhhQauCndrZlIsdMl9+uSl3hn1s2BOGyYGsOqYrjiV4cqkgRBrfYh10YjLPjQUK2IeW1pDuFcNTnulodHa++CLw2mvN7T0KFIaNUXTsRz7Sk+px2vD9eG9jD+WRyUcZypGNsViHzjisMnRqkaa8ONM8/XDYJ+cTnKxEEj04ZcjD5UmvYFG3h3Bc5SdwHD2q9oseoZ3OQahxJ2OvFjjOwtDVzsLkpZdMocMxado+evA2r96FeSVFSuiwrnV9A1A4vhd6vmkRIaFyrngvW7/eVJdUkMGKCJSUmCFu/vpz6V5V1lzBeOrpEu3csw7+GcrjofAAPThnnnkmJkyYgBdffBFJPKHDJF5EDo+tHcFNGyEeKv8JgtDO4A8KM/Z5o2H2vu8PCmO9eINhYku8/igKQjuEIuEf/zAvOwogzmdlmSXZ6YnUVcRYSZ0FwlaubIo0Yj4M82IYNnZ70mK8NnY+jut9ENc5luD1N6A8NKOxATmoUF4cFpXWjqHPMBlXYakKN/sQp6IA+3EInXEW3kfGxNF4boELYx65EvjkE7hralHpzsS+tAGorHZiVspz+LLhuMYKa5Gy4ijwFi8Gzj7b9MBy7IPOF83QY+vwQMkMVfyA23Z69TkM+OFx9gqd8MvkII32IDP2LpD4aKmBHU+FCtr74FFpCxqydhSRQ4FDD06/fv2wdOlSL4HT3WaVnngSOQMGsPdP6O369zeruAiCIHS4H0VBaMfYKcnObW67zSxESC8QradOjkr07FyFK24twNzZTddw0UWlmPbGpTgea5QHZw3G4y4swDzci0lYqcQOhc71eAr3424UogQ343c42m80/vpXs1SzMigvvRR1G7dg17ECuJ0pqKgEio1emOU0PTkUOYG8OTr/iPvJaTCvDz8rw0r/93+Bn/zErPb4zjumFuFth56mefuK0K22WL1eTi4w4JRecDwbQIRYPSosG64FzqRJZlWDYF6W1hjY7bnkdLzhiiPvWDyJHIamXXPNNX7XhfN28SJyWC7x229DbzdkiJmwJwiCIAhCYsKWEhQDTC/p2xe44go/Obnbt8N9+hmodpXj8+RJ+GX2n+DoXoj8Bhd+/e2VmFC3UpWQnoIVOODohtyUKnQeWqD60iiBQzweEMNVig3lfbAoZz4u/+ZudK0ubhQ6pQ5T6GgYakexwshXTvmorjYFjq/5Zc034naMAGMPXjYPpedKl5DuWufCI+VF6NFQjJLkXnh19Hz8NutudK4MYOxajWO6ffQoMQXOn/5kT7C0xMCOJ09OouCKv++0zUVOpIgXkUPnk50wNB5vhpEKgiAIgtDBPbOzZqmKYu7nl2JrRWGjl6h6hwspM6/C9op8/Hfe03DmZKtUPK8mmz7ejPWzl+CeJwtR/q0Lt31bhIK6YuwxemEmnsUBR4ESLBQq9LzovH1ad5xnxTT2+6XQ0d4cbk/vDec5ZYjeD35gijftwaLQee33pTj3bzORV12MsoxeeOfHS3DxDYUY3zOESNEeFb4B1SBzCV95JbzcjnAM7Dj1OiQE6+LLOyYiJ8J06xa8i7eGsav798dijwRBEARBaK8hqO6SUmzbl4nD9dn+w+P85KVQdCxdCnzzoQs3fl2E/fVdcVPS46hJyVaV0Pg2rB536aVmbv9vfmPaJBQ0jEbhrvBB3UFBpAUO358apLHBp3U/yytRcc1suA8cxMEFSzBgcmHTfgYSKb7ihG/EnePO+wqNUKG4dgzsOM4fafe4xJOT8CKHLlw7VdN4nYcoPicIgiAIgtAikaRzhyq2leJQTSayCrNVuWeWwmaFV6tY0qJo0yZzoJYPhtoxgowPenl69gSmTPEusmBnPwKKlEh6VOwa2HFcCaxd44pP75iInAjDUQ7eRELBXaQ7WhAEQRAEIZ4KKtDbQ/j/4cP+hVGriKRHJVwDWwq3RJbS+PWOhaMNpEWbDZi0F8ntBEEQBEEQog3FC4snxQSdDET8NfHUHpVQzYX9NdO0voZupmk1sClgAokYCVFru2PZxognxwaMXbVWLwkEK2XTBSwIgiAIgtDhiIRHRcLP4oPK+PSOSbhahGFpyLq60NsxvpXxroIgCIIgCEJiGdhC2yPhahHGbqxqRGJaBUEQBEEQOjISfiZEADHLYS8MLZLbCYIgCIIgCIIQPUTkwF4YWiS3EwRBEARBEAQheojIsVlCOpLbCYIgCIIgCIIQPUTk2KwzH8ntBEEQBEEQBEGIHiJybGC3sFsbFoATBEEQBEEQBMGDiBwbjB8f2e0EQRAEQRAEQYgeInJsMGBAZLcTBEEQBEEQBCF6iMixwe7dkd1OEARBEARBEIToISLHBrW1kd1OEARBEARBEIToISLHBkOGRHY7QRAEQRAEQRCih4gcG0h1NUEQBEEQBEFoP4jIscHevZHdThAEQRAEQRCE6CEixwZpaZHdThAEQRAEQRCE6CEixwbDh0d2O0EQBEEQBEEQooeIHBusWhXZ7QRBEARBEARBiB4icmzw5ZeR3U4QBEEQBEEQhOghIscGBw5EdjtBEARBEARBEKKHiBwbpKZGdjtBEARBEARBEKKHiBwbdOkS2e0EQRAEQRAEQYgeInJsUFgY2e0EQRAEQRAEQYgeInJskJkZ2e0EQRAEQRAEQYgeInJskJcX2e0EQRAEQRAEQYgeInJscNZZgDPEN8X13E4QBEEQBEEQhLZFRI4NzjkH6N07+DZ9+pjbCYIgCIIgCILQtojIsUFyMvDQQ0BuLuBwNH9w+YIF5naCIAiCIAiCILQtYpbbZPp0c7pwIfDdd0BdHZCSAgwcCNx5Z9N6QRAEQRAEQRDaFhE5YUAhc8klwLJlQEkJ0L27mYcjHhxBEARBEARBiB/EPA8TChrJvREEQRAEQRCE+EVycgRBEARBEARBSChE5AiCIAiCIAiCkFCIyBEEQRAEQRAEIaEQkSMIgiAIgiAIQkIhIkcQBEEQBEEQhIRCRI4gCIIgCIIgCAmFiBxBEARBEARBEBIKETmCIAiCIAiCICQUURc5NTU1GDduHBwOB9auXRvttxMEQRAEQRAEoYMTdZFzxx13oGfPntF+G0EQBEEQBEEQhOiLnLfeegv//ve/sWjRomi+jSAIgiAIgiAIQiPJiBIulwszZ87E66+/jszMTNuhbXxoysvLo7V7giAIgiAIgiAkKFHx5BiGgauvvhqzZs3CxIkTbT9vwYIFyM3NbXz06dMnGrsnCIIgCIIgCEICE5YnZ86cOVi4cGHQbTZt2qRC1CoqKjB37tywdobb33LLLY3zR44cQd++fcWjIwiCIAiCIAgdnHKPJqBDJRQOw85WHvbv34+ysrKg2wwcOBA//elP8c9//lNVVNM0NDQgKSkJl112GZYuXWrr/fbs2SPeHEEQBEEQBEEQGtm9ezd69+6NiIkcu+zatcvL+7J3716cc845eO211zBp0qSQO6Vxu93quZ06dfISTOHCfaFY4heSk5PT4tcRIoscl/hFjk18IsclfpFjE5/IcYlf5NjEJ+VxflwoWxgtxsrNTqcz9oUHGGJmJTs7W00HDRpkW+AQ7nw424eCByseD1hHR45L/CLHJj6R4xK/yLGJT+S4xC9ybOKTnDg+Lszbj4s+OYIgCIIgCIIgCAlRQtpK//79bSUICYIgCIIgCIIgtJYO4clJS0vDvffeq6ZC/CDHJX6RYxOfyHGJX+TYxCdyXOIXOTbxSVoCHZeoFB4QBEEQBEEQBEFoKzqEJ0cQBEEQBEEQhI6DiBxBEARBEARBEBIKETmCIAiCIAiCICQUInIEQRAEQRAEQUgoEkLkPPDAAzj55JORmZmJzp07+91m165duOCCC9Q2BQUFuP3221FfXx/0dQ8ePIjLLrtMNUPi61577bWorKyM0qdIfJYvXw6Hw+H3sXr16oDPmzJlSrPtZ82aFdN97wiw1Lvv9/zQQw8Ffc6xY8fwi1/8Anl5earp78UXXwyXyxWzfU50duzYoe47AwYMQEZGhmqozKo3tbW1QZ8n10x0ePLJJ9V1kp6ejkmTJmHVqlVBt//