AIM-PIbd-32-Isaeva-A-I/lab_2/Lab2.ipynb
2024-11-15 19:02:19 +04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Лабораторная 2\n",
"### Датасет 1. Комиксы на сайте Webtoon"
]
},
{
"cell_type": "code",
"execution_count": 286,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['id', 'Name', 'Writer', 'Likes', 'Genre', 'Rating', 'Subscribers',\n",
" 'Summary', 'Update', 'Reading Link'],\n",
" dtype='object')\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib.ticker import FuncFormatter\n",
"\n",
"df = pd.read_csv(\".//csv//Webtoon_Dataset.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1) **Бизнес-цель:** Проанализировать предпочтений читателей для создания комикса\n",
"2) **Эффект:** успешность комикса\n",
"3) **Техническая цель:** определить предпочитаемые жанры аудитории сайта Webtoon\n",
"4) **Входные данные:** 'Subscribers', 'Rating', 'Genre'\n",
"5) **Целевой признак:** 'Genre'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6) **Обнаруженные проблемы:**<br/>\n",
"Зашумленность данных. В колонке \"число подписчиков\" данные имеют строковое представление, есть значения с буквенными обозначениями K и k. Переделаем их в цифровое представление.<br/>\n",
"Выбросы: есть комиксы с очень большим количеством подписчиков.\n"
]
},
{
"cell_type": "code",
"execution_count": 287,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# убираем зашумленность\n",
"def convert_str_to_float(value):\n",
" if isinstance(value, str):\n",
" if 'm' in value:\n",
" return float(value.replace(',', '').replace('m', '')) * 1000000\n",
" elif 'M' in value:\n",
" return float(value.replace(',', '').replace('M', '')) * 1000\n",
" elif 'k' in value:\n",
" return float(value.replace(',', '').replace('k', '')) * 1000\n",
" elif 'K' in value:\n",
" return float(value.replace(',', '').replace('K', '')) * 1000\n",
" elif 'b' in value:\n",
" return float(value.replace(',', '').replace('b', '')) * 1000000000\n",
" elif 'B' in value:\n",
" return float(value.replace(',', '').replace('B', '')) * 1000000000\n",
" return value\n",
"\n",
"# чтобы шкала была более наглядная\n",
"def thousands(x, pos):\n",
" if x >= 1_000_000:\n",
" return f'{x / 1_000_000:.1f}M'\n",
" else:\n",
" return f'{x / 1_000:.1f}K'\n",
"\n",
"df['Subscribers'] = df['Subscribers'].apply(convert_str_to_float)\n",
"\n",
"plt.figure(figsize=(12, 8))\n",
"ax = sns.scatterplot(x='Subscribers', y='Rating', hue='Genre', data=df, palette='Set1')\n",
"# форматтер для x\n",
"ax.xaxis.set_major_formatter(FuncFormatter(thousands))\n",
"plt.title('График популярности жанров аудитории Webtoon')\n",
"plt.xlabel('Количество подписчиков')\n",
"plt.ylabel('Рейтинг')\n",
"plt.legend(title='Жанры')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Выводы по графику:\n",
"- Есть смещение в сторону меньших значений, это можно исправить при помощи oversampling и undersampling;"
]
},
{
"cell_type": "code",
"execution_count": 288,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Q1 = df['Rating'].quantile(0.25)\n",
"Q3 = df['Rating'].quantile(0.75)\n",
"IQR = Q3 - Q1\n",
"\n",
"threshold = 1.5 * IQR\n",
"outliers = (df['Rating'] < (Q1 - threshold)) | (df['Rating'] > (Q3 + threshold))\n",
"\n",
"median_rating = df['Rating'].median()\n",
"df.loc[outliers, 'Rating'] = median_rating\n",
"\n",
"plt.figure(figsize=(12, 8))\n",
"ax = sns.scatterplot(x='Subscribers', y='Rating', hue='Genre', data=df, palette='Set1')\n",
"# форматтер для x\n",
"ax.xaxis.set_major_formatter(FuncFormatter(thousands))\n",
"plt.title('График популярности жанров аудитории Webtoon')\n",
"plt.xlabel('Количество подписчиков')\n",
"plt.ylabel('Рейтинг')\n",
"plt.legend(title='Жанры')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"7) **Разбиение** на обучающую, контрольную и тестовую выборки."