LX/6C4cEWmyEAAAllSURBVMOHq+3HjBmDf/3rXzHb147AggULcMIJJ6BTp07qd/2iiy7Cli1bgj7nhRdeaHZt8PgIkeW+++5r9j3zWgiGXC9t8zvvcDjU73giXi8JIXL4g3/JJZfg+uuv97u+oaFBCRxu98knn2Dp0qXqwN1zzz1BX5cCZ+PGjXj33Xfx5ptv4j//+Q+Kioqi9CkSHwrRffv2eT1+/vOfKwNu4sSJQZ87c+ZMr+c9/PDDMdvvjsT999/v9T3Pnj076PY333wz/vnPf6ofpxUrVmDv3r348Y9/HLP9TXQ2b94Mt9uNZ555Rt2LFi9ejKeffhp33XVXyOfKNRNZXnnlFdxyyy1KZK5ZswZjx47FOeecg9LSUr/b87dm+vTpSqR++eWXygDnY8OGDTHf90SF9xwaZ5999pn6na6rq8PZZ5+No0ePBn0eBy6t18bOnTtjts8diVGjRnl9zx999FHAbeV6iQ2rV6/2Oia8bght6IS8XowE4vnnnzdyc3ObLf/Xv/5lOJ1Oo6SkpHHZU089ZeTk5Bg1NTV+X+vrr79maW1j9erVjcveeustw+FwGMXFxVH6BB2L2tpao1u3bsb9998fdLszzjjDuPHGG2O2Xx2Vfv36GYsXL7a9/eHDh42UlBTjL3/5S+OyTZs2qevm008/jdJeCg8//LAxYMCAoNvINRN5TjzxROMXv/hF43xDQ4PRs2dPY8GCBX63/+lPf2pccMEFXssmTZpkXHfddVHf145KaWmpuv+sWLEibDtBiCz33nuvMXbsWNvby/XSNtx4443GoEGDDLfbnZDXS0J4ckLx6aefKtdnYWFh4zKOwJWXl6vR0UDPYYia1cPwve99D06nEytXrozJfic6//jHP1BWVoZrrrkm5LYvvfQS8vPzMXr0aMydOxdVVVUx2ceOBsPTGHo2fvx4PPLII0FDOr/44gs1csrrQsNQg759+6rrR4gOR44cQdeuXUNuJ9dM5GAUAM9367nO3wLOBzrXudy6vf7dkWsjutcGCXV9MOy8X79+6NOnD374wx8GtAOE1vHtt9+iZ8+eGDhwoIqMYdpAIOR6aZv72osvvogZM2aoMLREvF6S0QEoKSnxEjhEz3NdoOcwxtdKcnKyunkGeo4QHn/84x/VTax3795Bt/vZz36mLjDeLNetW4c777xTxV3/7W9/i9m+dgR+9atf4fjjj1fnOEMHaBjTNf3oo4/63Z7XQWpqarM8OF5bco1Eh61bt+Lxxx/HokWLgm4n10xkOXDggAp79vc7wpDCcH535NqIDgzrvOmmm3DKKacoYR+IYcOG4bnnnsNxxx2nRBGvJYZS03AL9Vsk2Ic5a0wL4PfN35F58+bhtNNOU+FnzKHyRa6X2PP666/j8OHDuPrqqxP2eolbkTNnzhwsXLgw6DabNm0KmcgmxOex2rNnD9555x28+uqrIV/fmgdFj1yPHj1w1llnYdu2bSoRW4jMsWG+gYY3NAqY6667TiX3pqWlxWBvOw4tuWaKi4tx7rnnqthp5tsEQ64ZoaPB3Bwa0MHyPshJJ52kHhoabCNGjFB5b/Pnz4/BnnYMzjvvPK/fE4oeDrzwN595N0J8DDSfd955ajAsUa+XuBU5t956a1B1SegCtUP37t2bVcHRFaC4LtBzfBNKGbrDimuBntNRacmxev7551VY1IUXXhj2+/FmqUe1xWCL3nXE75nnPCt8cTTHF14HdHdzJMjqzeG1JddIZI8LCzqceeaZ6gdmyZIlYb+fXDOtg2F/SUlJzSoHBjvXuTyc7YWW88tf/rKxOFC4o8spKSkqPJfXhhA9+BsxdOjQgN+zXC+xZefOnXjvvffC9u63t+slbkVOt27d1CMSUIWyzDRFiw5BY0UJVowYOXJkwOfQeGMc9oQJE9Sy999/X7nEtcEgtOxYGYahRM6VV16pLphwWbt2rZpydFqI3nXE75l5B75hmxpeFzx+y5YtU6WjCUOiGHdtHfkRWndc6MGhwOH3zeuGxyRc5JppHfRq8vvnuc6KT4S/BZynge0PXgNczxAqDX935NqIHPwtYQXIv//976pFASt1hgvDENevX4/zzz8/KvsoNOV10JN8xRVX+F0v10tsef7559VvOysPJ/T1YiQAO3fuNL788ktj3rx5RnZ2tvqfj4qKCrW+vr7eGD16tHH22Wcba9euNd5++21V1Wvu3LmNr7Fy5Upj2LBhxp49exqXnXvuucb48ePVuo8++sgYMmSIMX369Db5jInEe++9pyrgsBKXL/z+eRz4nZOtW7eq6muff/65sX37duONN94wBg4caJx++ultsOeJyyeffKIqq/H62LZtm/Hiiy+qa+TKK68MeGzIrFmzjL59+xrvv/++OkYnnXSSegiRgd/54MGDjbPOOkv9v2/fvsaHdRu5ZqLPyy+/bKSlpRkvvPCCqr5ZVFRkdO7cubFq5xVXXGHMmTOncfuPP/7YSE5ONhYtWqTudaw2xWqE69evb8NPkVhcf/31qvLT8uXLva6Nqqqqxm18jwvthHfeeUfd57744gtj2rRpRnp6urFx48Y2+hSJya233qqOC+9BvBa+973vGfn5+aoCHpHrpe1oaGhQv9t33nlns3WJdr0khMi56qqrlNHs+/jggw8at9mxY4dx3nnnGRkZGepC4wVYV1fXuJ7b8jm8IDVlZWVK1FA4sdz0Nddc0yichJbD7/Tkk0/2u47fv/XY7dq1SxlnXbt2VQYGDb7bb7/dOHLkSIz3OrHhzYvlOmkw8AY2YsQI48EHHzSOHTsW8NiQ6upq44YbbjC6dOliZGZmGj/60Y+8DHChdbB8p797m3V8Sq6Z2PH4448r4yA1NVWVlP7ss8+8ynbzt8jKq6++agwdOlRtP2rUKOP//u//2mCvE5dA1wavm0DH5aabbmo8hoWFhcb5559vrFmzpo0+QeJy6aWXGj169FDfc69evdQ8B2A0cr20He+88466TrZs2dJsXaJdLw7+aWtvkiAIgiAIgiAIQqToEH1yBEEQBEEQBEHoOIjIEQRBEARBEAQhoRCRIwiCIAiCIAhCQiEiRxAEQRAEQRCEhEJEjiAIgiAIgiAICYWIHEEQBEEQBEEQEgoROYIgCIIgCIIgJBQicgRBEARBEARBSChE5AiCIAiCIAiCkFCIyBEEQRAEQRAEIaEQkSMIgiAIgiAIQkIhIkcQBEEQBEEQBCQS/x+byOK8s/matQAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"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 == 1, 0], \n",
|
||
" X_pca[y_pred == 1, 1], \n",
|
||
" c='blue', label=\"Нормальные\", alpha=0.6\n",
|
||
")\n",
|
||
"plt.scatter(\n",
|
||
" X_pca[y_pred == -1, 0], \n",
|
||
" X_pca[y_pred == -1, 1], \n",
|
||
" c='red', marker='x', label=\"Выбросы\", alpha=0.8\n",
|
||
")\n",
|
||
"plt.title(\"LOF на датасете Credit Card Fraud (PCA)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9e7e4911-539a-48d3-a0d3-35ae39239b9a",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Визуализация с помощью t-SNE"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"id": "f06ddb61-ac93-4b85-8396-4a6584827c3a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"tsne = TSNE(n_components=2, random_state=42)\n",