]
},
{
"cell_type": "code",
"execution_count": 289,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Размер обучающей выборки: 341\n",
"Размер контрольной выборки: 114\n",
"Размер тестовой выборки: 114\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# обучающая и тестовая\n",
"train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n",
"\n",
"# обучающая на обучающую и контрольную\n",
"train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n",
"\n",
"print(\"Размер обучающей выборки:\", len(train_df))\n",
"print(\"Размер контрольной выборки:\", len(val_df))\n",
"print(\"Размер тестовой выборки:\", len(test_df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"8) **Оценка сбалансированности выборок.**<br/>"
]
},
{
"cell_type": "code",
"execution_count": 290,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в обучающей выборке:\n",
"Genre\n",
"Fantasy 59\n",
"Romance 51\n",
"Action 37\n",
"Drama 33\n",
"Slice of life 30\n",
"Comedy 29\n",
"Sci-fi 24\n",
"Thriller 19\n",
"Supernatural 18\n",
"Superhero 15\n",
"Horror 8\n",
"Sports 7\n",
"Historical 4\n",
"Mystery 3\n",
"Informative 3\n",
"Heartwarming 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def build_graph(df, column_name, title, xlabel):\n",
" genre_counts = df[f'{column_name}'].value_counts()\n",
" plt.figure(figsize=(16, 4))\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n",
" plt.title(f'{title}')\n",
" plt.xlabel(f'{xlabel}')\n",
" plt.ylabel('Количество')\n",
" plt.show()\n",
"\n",
"def check_balance(df, name):\n",
" counts = df['Genre'].value_counts()\n",
" print(f\"Распределение Genre в {name}:\")\n",
" print(counts)\n",
" print()\n",
"\n",
"check_balance(train_df, \"обучающей выборке\")\n",
"build_graph(train_df, 'Genre', 'Обучающая', 'Жанр')"
]
},
{
"cell_type": "code",
"execution_count": 291,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в контрольной выборке:\n",
"Genre\n",
"Romance 20\n",
"Fantasy 19\n",
"Slice of life 13\n",
"Comedy 11\n",
"Drama 11\n",
"Superhero 8\n",
"Thriller 7\n",
"Action 6\n",
"Horror 6\n",
"Supernatural 6\n",
"Sci-fi 4\n",
"Mystery 2\n",
"Sports 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(val_df, \"контрольной выборке\")\n",
"build_graph(val_df, 'Genre', 'Контрольная', 'Жанр')"
]
},
{
"cell_type": "code",
"execution_count": 292,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в тестовой выборке:\n",
"Genre\n",
"Romance 19\n",
"Fantasy 17\n",
"Drama 16\n",
"Comedy 12\n",
"Supernatural 9\n",
"Thriller 9\n",
"Horror 6\n",
"Slice of life 6\n",
"Sci-fi 4\n",
"Action 4\n",
"Mystery 4\n",
"Superhero 3\n",
"Informative 2\n",
"Sports 2\n",
"Heartwarming 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(test_df, \"тестовой выборке\")\n",
"build_graph(test_df, 'Genre', 'Тестовая', 'Жанр')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Выборки относительно сбалансированы"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"9) Приращение данных с помощью oversampling и undersampling"
]
},
{
"cell_type": "code",
"execution_count": 293,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в обучающей выборке после oversampling:\n",
"Genre\n",
"Action 59\n",
"Fantasy 59\n",
"Romance 59\n",
"Thriller 59\n",
"Sci-fi 59\n",
"Sports 59\n",
"Slice of life 59\n",
"Superhero 59\n",
"Mystery 59\n",
"Comedy 59\n",
"Horror 59\n",
"Drama 59\n",
"Supernatural 59\n",
"Historical 59\n",
"Informative 59\n",
"Heartwarming 59\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"from imblearn.over_sampling import RandomOverSampler\n",
"\n",
"def oversample(df):\n",
" X = df.drop('Genre', axis=1)\n",
" y = df['Genre']\n",
" \n",
" oversampler = RandomOverSampler(random_state=42)\n",