|
||
"X_tsne = tsne.fit_transform(X_scaled)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10,6))\n",
|
||
"plt.scatter(\n",
|
||
" X_tsne[y_pred == 1, 0],\n",
|
||
" X_tsne[y_pred == 1, 1],\n",
|
||
" c='green', label='Нормальные', alpha=0.6\n",
|
||
")\n",
|
||
"plt.scatter(\n",
|
||
" X_tsne[y_pred == -1, 0],\n",
|
||
" X_tsne[y_pred == -1, 1],\n",
|
||
" c='orange', marker='x', label='Выбросы', alpha=0.8\n",
|
||
")\n",
|
||
"plt.title(\"LOF на датасете Credit Card Fraud (t-SNE)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "018c5aff-6409-4be0-a9e0-cdcfe5b9abb0",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Гистограммы вероятностей принадлежности к классу"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"id": "b246f959-9102-401d-ba64-ed7f7b15e977",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"probs = lof.decision_function(X_scaled) * -1 # отрицательное значение для интерпретации как \"аномалии\"\n",
|
||
"plt.figure(figsize=(12,5))\n",
|
||
"sns.histplot(probs[y_pred==1], color='blue', label='Нормальные', kde=True)\n",
|
||
"sns.histplot(probs[y_pred==-1], color='red', label='Выбросы', kde=True)\n",
|
||
"plt.xlabel('Степень аномальности')\n",
|
||
"plt.title('Распределение степеней аномальности')\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2bb3fdbb-9abc-4eb7-91e1-ba2e19b1f06c",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Визуализация двух признаков"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"id": "809dc409-8db8-406d-a399-1e4bdd079006",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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VQ/SiamLMm4oQVSl6B+KxqIJWOWdjccrD12orU7448X7UfC9iblB8G16bcg9bnIBF2fsoZV4ZaGp7f6MXbdy4cUtdvr4shj5VblfMyYl1l9/HJf1so8cvwn1UmSwHnUpLUrK8LlHBsmbPZShvY8yjie2MEFLzdeJ+zTL7EWzjpD16KRbXExjvzTXXXFPr8R9D5srixPnRRx+tmj9W3zrjc6utxyqCehzDSyuGw8Y21VYZNMR7FHOtIpTUFphj6GJjicAUgS96eStF71aEi5q/p7WJUF0eghmfeQSkml+mxPsV+xPDpOsbmhj7Hq9bOUw4/jbUrHwZx3AcyzGftGavVfnYisqJES7ji6ial1Eot6nt9yZ+js+oPlGFMcrqRxCseekNoHHpEQMKEydocTITJxjloFBz2F0Uqohv62N5DKupnIcSJyzRm1MemhhDfcqlrqMnJIb8nH/++TkARPGHuOZOzI9qKjFBP8JknNjGUMsYbvTFL34xDz+q9M9//jP3UkTp9brEexIn3DHnI74tj8n78U15DNNamqFa0WMY64zXjMn58e34TTfdlHu1Fid6ueLEMoafxYl9nBTG+qI37Otf/3qeOxLv69VXX53nsZSvNba05evjG/1436LYSYTOCFgxJKo8dK4hn20MyYzHoohLudx7BMMIoVECvrYS8ksiXis+1xgKGSEmjs8oER7BtdxDEb2Ise9xch0n03GiHM+LEuaxLRFwo9BM7EeEzQhvlcd/FLco91hEMZf4rGI4XMzTiSGqUZgjeoXjRD6CbiyPMBW9ahH046Q8rjlVszhFTTG8M+YMxWcaJ9px0h2/m3GMRECM7a+t13RJxHsf5fJrm4dYFgU8Yl+iIEscY3EMxfC5OOajB6vy2nnLIobrRq9whMLYp/isYvuiZyv+btQsSLM4MewwhhfHpQli+F4EvdjeGAIcc+4Wd5mJ+L2JIaZxDMWxE3PhIuDH8R/PL4v7sc3RIx1fkMRxEn8T4viIOW/xOcfvRATK2JboRY/1RfGV6D2NXsn4/YuQH/sYx138bYnnxO91zblitYm/r/G7WN8waqARNHIVRoA6lcthL+mtXAq7XG68fOvYsWNpww03LJ1xxhm55HpZlECPks/du3fPZbC/8Y1vlKZMmbJI+ezGKl//z3/+s3TMMceUVltttVxm/tBDDy29//771Z4b5bSj7R133FFteayvstT2bbfdVtp2221LXbt2zeWiY/+iVHaUVF+abYz3JZ4fZcJjfTvuuGNp3Lhxi5Qyr63seHjooYdyietLL720qiT2L37xi7zNUQJ/6623Lt1zzz2L7MfSlK+P8ugXXXRRqW/fvnndO+200yKXNWjIZxtluaOM/ZprrpnXt8EGG+Ry5+Xy+0tTvv7ll1/OZc+jZHh83lHiu2bZ8HD77beXvvjFL+bPI24DBgzIrz1hwoRqr724W7SrLHF+3nnn5ZLxsT/x+nHphDPPPLM0c+bM3Ga77bbL78mrr766yDbV/MzDRx99VDr11FPzcRa/T2ussUZphx12KF144YVVl2RYmvL1cbx98skn1drW9hlNmzYtvy/xmXfo0KHUu3fv0u6771767W9/W1qcJS1fX97PuAxCnz598uv0798/709life61Pa+hSg1369fv7zu448/vvSlL32pdP/99y/Srrby9b/73e/yNsTnGMdGfM61tQvXXXdd/j0rf+axLWPGjKnW5q677sqfW/yOx9+OOA7isg5lcdwOGTIk/32Kz/joo4/Ov1s1j7Fy+fq6LO5xYOm0if80RqADWJz4Vjrm0MS34bvssssyt1teoqhF9DTFN9SLm+NDWuznHL0M8a39iiiGk8Zwwxgyt7S9RDWPnVhnXZU1Qxzz0VNlWBhAy2aOGAAAQMEEMaAwMZE9ri1U1/WHGtoOmpuYsxPz7OoTcyMbOn8JgOZHsQ6gMDG0q2ZxjmVpB81NFF+oeQ24muqqOAhAy2KOGAAAQMEMTQQAACiYIAYAAFAwc8QaQVz5fsqUKfninW3atFnemwMAACwnMfPro48+yhdhb9u27n4vQawRRAjr27fv8t4MAABgBTF58uS0zjrr1Pm4INYIoies/GZ37dp1eW8OAACwnMyaNSt30pQzQl0EsUZQHo4YIUwQAwAA2ixmypJiHQAAAAUTxAAAAAomiAEAABTMHDEAAFJrLzc+f/78tGDBguW9KTQD7dq1S+3bt1/my1YJYgAAtFpz585N77zzTpo9e/by3hSakS5duqS11lordezYcanXIYgBANAqLVy4ML3xxhu5hyMuvhsn1cvay0HL7z2dO3duevfdd/Ox079//3ov2lwfQQwAgFYpTqgjjMU1n6KHA5ZE586dU4cOHdLEiRPzMbTSSiulpaFYBwAArdrS9mjQerVthGPGUQcAAFAwQQwAAKBgghgAAEDBBDEAAFhG8xYsTJ/MmZ//LcIRRxyR9ttvv0WWP/TQQ7ny44wZMwrZDpaeqokAALCU3p7xaXr6zQ/TM5M+SHPmLUydOrRNX+jXIw1cb7W0dvfOy3vzWIHpEQMAgKUwfvKMdNWDr6d7n5+SZs9dkDq0a5v/jfux/Pm3ln+v1O2335423XTT1KlTp7Teeuuliy66qNrjseznP/95Gjp0aFp55ZXT2muvna688spqbaKHLa6xNm3atKplcR2tWGflddf+/e9/p6997WupV69eaZVVVknbbrtt+sc//rHINv3sZz/Lz6u8VfbuxTZdcsklde7TLrvskn74wx8uss6tttpqsT2GIdYdr1Hp2muvTRtvvHEuRT9gwIB01VVXpaYmiAEAwFL0hN361OT08Wfz00a9V01rdeucVlu5Y/437sfyUU9Ozu2Wl6effjoddNBB6ZBDDkkvvPBCDis//elP0/XXX1+t3QUXXJC23HLL9Oyzz6YRI0akE088MY0ZM6Zam549e6bf//73Vffj5zXXXLNam48//jjttddeaezYsXlde+65Z9pnn33SpEmTFrko8qabbpreeeedfIttXJ5uuummdMYZZ6RzzjknvfLKK+kXv/hFfp9uuOGGJn1dQxMBAKCBYjjiex/NyaGrslcoxP11V++SJkz9KD3z5odp7a2aZojiPffck3ueKi1YsKDq51/96ldp9913z6EifP7zn08vv/xyDl7RY1S244475gBWbvPoo4+miy++OH35y1+uavOd73wn9xqdcsop+X78HMuiN60swlzcyuKxO+64I911113puOOOq1o+b968fFHk3r175/vx85w5c9LyMnLkyNxTuP/+++f766+/fn6ffvOb36TDDz+8yV5XjxgAADRAFOSIOWHdunRYJISVxfJ4/OlJHzRZAY9dd901Pffcc9VuEZDKoncnQlaluP/aa69VC2yDBw+u1ibux3MrfeELX0jdu3dPDzzwQHrwwQfTqquumpfV7BH78Y9/nIf4RdsIibGemj1is2bNysMg6xOBL54fPXExFDHCYaUYOhiPl2/Ri1VXUF1ttdVyQLzuuusWafPJJ5/kIZXDhg2rtr6zzz47L29KesQAAKAB5s5fmAtzrNS+Xb3t4vE58xfm9jF/rLFFmNlwww2rLXvrrbdSUznmmGPSNddck4cWxs81RQiLIY0XXnhh3q7o6TrwwAPT3Llzq7WbMmVK6tOnT72vdfLJJ+deuwhK0YMXQxynTp2a56qFQw89NJ122mlV7S+77LL08MMPLxJUf/3rX+ceuPvuuy8dddRRafPNN18kPIbYr0GDBlV7rF27+j/fZSWIAQBAA3Rs3zZXR4zCHPX5bP6C1KVju9x+eYieqZo9SXE/hh9Whox//etf1drE/XhuTd/85jfTT37ykxzEouct5oLVXHeEp69//etVIefNN9+s1mbhwoXpmWeeSccee2y9277GGmtUhcxTTz01z+OKnrXysm7dulULoT169Kg3qMb+/PKXv0zjx4+v1iYKi0Qo/M9//pPDXZEEMQAAaIDo3YoS9VEdsXfXlWodnhhhZebseWmnDddskt6wJTF8+PBcuTDmah188MFp3Lhx6YorrlikImAEqPPPPz9XGYwerdGjR6d77713kfXFkL2rr746h6kYmlhT//7905///OfcexXvScxNi7ZlkydPzgVDpk+fnrenPvPnz0+fffZZ7hGLIYURvPr27dug/Y/XjnWUe8Tef//9tNlmmy0SPM8888x0wgkn5NeIAiMxX+2pp55KH374YTrppJNSUxHEAACggeI6YY+/8X6a+P7sXJijMoxFCIvla6zaKX1hvdWW2zbGHK5bb701VwSMMLbWWmuls846q1qhjnJgi+ARgaRr1665yMcee+xR6zpjqGFd4nlRwGOHHXbIPVoxzyvmg5Vdeuml6fXXX09///vfU79+/RY7NDFuMbwxwlMU/Yhy+Q1x99135+e3b98+l6u//PLL0/bbb79IEIshi126dMlDIOM1oycthjDWLJHf2NqU4khhmcQBFgl65syZ+eAFAGDFF70lb7zxRq6SF9ePaqi4TliUqI/qiVGYI+aExXDE6AmLEHbwtn3TFut0TyuyCCgROJo6dLSmY2fWEmYDPWIAALAUImStvkqnXKI+qiNGYY6YExbDEaMnbO3uTVO2npZBEAMAgKUUYSuuE7bn5r1zdcQozLG85oTRvAhiAACwjCJ8NccAVrOqIcVpfkcLAABAMyeIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAsIh58+Yt701o0QQxAAAg3XHHHWnvvfdO6623XlpllVXSTjvttLw3qUUTxAAAYGksXLBsjy+DI444IrVp06bqtvrqq6c999wzPf/880u1vnPPPTcdffTR6b/+67/Svffem5577rl03333Nfp2838EMQAAaKhpL6f05LUpfTaz9sdjeTwe7ZpIBK933nkn38aOHZvat2+fg1RD/ec//0m/+MUv0j//+c/0/e9/P2266aZpww03TD169GiS7eb/EcQAAKAhoqfrzUdSmv1BSs/dvGgYi/uxPB6Pdk3UM9apU6fUu3fvfNtqq63SiBEj0uTJk9O7776b3nzzzdxTFj1btenevXu6/vrr889/+9vf0uc+97l0zjnnpDXXXDOtuuqqaf/9909vvfVWVfuf/exn+TV+85vfpL59+6YuXbqkgw46KM2c+X/7vnDhwnTWWWelddZZJ29btL///vurvW6sc+jQoTnkrbzyymmbbbZJjz/+eLXXqM2dd96Z96clEcQAAKAh2rZLactDUurcPaVPZ1QPY+UQFsvj8WgX7ZvYxx9/nP74xz/mnqwYptgQEdzGjx+fQ9xf//rX9OCDD6Zp06al/fbbL5VKpap2r7/+err11lvT3XffnQPWs88+m37wgx9UPX7ppZemiy66KF144YV5iOQee+yR9t133/Taa69VbePOO++c3n777XTXXXfl1/zv//7vHOBao/bLewMAAKDZWalbSlt98/9CV/y78T4pvXL3/4WweDzaNZF77rknF9UIn3zySVprrbXysrZtG9bXEkGoXbt26eabb869XSF+jl6yGPI4ZMiQvOyzzz5LN954Y1p77bXz/csvvzwX94jwFb1yEcBOOeWUdMghh+THzzvvvBzqLrnkknTllVfmdUboe/LJJ6uGPUZwbK30iAEAwLKEsXLP2DN/KCyEhV133TUPPYzbE088kXugvvrVr6aJEydWtdlhhx3yUMMIWAcffHC14YaV4vFyCAvrrrtuHmL48sv/N8etX79+VSEsDB48OIe4CRMmpFmzZqUpU6akHXfcsdp64/4rr7ySf47t3Hrrreude/bCCy/kcNmtW7e08cYbp1/+8peppdIjBgAASyvCVvSERQgri/tNHMJCzLGq7FG69tprc4C55ppr0lFHHZWXjRo1KgeaqVOnphNOOCF973vfy71mlVZbbbU6X6Mx52V17tx5sW022mijPGxxwYIF6V//+leu5Bj7GIVIWho9YgAAsLRiTlgMR6wU9+uqptiEIjTFsMRPP/20aln0ckWQ+eIXv5iGDRtWa/GOAQMG5PlhcSuLXrXoPdtkk02qlk2aNCn3epVFUIrXi/DUtWvX1KdPn/Too49WW3fcL69jiy22yK//wQcf1LkPHTt2zNsb6zz88MPTlltuWWfBkeZOEAMAgKVRszDHF75dewGPJjJnzpzc0xW3GP53/PHH54IY++yzT1WbuXPn5rldEaxuu+22tNlmmy2yni9/+cu51+yb3/xmeuqpp/Itfo4KhrvttltVu5VWWimHoyiy8cgjj+QetqicGPPDwsknn5znhUUvXAxXjCqOEaJOPPHE/HhUS4y2UQTk0UcfzWXzb7/99jRu3Liq14jiILG9MeftgQceyEMja9vmlkAQAwCAZQ1hMSes2zrV54w1cRiLyoVRoCNugwYNykUwRo8enXbZZZeqNrE8hgRGqIq5V1F+vqbo1frLX/6ShzVGVcOYe9arV6+8rHJoYvRURVn7vfbaK33lK1/JPVxXXXVV1eMRzE466aQ0fPjwtPnmm+fti2GG/fv3r+rt+vvf/5569uyZ1xFtYg5YFAopi2qLsb3RwxYXrY51lYt/tDRtSpU1KVkqMTkxDty4jkIcNAAArPii5+WNN95I66+/fu7tWWJxXbC4WHNcJ6y2whyVIa1Lj5S2PaqQEvZNKa7xFdfyaqnDBBvz2FnSbKBHDAAAGiJC1Xo7/b+QVVt1xHI1xXg82jXzEEbTaHnlRwAAoKn12iSlNTeqO2RFGGsBPWE0HT1iAACwNBYXslpQCIuhiYYlNi5BDAAAoGCCGAAArZradSyPY0YQAwCgVerQoUP+d/bs2ct7U2hmysdM+RhaGop1AADQKsX1q7p3756mT5+e73fp0qXadbOgtp6wCGFxzMSxU3kNtIYSxAAAaLV69+6d/y2HMVgSEcLKx87SEsQAAGi1ogdsrbXWSj179kzz5s1b3ptDMxDDEZelJ6xMEAMAoNWLE+vGOLmGJaVYBwAAQMEEMQAAgIIJYgAAAAVrdkHsyiuvTOutt15aaaWV0qBBg9ITTzxRb/vRo0enAQMG5Pabb755uu++++ps+73vfS9P2LzkkkuaYMsBAACaYRAbNWpUOumkk9LIkSPTM888k7bccsu0xx571Flu9LHHHktDhw5Nw4YNS88++2zab7/98u3FF19cpO0dd9yR/vWvf6U+ffoUsCcAAEBr1qyC2K9+9at09NFHpyOPPDJtsskm6eqrr84X3rvuuutqbX/ppZemPffcM5188slp4403Tj//+c/TF77whXTFFVdUa/f222+n448/Pt10003LdHVsAACAFhXE5s6dm55++uk0ZMiQqmVt27bN98eNG1frc2J5ZfsQPWiV7RcuXJi+/e1v57C26aabLtG2zJkzJ82aNavaDQAAoMUFsffeey8tWLAg9erVq9ryuD916tRanxPLF9f+vPPOS+3bt08nnHDCEm/Lueeem7p161Z169u3b4P3BwAAaL2aTRBrCtHDFsMXr7/++lykY0mdeuqpaebMmVW3yZMnN+l2AgAALUuzCWJrrLFGvtr5tGnTqi2P+7179671ObG8vvaPPPJILvTRr1+/3CsWt4kTJ6bhw4fnyox16dSpU+ratWu1GwAAQIsLYh07dkwDBw5MY8eOrTa/K+4PHjy41ufE8sr2YcyYMVXtY27Y888/n5577rmqW1RNjPlif/vb35p4jwAAgNaqfWpGonT94YcfnrbZZpu03Xbb5et9ffLJJ7mKYjjssMPS2muvnedwhRNPPDHtvPPO6aKLLkp77713uuWWW9JTTz2Vfvvb3+bHV1999XyrFFUTo8dso402Wg57CAAAtAbNKogdfPDB6d13301nnHFGLrix1VZbpfvvv7+qIMekSZNyJcWyHXbYId18883p9NNPTz/5yU9S//7905133pk222yz5bgXAABAa9emVCqVlvdGNHdRvj6qJ0bhDvPFAACg9Zq1hNmg2cwRAwAAaCkEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMGaXRC78sor03rrrZdWWmmlNGjQoPTEE0/U23706NFpwIABuf3mm2+e7rvvvqrH5s2bl0455ZS8fOWVV059+vRJhx12WJoyZUoBewIAALRWzSqIjRo1Kp100klp5MiR6Zlnnklbbrll2mOPPdL06dNrbf/YY4+loUOHpmHDhqVnn3027bfffvn24osv5sdnz56d1/PTn/40//vnP/85TZgwIe27774F7xkAANCatCmVSqXUTEQP2LbbbpuuuOKKfH/hwoWpb9++6fjjj08jRoxYpP3BBx+cPvnkk3TPPfdULdt+++3TVlttla6++upaX+PJJ59M2223XZo4cWLq16/fEm3XrFmzUrdu3dLMmTNT165dl3r/AACA5m1Js0Gz6RGbO3duevrpp9OQIUOqlrVt2zbfHzduXK3PieWV7UP0oNXVPsQb1qZNm9S9e/c628yZMye/wZU3AACAJdVsgth7772XFixYkHr16lVtedyfOnVqrc+J5Q1p/9lnn+U5YzGcsb70eu655+aUW75FrxwAAECLC2JNLQp3HHTQQSlGav7617+ut+2pp56ae87Kt8mTJxe2nQAAQPPXPjUTa6yxRmrXrl2aNm1ateVxv3fv3rU+J5YvSftyCIt5YQ888MBi53l16tQp3wAAAFp0j1jHjh3TwIED09ixY6uWRbGOuD948OBanxPLK9uHMWPGVGtfDmGvvfZa+sc//pFWX331JtwLAACAZtQjFqJ0/eGHH5622WabXNnwkksuyVURjzzyyPx4XANs7bXXznO4woknnph23nnndNFFF6W999473XLLLempp55Kv/3tb6tC2IEHHphL10dlxZiDVp4/1qNHjxz+AAAAWnUQi3L07777bjrjjDNyYIoy9Pfff39VQY5JkyblSoplO+ywQ7r55pvT6aefnn7yk5+k/v37pzvvvDNtttlm+fG333473XXXXfnnWFelBx98MO2yyy6F7h8AANA6NKvriK2oXEcMAABokdcRAwAAaCkEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACA5hrExo8fn9q1a9dYqwMAAGixGrVHrFQqNebqAAAAWqT2S9pw//33r/fxmTNnpjZt2jTGNgEAALRoSxzE7r777vTlL3859erVq9bHFyxY0JjbBQAA0GItcRDbeOON0wEHHJCGDRtW6+PPPfdcuueeexpz2wAAAFr3HLGBAwemZ555ps7HO3XqlPr169dY2wUAANBitSktYYWNOXPm5OGHXbp0afqtamZmzZqVunXrlufJde3adXlvDgAAsIJngyUemhg9XgAAACw7F3QGAAAomCAGAABQMEEMAACgYIIYAABAcw5iL7/8cmOuDgAAoEVqcBA74ogj0sKFC6sti/vnnHNO2nbbbRtz2wAAAFqkBgexZ599Nn3jG99I8+bNy/dfeumlNGjQoHT99denv/71r02xjQAAAK07iD300EPpnXfeSXvttVc6++yz0zbbbJMGDx6cxo8fn770pS81zVYCAAC05iC22mqrpTFjxqRSqZRGjhyZ/vSnP6XLLrssdenSpWm2EAAAoLUHsVmzZqUFCxakm2++Oe222245jE2cODEvjxsAAAD1a58aqHv37qlNmzb55+gVCxtssEH+OZZHSAMAAKARg9iDDz7Y0KcAAACwLEFs5513buhTAAAAWJYgVjZ79uw0adKkNHfu3GrLt9hii6VdJQAAQKvQ4CD27rvvpiOPPLLOa4aZIwYAANDIVRN/+MMfphkzZqTHH388de7cOd1///3phhtuSP3790933XVXQ1cHAADQ6jS4R+yBBx5If/nLX/KFnNu2bZvWXXfd9OUvfzl17do1nXvuuWnvvfdumi0FAABorT1in3zySerZs2fVxZ1jqGLYfPPN0zPPPNP4WwgAANDag9hGG22UJkyYkH/ecsst029+85v09ttvp6uvvjqttdZaTbGNAAAArXto4oknnpjeeeed/PPIkSPTnnvumW666abUsWPHdP311zfFNgIAALQobUqlUmlZVhBl7F999dXUr1+/tMYaa6TWaNasWalbt25p5syZea4cAADQOs1awmyw1NcRK+vSpUv6whe+sKyrAQAAaDUaHMROOumkeh//1a9+tSzbAwAA0OI1uFjHs88+W3W7/PLL02OPPVZ1/7nnnktN7corr0zrrbdeWmmlldKgQYPSE088UW/70aNHpwEDBuT2Udnxvvvuq/Z4jMw844wzcqGRuC7akCFD0muvvdbEewEAALRmDQ5iDz74YNUtws3NN99cdT+uMdaURo0alXvkokhIlMqPqo177LFHmj59eq3tIyQOHTo0DRs2LAfF/fbbL99efPHFqjbnn39+uuyyy3LVx7hI9corr5zX+dlnnzXpvgAAAK3XMhXrWHXVVdP48ePTBhtskIoQPWDbbrttuuKKK/L9hQsXpr59+6bjjz8+jRgxYpH2Bx98cL7u2T333FO1bPvtt09bbbVVDl6x63369EnDhw9PP/7xj/PjMamuV69euQLkIYccskTbpVgHAADQkGzQ4B6x5WXu3Lnp6aefzkMHy9q2bZvvjxs3rtbnxPLK9iF6u8rt33jjjTR16tRqbeJNi8BX1zrDnDlz8htceQMAAGiyYh133XVX1c/RIzV27NhqQ/323Xff1BTee++9tGDBgtxbVSnuR/n82kTIqq19LC8/Xl5WV5vanHvuuenMM89c6n0BAABatwYHsZhjVem73/1u1c9t2rTJYamlO/XUU6tVj4wesRgiCQAA0CRBLHrBloe4WHS7du3StGnTqi2P+7179671ObG8vvblf2NZVE2sbBPzyOrSqVOnfAMAAFgazWaOWMeOHdPAgQPzUMiaQyMHDx5c63NieWX7MGbMmKr266+/fg5jlW2idyuqJ9a1TgAAgMKDWMzVOuqoo9KRRx6ZPvjgg3TeeeelLbbYIh1xxBFNXrQihgNec8016YYbbkivvPJK+v73v5+rIsa2hMMOOywPGyw78cQT0/33358uuuiiPI/sZz/7WXrqqafScccdVzWU8oc//GE6++yz89y3F154Ia8jKinWHIIJAACw3IYm/uAHP8jVBldfffW0//77p/fffz8dffTRuRz8ySefnH7zm9+kphLl6N999918AeYophHDByNolYttTJo0KVdSLNthhx3ydc5OP/309JOf/CT1798/3XnnnWmzzTaravPf//3fOcwdc8wxacaMGemLX/xiXmdcIw0AAGCFuI5YzNX6+9//njbccMO02mqr5aF+u+22Wx7eF71ikydPTq2N64gBAABNeh2x6D3q2bNnXmmXLl3Suuuum5d//vOfz8MWAQAAqF+Dg9jaa6+dJk6cmH/+61//mtZZZ52qSoMR0AAAAGjkOWJxMePoagsxn6rs3//+d1XRDAAAABpxjhiLMkcMAABoSDZocI/Y4krUCyIAAAD1a3AQ6969e77+Vk3RsRbLFyxY0NBVAgAAtCoNDmIbbLBBmj59ehoxYkTacccdm2arAAAAWrAGB7FXXnklXX755emcc85Jzz77bDr//PPT+uuv3zRbBwAA0AI1uHx9hw4d0kknnZRee+21XMp+iy22SMOHD08zZsxomi0EAABo7UGsrEePHumSSy7JvWJvvvlm2nDDDfN9AAAAGrl8/dZbb71IsY5Yxeuvv55mz57dKot1KF8PAAA0afn6/fbbr6FPAQAAoIILOjcCPWIAAECT9oiVPfXUU7mCYthkk03SwIEDl3ZVAAAArUqDg9hbb72Vhg4dmh599NF8cecQFRN32GGHdMstt6R11lmnKbYTAACg9VZNPOqoo9K8efNyb9gHH3yQb/HzwoUL82MAAAA08hyxzp07p8ceeyxXT6z09NNPp5122ilXTmxtzBEDAAAakg0a3CPWt2/f3CNWU5St79OnT0NXBwAA0Oo0OIhdcMEF6fjjj8/FOsri5xNPPDFdeOGFjb19AAAALU6Dhyauttpqefjh/PnzU/v2/6/WR/nnlVdeuVrbmD/WGhiaCAAANGn5+ksuuaShTwEAAGBZgtjhhx/e0KcAAACwNEEsutiWhKF5AAAAjRTE4uLNbdq0qfPxmGoWj0f1RAAAABppaOJtt92WevTo0ZCnAAAAsCxBbMcdd0w9e/ZsyFMAAABY1uuIAQAAsGwEMQAAgBU1iEUhjvqKdQAAANDIc8SiKuIRRxyROnXqVG+7P//5z0u6SgAAgFZpiYOYCzkDAAAUHMR+//vfN9JLAgAAtG6KdQAAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFKzZBLEPPvggHXrooalr166pe/fuadiwYenjjz+u9zmfffZZOvbYY9Pqq6+eVllllXTAAQekadOmVT0+fvz4NHTo0NS3b9/UuXPntPHGG6dLL720gL0BAABas2YTxCKEvfTSS2nMmDHpnnvuSQ8//HA65phj6n3Oj370o3T33Xen0aNHp3/+859pypQpaf/99696/Omnn049e/ZMf/zjH/O6TzvttHTqqaemK664ooA9AgAAWqs2pVKplFZwr7zyStpkk03Sk08+mbbZZpu87P7770977bVXeuutt1KfPn0Wec7MmTPTmmuumW6++eZ04IEH5mWvvvpq7vUaN25c2n777Wt9rehBi9d74IEHlnj7Zs2albp165ZfM3rsAACA1mnWEmaDZtEjFsEphiOWQ1gYMmRIatu2bXr88cdrfU70ds2bNy+3KxswYEDq169fXl9d4g3r0aNHvdszZ86c/AZX3gAAAJZUswhiU6dOzUMIK7Vv3z4Hpnisrud07NgxB7hKvXr1qvM5jz32WBo1atRihzyee+65OeWWbzHHDAAAoFkEsREjRqQ2bdrUe4vhhEV48cUX09e+9rU0cuTI9JWvfKXetjGPLHrOyrfJkycXso0AAEDL0H55vvjw4cPTEUccUW+bDTbYIPXu3TtNnz692vL58+fnSorxWG1i+dy5c9OMGTOq9YpF1cSaz3n55ZfT7rvvnnvCTj/99MVud6dOnfINAACg2QWxKKYRt8UZPHhwDlQx72vgwIF5WRTTWLhwYRo0aFCtz4l2HTp0SGPHjs1l68OECRPSpEmT8vrKolribrvtlg4//PB0zjnnNNq+AQAANOuqieGrX/1q7s26+uqrcxGOI488MhfviKqI4e233869WjfeeGPabrvt8rLvf//76b777kvXX399rlhy/PHHV80FKw9HjBC2xx57pAsuuKDqtdq1a7dEAbFM1UQAAKAh2WC59og1xE033ZSOO+64HLaiWmL0cl122WVVj0c4ix6v2bNnVy27+OKLq9pGpcMIXFdddVXV47fddlt6991383XE4la27rrrpjfffLPAvQMAAFqTZtMjtiLTIwYAALS464gBAAC0JIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYM0miH3wwQfp0EMPTV27dk3du3dPw4YNSx9//HG9z/nss8/Ssccem1ZfffW0yiqrpAMOOCBNmzat1rbvv/9+WmeddVKbNm3SjBkzmmgvAAAAmlEQixD20ksvpTFjxqR77rknPfzww+mYY46p9zk/+tGP0t13351Gjx6d/vnPf6YpU6ak/fffv9a2Eey22GKLJtp6AACA/9OmVCqV0grulVdeSZtsskl68skn0zbbbJOX3X///WmvvfZKb731VurTp88iz5k5c2Zac801080335wOPPDAvOzVV19NG2+8cRo3blzafvvtq9r++te/TqNGjUpnnHFG2n333dOHH36Ye92W1KxZs1K3bt3ya0aPHQAA0DrNWsJs0Cx6xCI4RTAqh7AwZMiQ1LZt2/T444/X+pynn346zZs3L7crGzBgQOrXr19eX9nLL7+czjrrrHTjjTfm9S2JOXPm5De48gYAALCkmkUQmzp1aurZs2e1Ze3bt089evTIj9X1nI4dOy7Ss9WrV6+q50SgGjp0aLrgggtyQFtS5557bk655Vvfvn2Xar8AAIDWabkGsREjRuTiGPXdYjhhUzn11FPzUMVvfetbDX5edDWWb5MnT26ybQQAAFqe9svzxYcPH56OOOKIettssMEGqXfv3mn69OnVls+fPz9XUozHahPL586dmysgVvaKRdXE8nMeeOCB9MILL6Tbbrst3y9Pl1tjjTXSaaedls4888xa192pU6d8AwAAaHZBLIppxG1xBg8enANVzPsaOHBgVYhauHBhGjRoUK3PiXYdOnRIY8eOzWXrw4QJE9KkSZPy+sLtt9+ePv3006rnRDGQ73znO+mRRx5Jn/vc5xppLwEAAFagILakYvjgnnvumY4++uh09dVX5yIcxx13XDrkkEOqKia+/fbbueJhFN3Ybrvt8tytKEl/0kkn5blkUbHk+OOPzyGsXDGxZth67733ql6vIVUTAQAAWlwQCzfddFMOXxG2orph9HJddtllVY9HOIser9mzZ1ctu/jii6vaRmGOPfbYI1111VXLaQ8AAACa0XXEVnSuIwYAALS464gBAAC0JIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKJggBgAAUDBBDAAAoGCCGAAAQMEEMQAAgIIJYgAAAAUTxAAAAAomiAEAABRMEAMAACiYIAYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAAKFj7ol+wJSqVSvnfWbNmLe9NAQAAlqNyJihnhLoIYo3go48+yv/27dt3eW8KAACwgmSEbt261fl4m9LiohqLtXDhwjRlypS06qqrpjZt2izvzaGObyYiKE+ePDl17dp1eW8OzYBjhoZyzNBQjhkayjHTPES8ihDWp0+f1LZt3TPB9Ig1gniD11lnneW9GSyB+KPlDxcN4ZihoRwzNJRjhoZyzKz46usJK1OsAwAAoGCCGAAAQMEEMVqFTp06pZEjR+Z/YUk4ZmgoxwwN5ZihoRwzLYtiHQAAAAXTIwYAAFAwQQwAAKBgghgAAEDBBDEAAICCCWK0GB988EE69NBD8wUOu3fvnoYNG5Y+/vjjep/z2WefpWOPPTatvvrqaZVVVkkHHHBAmjZtWq1t33///Xzh7jZt2qQZM2Y00V7QnI+X8ePHp6FDh6a+ffumzp07p4033jhdeumlBewNTeXKK69M6623XlpppZXSoEGD0hNPPFFv+9GjR6cBAwbk9ptvvnm67777qj0e9bHOOOOMtNZaa+VjZMiQIem1115r4r2gOR4v8+bNS6ecckpevvLKK6c+ffqkww47LE2ZMqWAPaG5/o2p9L3vfS+fs1xyySVNsOU0iqiaCC3BnnvuWdpyyy1L//rXv0qPPPJIacMNNywNHTq03ud873vfK/Xt27c0duzY0lNPPVXafvvtSzvssEOtbb/2ta+VvvrVr0aV0dKHH37YRHtBcz5efve735VOOOGE0kMPPVT697//XfrDH/5Q6ty5c+nyyy8vYI9obLfcckupY8eOpeuuu6700ksvlY4++uhS9+7dS9OmTau1/aOPPlpq165d6fzzzy+9/PLLpdNPP73UoUOH0gsvvFDV5pe//GWpW7dupTvvvLM0fvz40r777ltaf/31S59++mmBe0ZzOF5mzJhRGjJkSGnUqFGlV199tTRu3LjSdtttVxo4cGDBe0Zz+htT9uc//zn/P65Pnz6liy++uIC9YWkIYrQI8QcpAtKTTz5Zteyvf/1rqU2bNqW333671ufE/+TiD9jo0aOrlr3yyit5PfE/vEpXXXVVaeedd84n4IJY89fUx0ulH/zgB6Vdd921kfeAIsRJ77HHHlt1f8GCBfmk5txzz621/UEHHVTae++9qy0bNGhQ6bvf/W7+eeHChaXevXuXLrjggmrHVadOnUp/+tOfmmw/aJ7HS22eeOKJ/Ddn4sSJjbjltLRj5q233iqtvfbapRdffLG07rrrCmIrMEMTaRHGjRuXh5dts802VctiyE/btm3T448/Xutznn766Tz0I9qVRXd/v3798vrKXn755XTWWWelG2+8Ma+P5q8pj5eaZs6cmXr06NHIe0BTmzt3bv7MKz/vOD7ifl2fdyyvbB/22GOPqvZvvPFGmjp1arU23bp1y8OR6juGaJ3HS11/T2KoWfz9onlrqmNm4cKF6dvf/nY6+eST06abbtqEe0BjcFZJixAnNz179qy2rH379vkEOB6r6zkdO3Zc5H9ovXr1qnrOnDlz8pyfCy64IJ9w0zI01fFS02OPPZZGjRqVjjnmmEbceorw3nvvpQULFuTPd0k/71heX/vyvw1ZJ633eKltjmrMGYv/J8XcVpq3pjpmzjvvvPz/sxNOOKGJtpzGJIixQhsxYkT+9q++26uvvtpkr3/qqafmggvf+ta3muw1aDnHS6UXX3wxfe1rX0sjR45MX/nKVwp5TaBlit74gw46KBd7+fWvf728N4cVVPSwRYGo66+/Pv//jhVf++W9AVCf4cOHpyOOOKLeNhtssEHq3bt3mj59erXl8+fPz5Xx4rHaxPIYGhAVECt7OaIKXvk5DzzwQHrhhRfSbbfdlu/H/wTDGmuskU477bR05plnLvM+0nKOl8rhrLvvvnvuCTv99NOXaZ9YPuJ3vF27dotUUa3t8y6L5fW1L/8by6JqYmWbrbbaqgn2guZ8vNQMYRMnTsz/T9Ib1jI0xTHzyCOP5P+3VY7giV63+H9jVE588803m2RfWHp6xFihrbnmmnkeTn23GC42ePDgfIIc3waVxf+wYqx0zL+ozcCBA1OHDh3S2LFjq5ZNmDAhTZo0Ka8v3H777bkk+XPPPZdv1157bdUfuyhjzopleR8v4aWXXkq77rprOvzww9M555zTxHtMU4njJD7zys87jo+4X/l5V4rlle3DmDFjqtqvv/76+YSpss2sWbPyvMS61knrPV4qQ1hc4uAf//hHvnQGLUNTHDMxN+z555+vOmeJW1z2IOaL/e1vf2viPWKpLO9qIdCY5ci33nrr0uOPP176n//5n1L//v2rlSOPKkIbbbRRfryyHHm/fv1KDzzwQC5HPnjw4Hyry4MPPqhqYgvRFMdLlBBec801S9/61rdK77zzTtVt+vTphe8fjVNaOioaXn/99bnS5jHHHJNLS0+dOjU//u1vf7s0YsSIaqWl27dvX7rwwgtzRc2RI0fWWr4+1vGXv/yl9Pzzz+fLYihf3zI09vEyd+7cfHmDddZZp/Tcc89V+5syZ86c5bafrNh/Y2pSNXHFJojRYrz//vv5RHqVVVYpde3atXTkkUeWPvroo6rH33jjjRyiIkyVxclPlBdfbbXVSl26dCl9/etfz/+Tq4sg1nI0xfES/1OM59S8xf8IaZ7iGnARvuNaP1FqOq47VxaXtDj88MOrtb/11ltLn//853P7TTfdtHTvvfdWezxK2P/0pz8t9erVK5+A7b777qUJEyYUtj80n+Ol/Deotlvl3yWat8b+G1OTILZiaxP/Wbq+NAAAAJaGOWIAAAAFE8QAAAAKJogBAAAUTBADAAAomCAGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAGiWjjjiiNSmTZs6bzNmzEitxfPPP5922mmntNJKK6W+ffum888/f3lvEgCLIYgB0Gztueee6Z133ql2u/3221NrMmvWrPSVr3wlrbvuuunpp59OF1xwQfrZz36Wfvvb3y7vTQOgHoIYAM1Wp06dUu/evavdevToUa3N9ddfn7p3757uvPPO1L9//9xrtMcee6TJkydXtYngstVWW1Xdnzt3btpwww2r9azdeuut6XOf+1x+/uqrr54OPPDA9O6771Y9J9rGa1TaZZdd0g9/+MOq+3/4wx/SNttsk1ZdddW8rd/85jfT9OnTqx5/6KGHqr3mhx9+mLbYYot02GGHpVKpVOt7cNNNN+Xtve6669Kmm26aDjnkkHTCCSekX/3qV8vwzgLQ1AQxAFq82bNnp3POOSfdeOON6dFHH81BJwJLXa644oo0bdq0assGDBiQQ92ECRPS3/72t/Tmm2+mU045pUHbMW/evPTzn/88jR8/Poe2WEcMsazNxx9/nPbaa6+0wQYb5JAVAa0248aNS1/60pdSx44dq5ZF0IztjCAHwIqp/fLeAABoahGAIlwNGjQo37/hhhvSxhtvnJ544om03XbbVWv7wQcfpLPPPjuHrJ/+9KdVy6Nnqmy11VbLvWILFixo0HZ85zvfqfo5AtZll12Wtt122xy6VllllarH5syZk3vcunTpkkaNGpXat6/7f9dTp05N66+/frVlvXr1qnosthWAFY8eMQBavAgyEXgqe7diuOIrr7yySNuzzjor7brrrumLX/ziIo898sgjOTDFcz/99NN00UUXVXt86NCh+fHyLdpXijlc++yzT+rXr18enrjzzjvn5ZMmTarW7tBDD01jx47Nj8fwSwBaHkEMAP5/r732Wrr22mvTeeedV+vjMb/r2WefTX//+9/T+++/n6655ppqj1988cXpueeeq7pF+7JPPvkkDxns2rVrntf15JNPpjvuuCM/FnO8KkVPVhQd+cUvfpFeeOGFerc55prVHEZZvh+PAbBiEsQAaPHmz5+fnnrqqar7MX8q5onF8MRKMRzxqKOOyoU6atO5c+dc8GPIkCHpmGOOyYGqUgSfeG75Fu3LXn311RzefvnLX+ZS89ErV1moo9Jdd92V9t9//3T00UenI488Mm9/XQYPHpwefvjhPPyybMyYMWmjjTYyLBFgBSaIAdDidejQIR1//PHp8ccfz8MDo0DG9ttvX21+2Ouvv56rFp5xxhm1ruOWW27JvVgxjDCGDV599dVp6623XuJtiOGIUVDj8ssvT//5z39y2IrCHbUpV36M0BYFN+LfukTlxVjvsGHD0ksvvZTnlF166aXppJNOWuJtA6B4ghgALV4UvYjerggtO+64Y56/FYGlUgwdPO200xYpf18W88kOOOCA3CMW5eRjPRGqltSaa66Zqy6OHj06bbLJJjlcXXjhhfU+Z+WVV84VE6Pi44svvlhrm27duuWhkm+88UYaOHBgGj58eA6T0WMHwIqrTamuC5MAQAsQ4Seu5VW+NhcArAj0iAEAABRMEAMAACiYoYkAAAAF0yMGAABQMEEMAACgYIIYAABAwQQxAACAggliAAAABRPEAAAACiaIAQAAFEwQAwAASMX6/wCzIf+VyGEl8AAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1000x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"feature_idx_1 = 0\n",
|
||
"feature_idx_2 = 1\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10,6))\n",
|
||
"for label in [1, -1]:\n",
|
||
" plt.scatter(\n",
|
||
" X.iloc[:, feature_idx_1][y==label],\n",
|
||
" X.iloc[:, feature_idx_2][y==label],\n",
|
||
" label=('Нормальные' if label==1 else 'Выбросы'),\n",
|
||
" alpha=0.5,\n",
|
||
" s=50,\n",
|
||
" marker='o' if label==1 else 'x'\n",
|
||
" )\n",
|
||
"plt.xlabel(f'Признак {feature_idx_1}')\n",
|
||
"plt.ylabel(f'Признак {feature_idx_2}')\n",
|
||
"plt.title('Два признака: распределение по классам')\n",
|
||
"plt.legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8215edda-e470-4994-acb6-f2ac2327a079",
|
||
"metadata": {},
|
||
"source": [
|
||
"Интерпретация результатов\n",
|
||
"\n",
|
||
"Анализ данных и подготовка\n",
|
||
"\n",
|
||
"После загрузки и предварительной обработки данных (выбор числовых признаков, удаление пропусков) данные масштабированы с помощью StandardScaler, что обеспечивает одинаковый масштаб признаков.\n",
|
||
"Визуализация распределения признаков до и после масштабирования показывает, что масштабирование помогает стабилизировать распределения и снизить влияние выбросов.\n",
|
||
"Корреляционная матрица\n",
|
||
"\n",
|
||
"Тепловая карта корреляций выявляет взаимосвязи между признаками, что важно для понимания структуры данных и возможного снижения размерности.\n",
|
||
"Обнаружение выбросов с помощью LOF\n",
|
||
"\n",
|
||
"Модель LOF обучена на масштабированных данных с параметрами n_neighbors=20 и contamination=0.05, что позволяет выявлять аномальные точки в данных о транзакциях по кредитным картам.\n",
|
||
"Визуализация с помощью PCA и t-SNE показывает, как модель разделяет нормальные транзакции (синие/зеленые точки) и потенциальные мошеннические операции (красные/оранжевые крестики).\n",
|
||
"Использование двух методов снижения размерности помогает лучше понять структуру данных и эффективность обнаружения аномалий.\n",
|
||
"Распределение степеней аномальности\n",
|
||
"\n",
|
||
"Гистограммы показывают распределение значений функции решения LOF, где более высокие значения соответствуют более вероятным выбросам.\n",
|
||
"Это помогает оценить степень уверенности модели в классификации каждой транзакции.\n",
|
||
"Распределение по двум признакам\n",
|
||
"\n",
|
||
"Визуализация двух выбранных признаков позволяет увидеть, как различаются нормальные транзакции и мошеннические по конкретным характеристикам, что может помочь в дальнейшем анализе причин мошенничества.\n",
|
||
"Вывод:\n",
|
||
"Использование методов масштабирования, визуализации и LOF позволяет эффективно выявлять аномалии в сложных наборах данных о транзакциях по кредитным картам. Визуальные инструменты помогают интерпретировать результаты модели и понять структуру данных для дальнейшего улучшения системы обнаружения мошенничества."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "a61e7c66-c507-4396-9056-9a8c9ba304ec",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "d3fe59b1-02cf-4b16-8b6d-1d13659558a4",
|
||
"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
|
||
}
|