" X_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n",
" return resampled_df\n",
"\n",
"train_df_oversampled = oversample(train_df)\n",
"val_df_oversampled = oversample(val_df)\n",
"test_df_oversampled = oversample(test_df)\n",
"\n",
"# Проверка\n",
"check_balance(train_df_oversampled, \"обучающей выборке после oversampling\")"
]
},
{
"cell_type": "code",
"execution_count": 294,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в контрольной выборке после oversampling:\n",
"Genre\n",
"Drama 20\n",
"Comedy 20\n",
"Fantasy 20\n",
"Mystery 20\n",
"Romance 20\n",
"Horror 20\n",
"Superhero 20\n",
"Sports 20\n",
"Sci-fi 20\n",
"Action 20\n",
"Thriller 20\n",
"Supernatural 20\n",
"Slice of life 20\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(val_df_oversampled, \"контрольной выборке после oversampling\")"
]
},
{
"cell_type": "code",
"execution_count": 295,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в тестовой выборке после oversampling:\n",
"Genre\n",
"Fantasy 19\n",
"Drama 19\n",
"Supernatural 19\n",
"Sci-fi 19\n",
"Horror 19\n",
"Informative 19\n",
"Comedy 19\n",
"Romance 19\n",
"Thriller 19\n",
"Slice of life 19\n",
"Superhero 19\n",
"Sports 19\n",
"Mystery 19\n",
"Action 19\n",
"Heartwarming 19\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(test_df_oversampled, \"тестовой выборке после oversampling\")\n"
]
},
{
"cell_type": "code",
"execution_count": 296,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в обучающей выборке после undersampling:\n",
"Genre\n",
"Action 1\n",
"Comedy 1\n",
"Drama 1\n",
"Fantasy 1\n",
"Heartwarming 1\n",
"Historical 1\n",
"Horror 1\n",
"Informative 1\n",
"Mystery 1\n",
"Romance 1\n",
"Sci-fi 1\n",
"Slice of life 1\n",
"Sports 1\n",
"Superhero 1\n",
"Supernatural 1\n",
"Thriller 1\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"from imblearn.under_sampling import RandomUnderSampler\n",
"\n",
"def undersample(df):\n",
" X = df.drop('Genre', axis=1)\n",
" y = df['Genre']\n",
" \n",
" undersampler = RandomUnderSampler(random_state=42)\n",
" X_resampled, y_resampled = undersampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n",
" return resampled_df\n",
"\n",
"train_df_undersampled = undersample(train_df)\n",
"val_df_undersampled = undersample(val_df)\n",
"test_df_undersampled = undersample(test_df)\n",
"\n",
"check_balance(train_df_undersampled, \"обучающей выборке после undersampling\")"
]
},
{
"cell_type": "code",
"execution_count": 297,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в контрольной выборке после undersampling:\n",
"Genre\n",
"Action 1\n",
"Comedy 1\n",
"Drama 1\n",
"Fantasy 1\n",
"Horror 1\n",
"Mystery 1\n",
"Romance 1\n",
"Sci-fi 1\n",
"Slice of life 1\n",
"Sports 1\n",
"Superhero 1\n",
"Supernatural 1\n",
"Thriller 1\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(val_df_undersampled, \"контрольной выборке после undersampling\")"
]
},
{
"cell_type": "code",
"execution_count": 298,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Genre в тестовой выборке после undersampling:\n",
"Genre\n",
"Action 1\n",
"Comedy 1\n",
"Drama 1\n",
"Fantasy 1\n",
"Heartwarming 1\n",
"Horror 1\n",
"Informative 1\n",
"Mystery 1\n",
"Romance 1\n",
"Sci-fi 1\n",
"Slice of life 1\n",
"Sports 1\n",
"Superhero 1\n",
"Supernatural 1\n",
"Thriller 1\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(test_df_undersampled, \"тестовой выборке после undersampling\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Датасет 2. Использование мобильных телефонов"
]
},
{
"cell_type": "code",
"execution_count": 299,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['User_ID', 'Age', 'Gender', 'Total_App_Usage_Hours',\n",
" 'Daily_Screen_Time_Hours', 'Number_of_Apps_Used',\n",
" 'Social_Media_Usage_Hours', 'Productivity_App_Usage_Hours',\n",
" 'Gaming_App_Usage_Hours', 'Location'],\n",
" dtype='object')\n"
]
}
],
"source": [
"df = pd.read_csv(\".//csv//mobile_usage_behavioral_analysis.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1) **Бизнес-цель:** для исследовательского журнала определить статистику, сколько человек тратит времени на социальные сети.\n",
"2) **Эффект:** увеличение интереса читателей к журналу.\n",
"3) **Техническая цель:** разработка модели прогнозирования использования соцсетей в зависимости от возраста\n",
"4) **Входные данные:** Social_Media_Usage_Hours\n",
"5) **Целевой признак:** Social_Media_Usage_Hours"
]
},
{
"cell_type": "code",
"execution_count": 300,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2btyIioqKkPd8/fXX+Ne//oXW1lYcP3486vedysaNGzFmzBgAQGZmJl577TV/RwWAiooKzJ8/H//+97+DYtHaDxKHDh3yu+WBkwb59ddfDyt2li9fjqamJtx9992YM2dOwLV9+/aha9euTLs87733XnTt2hU33XRTUCyVj+TkZFx33XVYtWoV/t//+39YtWoVrr76amRmZgbcd/DgQQDwu9xPpU+fPnjvvffQ0NCA+vp6uN1u9O3bV3Y55SLn3Sv9+3379gGAauUOV19WqxU9e/b0X/fhi8sK1zZO5d577/Ub49TUVIwaNQp/+9vfAvpqU1OTv+1ZLBbcfffduOOOOwCcFBUejyfsu2xra8OhQ4dw1lln+T8fNGiQ//9TUlKwcuXKgCWT48ePY+HChXj55ZdRWVkZ8MxQ4inUd0ci2rs/77zz8Oyzz+Kpp57C2LFjkZKSgvr6+qjP/e9//wsg8ntXUl9y2LdvHxISEnDmmWeGvWfv3r0AgFGjRoW83r6fRkPp81j7nlx7oVbA/Kl2NjMzE//85z/RrVu3qGXp3bt30FgTbQwAgK5duwaV/fTTTwdwMlbSd//zzz+PZcuW4fvvv8eJEyf8954a/qLEtkdCznfyRAgsFamtrcWIESOQmZmJRYsWoVevXkhNTcWOHTswd+5ctLW1AQBzzEz7oHEfc+fOxcUXX4xRo0YFBMSeyjfffIMxY8Zg9OjRuOOOO3DddddFjb/yMWTIEHzwwQeoqanBiy++iGnTpqFbt24YPHgwWltbceGFF+L48eOYO3cuevfuDbvdjsOHD2PKlCn+3+qjU6dOePHFFwGcHGRWrVqFSy65BFu3bkW/fv0C7q2qqsJDDz2EefPmqdLR9uzZgzVr1uDFF18MGetzKtOmTUNRURF++OEHvPrqq35vFjXkvHuef8+Tn3/+GQDQuXPnqPdOnz4dEyZMQGtrK/bs2YMFCxZg3LhxAUHKVqsVH3zwATweD7Zs2YIHH3wQ3bp1C5h1s/Diiy+iU6dOaGpqwqZNmzBjxgykpqb6N2hMnDgRn3zyCe644w4MHDgQ6enpaGtrwyWXXBLUL4CTs/ZTB/Mff/wRM2bMCPv90d7dkiVLcPjwYfzxj39U9Puo4qu7F154IWTbSEpiG86UPo9y3wFOeuaAk6sKr7/+OiZOnIj169fjwgsvZH5WpDGAhRdffBFTpkzBuHHjcMcddyA3NxeJiYlYsmSJf0KnNvH4zvYIgcXA3r17MXLkSP+/6+vrcfToUVx66aUATu5Gq66uxhtvvOFfggCA/fv3BzynS5cuAE4GQEfj8OHD6Nq1a9Dn69atw6effhrV1dmvXz+8+uqrSEtLw6uvvorp06dj586dQUs/oXA6nf5g0auvvhpnnHEGHnroIbzyyivYtWsXfvzxRzz//PO4/vrr/X/j69ztSU1NDQg8veKKK9ChQwesXLkSTz31VMC9999/PzIyMnDrrbeGfFavXr3w3nvv4fjx47IE2Lx58zBw4MCgpb5Q9OvXD0VFRf5dVCNHjsTmzZsD7unevTsA4Icffgj6+++//x45OTmw2+1IS0tDZmYmvv3226jfy4Lcd6/073v16gUA+PbbbwOCbpVyan2duqzk9Xqxf//+gHYBALt374bFYpHl2SksLPT//cUXXwyPx4O//OUvqKio8C9zJSQk+O+54oorcPz4ccyfPx833XQTOnbsCJvNFvZdJiQk+Gf/PoqLi/3Bz2PHjsV3332HJUuWYMqUKaipqcHGjRuxcOFCzJ8/3/83Pm9JKIYPH+4P0AUQdtMHIO/dO51OvPDCCzjrrLNQUlKCm266Ce+//37AJptQ+N5NpPaqpL7k0KtXL7S1tWH37t1hg4997TI3NzeozShByfOU9D259kItTv0tV155JT7//HM8/PDDuPDCCwPK0t5z98MPP/iv+4g0Bvg4cuRIkAfuxx9/BAB/P3nttdfQs2dPvPHGGwFLfe2XAllteyTkfidPRAwWA08//XSAm/GJJ55AS0uL34WamJgIAAGxIF6vF48//njAc4YMGYK0tLSAXVE7d+5EU1MTvv76a38MyvHjx/Hxxx8HiDXgZBzE3XffjWuvvTbqTohBgwbBbrcjISEBzz77LA4cOIBFixYx//ampiY0NDSgubk57G+VJClgB14kvF4vWlpa/M/zceDAATzxxBNYsGBBQCzLqVx99dWQJAkLFy4MutY+DufTTz/Fm2++iQceeED2Gv60adP8W+1D/U2XLl0wcOBAPP/88wFpBr799lu8//77fsGdkJCAcePG4a233gq5PT5SzFA4WN690r+/6KKLkJGRgSVLlgR5W5WU+YILLoDVasWKFSsC/v65556Dy+XCZZdd5v+spaUFr7/+Os4++2xZS4Tt8XklfO0zFFVVVQHt+KKLLsKbb74ZsNR/7NgxvPTSSygpKYm69NTY2BixXwAn8yfFCsu7nz59OqxWK5599llccMEFEZfefHTs2BHDhw/HqlWrgpa+fL9HjfoKxbhx45CQkIBFixYFefl8333xxRcjMzMTixcvDrDDPn755Rem72R9ntK+J9de8KC1tRVer9ffPgcPHozc3Fw8+eSTAbb3P//5D/bs2RPQF9vTfgzw0dLSEjBJ9nq9eOqpp9CxY0f89re/BRC6X3z++ef49NNPA57FYtujIfc7eSI8WAx4vV6MHj0aEydOxA8//IDHH38cJSUluOKKKwCc3E6fnZ2NyZMnY/bs2bBYLHjhhReCGobdbsett96KBx54AElJSRg0aBCefPJJJCQk4OjRo7jssstwxRVX4Nlnn0VzczNuv/32gL//6aefYLVamYMj+/bti7lz5+KBBx7ANddcg/79+4e8z+VyYcyYMRgzZgy6du2K48eP44UXXsDRo0dx3XXXATi5Xt+rVy/cfvvtOHz4MDIzM/H6668HxWL5aGhoCFgifOGFF9DU1ITx48cH3Ld582b06dMHU6dODfs7Ro4cid///vdYsWIF9u7d61962bJlC0aOHBkQyP/+++/jwgsvZJrx3njjjZgwYQIcDkfYex566CGMGTMG5513Hm644Qb/tmuHwxGQ32fx4sV4//33MWLECEyfPh19+vTB0aNH8eqrr2Lr1q0RvRWhUPruWf4+MzMTjzzyCP7whz9gyJAhuPbaa5GdnY1vvvkGHo8Hzz//PNN3duzYEfPmzcPChQtxySWX4IorrvD3nyFDhvjb1IYNG3DPPfdg586deOutt2Q9+4cffsC7777r93489NBDGDJkiD++8eqrr0ZBQQF69eoFr9eLd999F2+//XZAG7n//vvxwQcfoKSkBLfccguSkpLw1FNPobm5GUuXLg36znXr1iEnJ8e/RLhlyxb86U9/8tfd8OHDsXTpUpw4cQK/+c1v8P777wd5sZUg990/99xzWLt2LT788MOIbTgUK1asQElJCQYNGoTp06cjPz8fBw4cwNtvv+3PEcdaX59++mlAri9fbGp5eTm++OILnH322SgoKMBf/vIX3HfffRg2bBiuuuoqpKSkYPv27ejatSuWLFmCzMxMPPHEE/j973+PQYMG4ZprrkHHjh1RUVGBt99+G8XFxVi5cqXs38r6vFj6nlx7oQY+O9vQ0IB169bhwIED/vaZnJyMBx98EFOnTsWIESMwadIkf5qGHj164LbbbgMgbwzw0bVrVzz44IM4cOAATj/9dLzyyiv4+uuv8fTTT/tDMsaOHYs33ngD48ePx2WXXYb9+/fjySefxJlnnhkQH8hi26Mh9zu5osleRaKwpmnYvHmzNH36dCk7O1tKT0+Xfve73wVsu5UkSdq2bZt07rnnSmlpaVLXrl2lO++8U3rvvfckANKHH37ov+/EiRPSn/70JykjI0PKy8uT3n33Xclut0uTJ0+W5s6dK6Wnp0s9e/aU/v3vfwc8f/LkyRKAgNQNp5YxXJoGH01NTVLv3r2lIUOGSC0tLSF/b2Njo/Q///M/0mmnnSZZrVYpNzdXGjlypPTWW28F3Ld7927pggsukNLT06WcnBzpxhtvlL755puQW8wB+P9LT0+XBg0aJL3wwgsBz+vevbsEQFq7dm3Qb26f5qGlpUV66KGHpN69e0tWq1Xq2LGjNGbMGOmrr77y3wNAslgsAZ9JUnAqBF+ahlPTMJxKuOsbNmyQiouLpbS0NCkzM1O6/PLLpd27dwf9/cGDB6Xrr79e6tixo5SSkiL17NlTmjFjRtAW4lBla18Pct+9Gn//73//Wxo6dKj/95199tlSaWlpQFnlpGnwsXLlSql3795ScnKy1KlTJ+nmm2+Wampq/NdnzZolDR8+XHr33XeDnhkuTYPvv4SEBOm0006TJk+eLP3000/++xYsWCCdccYZ/t8wcOBA6dFHH5VOnDgR8PwdO3ZIF198sZSeni7ZbDZp5MiR0ieffBKynnz/Wa1WqaCgQJo/f74/BYskSdJPP/0kjR8/XsrKypIcDoc0YcIE6ciRI0HpAljTNMh5d3v37pXsdrs0b968kPdFs3WSdDIFga/8qamp0hlnnCHdc889MddXqP/at/VVq1ZJRUVFUkpKipSdnS2NGDFC+uCDDwLu+fDDD6WLL75YcjgcUmpqqtSrVy9pypQp0pdffhny97Sv9/bIeV6sfU+S5NsLH0rTNPj+S0tLk84880zpkUceCUpx8Morr/jruUOHDtLvfve7gH4jdwzw2YAvv/xSOu+886TU1FSpe/fu0sqVKwPua2trkxYvXix1795dSklJkYqKiqT169crtu0+ItU/y3fywiJJCnz+JsOXmG379u1cj9RJT0/H//t//49k4KRAIBCoyYIFC/DRRx+J8/x0zPnnn4+qqirV40yNgojBEggEAoFAIFAZEYMlEAgEAs0pKCiAx+OJdzEEAm4IgSUQCAQCzWkfLC0QGA0RgyUQCAQCgUCgMiIGSyAQCAQCgUBlhMASCAQCgUAgUBldx2C1tbXhyJEjyMjIYD5pWyAQCAQCgYAVSZJQV1eHrl27IiEhvJ9K1wLryJEjis69EggEAoFAIIiFQ4cO4bTTTgt7XdcCKyMjA8DJH6nk/CuBQCAQCAQCFtxuN7p16+bXIOHQtcDyLQtmZmYKgSUQCAQCgUAzooUmiSB3gUAgEAgEApURAksgEAgEAoFAZYTAEggEAoFAIFAZIbAEAoFAIBAIVEYILIFAIBAIBAKVEQJLIBAIBAKBQGWEwBIIBAKBQCBQGSGwBAKBQCAQCFRGCCyBQCAQCAQClRECSyAQCAQCgUBlhMASCAQCgUAgUBkhsAQCgUAgEAhURggsgUAgEAgEApURAksgEAgEAoFAZYTAEggEAoFAIFAZIbAEAoFAIBAIVEYILIFAIBAIBAKVEQJLIBAIBAKBQGWEwBIIBAKBQCBQGSGwBAKBQCAQCFQmrgJrwYIFsFgsAf/17t07nkUSCAQCgUAgiJmkeBfgrLPOwoYNG/z/TkqKe5EEAoFAINA9Lo8XVfVeuJtOIDMtGTl2Kxw2a7yLZRrirmaSkpLQuXPneBdDIBAIBALDcKS2EXNf34kte6v8nw0vzMEDV/dH16y0kH9zzN2EmgYv3E0tyExLQrbNik6ZqWG/g5qAo1aeuAusvXv3omvXrkhNTcV5552HJUuWIC8vL+S9zc3NaG5u9v/b7XZrVUyBQCAQEIPagEoFl8cbJK4A4OO9Vbjr9Z14bFJRUD1VVDdg3tpd2FZe7f+spMCJxeP7Ic9pD/oOJQKOJ9TKAwAWSZKkuHwzgP/85z+or6/HGWecgaNHj2LhwoU4fPgwvv32W2RkZATdv2DBAixcuDDoc5fLhczMTNXLJzpvfBH1LzASRmjPlH6DFgMqpd/Lwr7Keoxevjns9Y1zRqBXbrr/38fcTZjzr68DxJWPkgInlk0cGODJcnm8mFlaFiTggJPvIJSA44nW5XG73XA4HFG1R1w9WGPGjPH/f//+/XHOOeege/fu+Ne//oUbbrgh6P558+Zhzpw5/n+73W5069aNS9koqmFq8DQ+Zqx/vRpzQXSM0J4p/QYlHhpWKP1eVtxNJyJer2t3vabBG1JcAcDW8mrUNHgDBFZVvTekmAFOvoOqeq+mtotaeXzEfYnwVLKysnD66aejvLw85PWUlBSkpKRwL4cWnVcL9CqAjFL/LOjZmGsFbwHK6/lGaM/UfgPvAZXa72UlMzU54vWMdtfdTS0R729/nVXA8YZaeXyQElj19fXYt28ffv/738e1HFTVMAt6FkBGqH8W9G7MtYC3AOX5fC3bMy+RSK1P8h5Qqf1eVnLSrRhemIOPwyyZ5aQHlj0zNbIUaH+dVcDxhlp5fMQ1D9btt9+OzZs348CBA/jkk08wfvx4JCYmYtKkSfEsFlk1LJdoA7bL443p+XKMTyzovf5Z4V2feod3e+b9fK3a85HaRswsLcPo5Zsx/vFPMHrZZswqLcOR2saYn02tT/IeUKn9XlYcNiseuLo/hhfmBHw+vDAHD17dP0gcZtutKClwhnxWSYET2fbA+30CLhShBBxvqJXHR1wF1k8//YRJkybhjDPOwMSJE+F0OvHZZ5+hY8eO8SwWWTUsF70LIL3XPyt6N+a84d2eeT9fi/bMWyRS65O8B1Rqv1cJXbPS8NikImycMwLrbhmKjXNG4LFJRegSwiPbKTMVi8f3CxJZvl2E7VM1sAo43lArj4+4LhG+/PLL8fz6sLC6V6mhdMCWu7zA2/jovf5Z0cqY6zWInrcAdTedgM2aiGkl+SjqloXmljakJidiR0UNVm3dH/PztWjPvJe0qPVJ34B61+s7A8qk1oBK7fcqxWGT38fznHYsmzjw1zxYqUnItofPg+UTcFX1XtQ1nUBGajJy0uNnU6iVByAWg0UFpZ2XygCmZMBmiUHhbXx4G09qaGHM9RxEz1uAOtKSsWJSEVZv24+Vm37dYFNc4MSKSUXITIvx+Rq0Z94ilGKf5DmgUvy9WtApMzViYtH2sAg4LaBWnrjmwYoVubkolOITTHI6L6UBzOXxYlZpWdgBu33QtJIcIkdqG8Man1AuaKW/g9JshCc865NazppTyyVnQsLanllhzQGkFJ7tmTXvkVJ490kqk9T25TGDDRLIRxd5sKgjVw1T2wXGOvtSsryghTuW2myEJzzrk+KOKJYJCW9vQn1TS8QcQPVNLeikwvyNZ3vWeklLAgCLqo8kNUn1YSYbBNATuHpHCCwVoDiAsQzYSpcXWI2P6LzyUHvwcjVGDnB2NWobRK9kQsJTgBphk4EWS1p6Tv0iiA5Fgat3hMBSAaoGWq4A0iLIWnTeyPCsH5s1cje3WRNjej4rSickvLwJRtgxBvAVoSL3nbERApcPcU3TYBT0bqB5b3nmvYVc7/Cun4QEC4rD5LgpLnAiMUHltZ4oUJuQUM2howSHzYpeuekYmJeNXrnpqg2Kek/9YlZcHi/2VdajrKIG+36pD2tLRC4+PgiBpQJ6N9C8c4iIzhsZ3vWTlGDB1OL8IJFVXODE1OJ8zQUWtQmJw2bF/eP6hswBdP+4vmLmDpH7To+wJJ4VApcPYolQBYywpVfEuMQP3vXjtFux5J09KMrLxrTifDS3tCElKQFlh2rxyhcVeHjCgJiezwq1HEMujxeL1u/GwLxsTG1XP/et342HJwzQRR/mich9py9Yl/yEwOWDEFgqQTHJGSu8gtaN0nl5BekrrR+55XHYrFh4ZV/c9frOgDxP8c66TGVCUlXvxYY9ldiwpzLsdT31Yx6I3Hf6gjWmTQhcPgiBpSJm2tJLKTGpFvAMQldSP6zloTYBoFQe4WGNjhYCSIs2YZadzKxtWghcPohEowJmqCYm5YUWiTpZ6odq4lC9olWSTi3gLSD0nHjTTDuZlbZpPb9fLRGJRgXcoJqYlBdKt5CzDHYs9SO2tKuLETysgDYCQq9eerOlIVDapvX6fqkiBJaAGa0Sk1JBye9VMtjJrR+xpKUuej971FcWMwkIVowyKWGJuxRLfvFHCCwBM0YJWpcL6+9VOtiZbdMAJVg9rNSWm4wiIHihdFKi1ZKrnOdrEXdJadJgBITAEjBjlCUVubD+XiWDHcVNA5QGFy2gePao3DoSXs3IKJmU8BbRLM9X2uZYVg2oTRqMgEg0KmCGd2JSarD+XtbBjjWTuxb1z5KkkOLzeaJV4lyWOhJezciwJoPmfboC6/N5tzlx2gYfhAdLoAizuZ9Zfi/rYEdt0wBvD43e44W08Bax1pHZvMqssMYk8V5yZX0+7zYnlpj5IASWgeEtaJjdz6/txJZy/bqf5f5e1sGO2qYBaoMLNbTwFrHWkQhqjg7LpIS3oGF9Pu82J5aY+SAElkGhtJ7u8niDxBVwcqCY+/pOrCTusWCFdbCjtrxDbXChhhbeIiV1pOdUKFohd1LCu0+yPp93m9PKBul5FUMJQmDFEV6NzeXxYv6b32JAtyxMGdoDzS1tSE1OxI6KGtz75rean61WWdccJK58bNlbhcq6Zl10Ml55rXLSrRhWmBPSYzEsDss71AYXamjhLVJaR3pNhUIN3oKG9fm825zS38tzF6QREAIrTvBsbNUNXlxzdh5Wb9sfcPZccYETU4vzUd2g7RJMbWPk2bgrynUK8MxrBQAzRhagTZKwrbza/1lxgRMzRhbEVnAFUBtcKMLbW0RNdJsN3oJGyfN5tjkl5dFiF6TeEUflqIhcNc/7qJMfj9Vh4VvfBQzWPooLnFhw+Vko7JSh+Pms7D7iwqUrtoa9/s7sEpzZ1aFZeVjh/b72Vdbj8pVbMa0kH0XdstDc0oaUpASUHarFqq378dbMEs2PauF9tJGej07SApfHiz0/1+GxTXuDRPesUYXo0zkjLgOS2ZZ4eB8dQ+1oGrnlYbWJRjqOChBH5WgOi5rnHeTb1iaFFFcAsK28Gq1t2mpquzUJxQXOsILPbqXdDHm/L3fTCXi8rQHexlOJR0wSbw+NiBeKTFW9F9PWbMe0knxMK84PEN3T1mzHWzNLNK8rI2xUYYX3kivr86lsXKK2C9IHtQkA7ZFNJ7C6P3k3No+3Jcr11pie70NuY86yJWPWqEIACDkbz7LRjrnh/b6oxiRRG1zMBDXRbbaNKj4oDdiUYpio7YIEaNWPDyGwVIBVzfNubI60yAbAkaZtY3bYrOjewYax/bsGzMYr65rRo4ONvGHm/b6MEJMkUBdqotsoG1VYoDRgU4thorYLklr9+BCZ3FWAVc2zZhVmhffzlWT97ZKVhkv7dkYPpx1dHano4bTj0r6d0VlFQ+XyeLGvsh5lFTXY90u9atmHeden2TLjC6LDu82xYoSNKixQy2yu1ekBcmFtn7xtHLX68SE8WCrAquYp7lBhIdaYJAkALDEVIQies00ttuWLmCTBqWiVOFTuEpjdmhjxObYw1yktsbGg1Mbx+r3UDqumtguSam49IbBUQIn7U4sg4ocmDEBNgxfuphZkpiUh22ZFp8zUmJ+tpDHzFEBauIe1EEAiJklwKrzbHEufVLJRhdISGyta2Ti5AojiYdVK2icvG0dtSd2HEFgqoHS2yXNA5dm5WBszbwGk1dErQgAJtIZXm2Ptk6wbVajGxMhFCxvHYqNZJ/Fa1T8Vm0g1jlUILJWgtMTDu3OxNmbe7naq7mGBgCpKzjpk2ahCbYmNFd42jtVGs07i9X7eJytaLamzIgSWilBR87w7F2tjdjVGDjAMFSDLMruj6h6mBpXBSxB/lExKfBtVTp1EDu6erdqkh9KSIquNY/29Smw0pcOqKULJyeFDCCwDokXnYmnMtiiJRNsHyLLO7qi6hylBafASxB/eZx1SCyNQAouNY/29Sm00r/o3ClScHD5EmgYDolXnctis6JWbjoF52eiVmx62YSckWFBc4Ax5rbjAicSEwC2FrFtuRZqDyFDbci6IP9RSxVDdZi/XxrH+Xq1y68ktjw9eqW7MivBgGRBqHp2kBAumFucDCA6QnVqcHySwlMzuKLqHqWC2eAxBdKilitH7khbr7+Vto5W8X+HlVh8hsAwItYA/p92KJe/sQVFedtC5aq98UYGHJwwIuJ/38oXZ0PvgJeADpfMmjbCkxfJ7tbDRFgBj+nXB5KE9AjYlhILiEq0REALLoFDy6DhsViy8si/uen1nwNlq8ZrdmQ0jDF5mhcrhvryfn5NuxYV9cnFGl0wUdctCc0sbUpMTsaOiBj8cdeumz7PUJ08b7fJ4cWcIwQSctKHtBZPwcvNBCCwDQ8mjQ212ZwTkDr5CsMqD2i5LMy3ZOGxW3DP2TMxbuytgElZS4MTi8f0M2+d52WhWwSS83HwQAkugGVRmd0aA9bBtIVgjQ03MmG3JxuXx4i9rvw3KFL+1vBp/WfctVhrs9/qgcrROekpkKWCPcl0QGlFrArJQ8sApgZfxVDL4CsEaHopixmxLNpV1zdhSHvr3btlbhcq6ZkP9XoDWaRvWxISIRyFZE0XCASUIgSUwLTyXhHieS6Z08NW7YOUFRTFjtiWb2hDJhk8lVDJiisjtw9RO26ht9Ebc6X0yWbRdcXnMihBYcYRazIeZoHb4NEt5zDb48oZifZptY4K9XbLh9rRPRkwRlj5M7bSN9JRkTHrmc0wryQ/a6T27tAxvzSwJ+T1iDIuMEFhxglrMh5mgdvg0a3nMNvj64GXMKdan2TYm2K1JEZeo7FFOg4g3rH2Y2mkbOelWDO6eHbDBwEe49ibGsOiIhdU4IDJrxxfeWaN5nEt2KryzcFPkSG0jZpaWYfTyzRj/+CcYvWwzZpWW4UhtY8zPplifZjudIMuWjFmjCoNOfCgucGLWqEJk2WhPGlj7MLXTNljbmxjD5EF7WmBQKMZ8mAnes0fe55KZbVcgb48j1fo008YEh82K7h1sGNu/a8ASVWVdM3p0sJH/zax9OCfdimGFOSHHgWFxEvUs7U2MYfIQAisOUIz5MBNanQMmd3lHSXnMNPhqYcyp1qeZNiZ0yUrDpX07B7yDwd2zdfH7lfThmSMLAEnCllOWRYcVOE9+HifktjcxhslDCKw4QDHmw0xQOwdMaXlYB1+9BqRqZczNJGaootd3wNqHqxu88HhbMaZfF0w5xWN3zN0Ej7cV1Q20PUBiDJOHEFhxQOmAqtcBUivk1o8WS0LUMtfzTBvBG2HMBdRh7cMtbRKe3frfsEH9Cy4/i3uZY8FsmzCUYpEkSYp3IZTidrvhcDjgcrmQmZkZ7+IwcaS2MWxn7BJiwDta24iPfvwFuRkp/nO6jrmbcP7pHUPebzZiERBUloRYy8OSc2dmaZnsc8kAWjuEXB4vZpWWhTXmRstqLtAvcvvw90fduOTRLWGf8+6tw9C7S/CYRmXSA7CPYUZCrvYQHqw4weLhcHm8OHjcg/U7jwQlgcvPscNmTTT1AKM0CJracgRLeXjm3KGW2ZxqELpA0B65fdjjbYlyvTXoM0qTHoBu3CIlhMCKI3I7Y63nBB7btDfInez79+Jxxj0MVQ5m29HCO+cOxfoUxlxgJBxpkdutIy1w2ZvapMcHtUkqNYTA0gEN3paQa/XASZHVEGU2ZHTMtqOFVQDxThuhNRIAWOJaBIFOYV1i47UkxxrDRHHSI4iOEFg6oCGEu/hUQrmTzYTZgqCV5NzhnTaCN9SWRwT6g7UN8WxzDpsVD17dP2Rc7cjTOwaJJaqTHkoxYRQRmdx1QFZa5AGtvTvZbFDMxM0TVgHEmqWZWn2KrNGCWGFtQ1q0OQnAOzuP4obnv8Qt/9yBaWu24z+7jqItxL1UJz28TlcwCkJg6YDcjBQMCzPgDSvMQW5Giirf4/J4sa+yHmUVNdj3S71uBi6zHSuiRAD5Ypg2zhmBdbcMxcY5I/DYpKKQu32o1Sfvo4186LX9C6LD2oZ4tzm/gCuXJ+DEpEefiCVCHeCwWbGUwZ2sBL0vwZgpCFrprjqWgFRK9anF8oje278gMqxtiHebY42poraTVsSEyUMILJ3gcyefOuMZXpiDEad3jPnZVHeosGKmHS1aCCAq9cl7ecQo7V8QnvSUyEOdvd113m1OiYCjNOlxNUb2ULkajbWxSClCYEWASgBfNHdyrAOAUWYjVN6XVlARQLzhnTXaKO1fEB5rYgKKC5xhM6dbEwOjZXi3OaUCjsrxWDZrZOlgsybG/B2A/m26EFhhoLRkwHsAoLpDhQVK70ugLryXR4zQ/gWRqW30YmpxPgAEJWueWpz/fx4Zu/9z3m1Oi6NmjtQ2Yu5rO4NWPdSwiQkJloiCNTEh9jwqRrDpQmCFQOmSAS+17W46AZs1EdNK8lHULcsfg7Wjogartu6PeQCguEOFBbHEY3x4Lo/ovf0bCV42ND0lGZOe+RzTSvIx7ZTDlcsO1WJ2aRnemlkS9Dc82xxvAefyeIPEFXDSJs59fSdWxmgTkxIsEQVrrALLKDZdCKwQKPEY8ZwtONKSsWJSEVZv24+Vm8r9nxcXOLFiUhEyw6RpkGus9H5wp1jiMQe8lkT13v6NAk+PRU66FYO7ZwfYz1O/I9w75rkMz1PAVdY1B4krH1v2VqGyrjkmJ4HTbsWSd/agKC87SLC+8kUFHp4wIKbyG8WmC4EVAtYlA96zBXtKElZv2x/yqBwLgGUTBwb9DYuxorZDhRWxxCOIBb23fyPA22NB9R3zEnC1UYLMQwWhs44ZC6/si7te3xkgWqPVp1wBZxSbLgRWCFiXDJTOFuRS3xT+qJyt5dWob2pBp1MO9FZirCjtUGFFLPEIYkXP7d8IaOGxMNM7tkcJMm8fhK7FmMEi4Ixi04XACgHrkoGS2QILWh3Wq9ddaWKJR6AGVHZomRGttv3r1caxYrcmRQxCt7fbBch7zGAVcEax6SKTewhYM1mzzhZYMdphvWpDLfO4gAY8M7OLY0LURatt/2Yhy5aMWaMKUVzgDPi8uMCJWaMKkWXTdsxgzYxvFJsuPFhhYHF/ss4WfPAKQlfqXtXzjNxM7n8fen5fvOEZMG2UHU6U0GLbv5lw2Kzo3sGGsf27BgShV9Y1o0cHW1D75D1m6D2xqlKEwIqAXPenb7YABG9ZDTVbAPgGoStxrxoh54hZ3P+AMd4XL3gLIKPscKIE723/ZqRLVhou7ds5QKAM7p6t2k5yLWKq9G7TLZIkSfEuhFLcbjccDgdcLhcyMzOj/wFHfq5txIHjHthTElHf1Ir01CQ0NLcgv4MNndo1NpfHi5mlZSGN9PDCnKh5tuQGFIYTZO0P+FVaHt7w9tDo1QNE9X1RYV9lPUYv3xz2+sY5I9ArN13x88sqajD+8U/CXl93y1AMzMtW/Hwz4vJ4cfur3+CMLpn+XH++bf8/HHXj4QkDTN2mtYDnmOHyeDGrtCysgNObzZKrPYQHSyXaAPx9U3nIPFjt0SIIncW9SnFGzttDQ9EDJFfwUXxflOAdT2KUHU6UULrtX6AePMcMh82KB6/uj49+/AW5GSn+ZNnH3E0YeXpHw75fIbBUgPWsQN6Z2X3IFWTUguJ5Z9KnGEPDIvi0el/UPHxyy8NbABllhxM1jBBzo3d4jhkSgHd2Hg1yQow4vSNzOfWCEFgqwKzmFWZm5wW1GbniTPoyBQo1DxCr4NPifVHz8LGUh7cAopq00gjoPebGLLDaIFYnhFEQaRpUgFXNR8rMvmbbfthTtNW9vgEpFPGYkSvKpB9BoLTfnk/NY8e6hZn3+2KtT96wlkeLLd4+b8vGOSOw7pah2DhnBB6bVBQUqyIQGBFWG8Rq44yC8GCpAKuaZ83MzhtqM3LW+mT1SFHz2LEKPt7vi5qHT0l5tFhuEt6W6FBbZhaoA6sNojap1QohsFSAdUmCYmOjFP/Auz6pxdAoEXw83xe19qm0PEIAxRdqy8wCdWGxQWbMzQiIJUJVYF2SoOZB8dHU0oYTrW3wtko40daGppa2uJSDd31SyxKsdMnPYbOiV246BuZlo1duumrlptY+YzHOvDK5CyJDbZmZKnpvo3JtkBIbZ4TTEoQHSyVY1Dw1DwoAVFQ3YN7aXQFLlyUFTiwe3w95Trvm5eFdn5Q8dtSWaKm1T7MmztUz1JaZKWKmNspq4yju9FaCSDQaJ1iSuvHmmLsJc/71dci4sJICJ5ZNHIhOmamalokVSvWpFJZEsryhVp9GSJxLEdYlGLn3i2SskTFrG5Vr43gnC44VkWg0DrAYK0oelJoGb8Sg+5oGL3mBRak+lUIpZohafbImQfzqYA1mjioImWcunPdE7/EerLB6ULQ4GsUsmNXDp9fcjEoRAksllLh7qQyo7qaWmK5TgUp9GgVq9Sm3PPXNJyLmmWtoDjbOR2sbA7JM13hO4Iv9x3H+6R114wFlgXUJhvV+asvM1DCKgOCFUQS6CHJXAb0HdGamRtbZ0a4LBJTISrOGzTO3ett+ONKC4z0OHvdg/c4juOH5L3HLP3dg2prtWL/zCA4e95Dvv0pgzUvEej+1jSTUEBs3IkMtN6NSxMipAnp392bbrSgpcGJrmBisbDvdsgsE7fG2toVd8t5WXg1va+Du2FrPCTy2aW9IQQYAi8f1I91/lcDqQVHicaG2zEwJsXEjMtQ2/ihFCCwV0Lu7t1NmKhaP74e71+4KEFm+XYTU468EglOpb468pN3Q7nqDN3zi323l1Wjw6mOJnAVWD4pSjwvrMrNZ4uDMuquOBSMIdCGwVIDqejGLscpz2rFs4kDUNHjhbmpBZmoSsu1WIa4EuoO1PzZ4WyPe74lyXY+welC0iKkyk4cGYN+4oedVEqVQiwNlRQgsFaAY0KnEWHXKTOUqqMwyOxXEF9b+mBXlcHWHxoevawGrB4X3ko0ZPTSA+XbVmQ0hsFRAq/ViuQKForEy2+xUED9Y+2NuRgqGFeaE9BAMK8xBbkaKKuWiNsFgXYLhuWRjVg+NXIywSmJGhMBSCd7rxSwChZqxUir4ROcVKIWlPzpsVjzIeYJEdYLBugTDa8lGeGgik5NujTgJ0MsqidkQAktFeBkfVoFCzVgpEXxG6LxCIMYXlv7Ic4KkpUeZV2Z23lD10FBixsgCtElSwIaM4gInZows0LwsFFdJKCIEVgSoGB9WgZKeEvm12qNcVxtWwWeEznukthFzX9uJLeX6FYhmg9cESSuPMs/M7EqRa0MpxrFSoqrei2lrtmNaST6mFeejuaUNKUkJKDtUi2lrtuOtmSWa2kRqqyRUEQIrDJQ8KKwCJTnRguICZ8it58UFTiQnWlQtXzRYZ6d677wujzdIXAEnyz739Z1YqQOBKFAPd9MJ2KyJmFaSH/LoHjU8yrwzsyuBxYYaJe8RL9xNJ+DxtgacTHAq4doQLycBtVUSqgiBFQJqHhRWgVLd4MXU4nwACHInTy3Ox/EGL3qETpLLBdbZqd47b2Vdc5C48rFlbxUq65pNP2CYCUdacsSjezJV2KXIOinhPYlRYkONkPeIl6BRsoTK00kglnTlIY7KCQHrsRC8YT02IC05EbNLy1CUl43nJg/G478bhOcmD0ZRXjZml5YhNTlRi2L7YT02Q++dt7YxsgCMdl1gLOwpSWGP7lmzbb8qS/ZaZGZnQakNddis6JWbjoF52eiVm64rcXWkthEzS8swevlmjH/8E4xethmzSstwpLYx5menpyahpMAZ8lpJgRPp7Y4z4318m1GOsuGN8GCFQCsPyjF306+JPdOSkG0LndiT1X1utyahKC8rpDu5uMAJu1X7184yO9V7PIbNGlnARrsuiA+8vA/1TeEzxW8tr0Z9Uws6Zcb2HVplZpeLUhtKJe6VFd6rHg3NLZhSnA8JwasSU4rzg04n4O2hFEu68hACKwRaeFAqqhswb+2ugM7iO5omz2kPup9FoGTZkjFrVCGA4M44a1Qhsmzx8QDJDSKmlleMlbSkxIgxcGlJ6ggsvQ5GFOG5nKLFhI1aZnZqS1q84b7k2ngCs0vLQga5zy4tw0t/OCfgfi3anBGWdHkjBFYIeBufY+6mIHEFnJzN3r12F5ZNHBjWkyVXoHTvYMPY/l0DOmNlXTN6dLDpogNYAIzp1wWTh/YIKL9a8DTmSQkWzPy/rdPtBe7MkYVISoh9k4GeByNq8PY+aDFho5aZndWGUot7ZYW3oMlMTY4Y5K61h9KH3o+y4Y0QWCHgbXxqGrwRlwxqGrwxH1nTJSsNl/btHDC7GNw9WxedweXx4s4QxhY4+Q5iNba8jbnDloxjdU0Y269LoMB1NyEp4eT1WBCJW9Wlqt6Lrw7WYOaogpC7/GL1Pmi15E0pMzurDdX7zmHegoaah1IgDyGwwsDT+LibWmK6Lhe9zi54G1st4hM6Z6Zib2V90LXOmakxvxOzJm7lRX3ziYi7/BqaY/M+xDJhYxXFrH2+qaUNJ1rb4G2VcKKtDU0tbXDI/uvIsNhQve8c5i1oqHkoBfIQAksGEnByzUolMlMjV3u060aHt7Hl/XyXx4u7133LzQNnxsStPMlKs2Lpez+E3OUHAIvH9Yv5O5RM2HiLYtY4UICf4NP7zmEtBA0lD6VSzOZFN/dIHgGexi3bbkVJgRNbQywTlhQ4kW03boOTA29jy/v5vD1kZkvcyhtva1vYJftt5dXwtrap8j0s3iXeolhJHKgSm2imTO5aChq5k35Kqxhm9KKLPFgh4J1DpFNmKhaP7xeU18Q3e4w1/krv8M6xwvv5vD1krOXX+/ILb+qbIy/Jt98CrwW8c/HJiQM9FSU2kSUvFGuuPKrwzOPFM88Wb5SOqS6PF/sq61FWUYN9v9THPPZqjfBghUCLGb81MQEzRxVi7pjeqG9qRXpqIhqaW2FNFJrXYbPi/nF9cffaXQFevpICJ+4f1zfmuuftzuftIWMtv96XX3hDsX74L5OzxYGy2kSzZnLnhd6X+c0aNyoEVgi0iNG5g+MuOb3j8nixaP1uDMzLxtR2OV/uW78bD08YEHP98DTmWix3mClxK28o1g//ZXK2OFBWm6h0kkppSYsSVJf55S4BmzVuVAisEFCN0TFLgGBVvRcb9lRiw57KsNfV2krOo/602sFDLXGrXqFYP7xFH2scKKtN1GpZ2iw2keIyP4uHyaxxo2QE1gMPPIB58+bh1ltvxd/+9re4liUn3YoL++TijC6ZQXlxfjjqjkuMjhHcpbxmO6zP1wJqyx3UykMNavXDW/T54kBDLcOHigNlFXxaLLsawSbKJT3KeZVqnGfJAquHibX9UBSUSiAhsLZv346nnnoK/fv3j3dRAJw0bveMPRPz1u4KyIvjMz5ax+gYwV3Kc7bD+nyl8M5JxBtq5aEGtfrhLfrynHYsmzjw1/NQU5OQbVfnPFTeHjgj2EQWrIkJEY/f0jp2l9XDpCRu1GZNxLSS/JDJf/USNxp3gVVfX4/f/e53eOaZZ3D//ffHuzgATnbev6z7NuQW5v9d923MnZfV+OjdXcp7tqOFsTXTbFlAB96ir1NmquxdyyyCj7cHTu82kZXaRi+mFucDCD5+a2pxPlyNXgChc5fxQImHqWtWGh6aMOBXQZ+WhGxbaEGfk27FqilD8NimvUHJf1dNGaKbuNG4C6wZM2bgsssuwwUXXBBVYDU3N6O5+dfz6NxuN5cyUTuJXO/uUt6zHd4xbWabLQsE4WARfHxPw9C3TWQlPSUZk575POxhz2/NLNG0PFqsMvx9U3nI5L8JFgtWTipSWHJtiavAevnll7Fjxw5s375d1v1LlizBwoULOZeK3knkFLeRs6B0tsPzmA2Wzm622bJAv1CKQwT4eeCoxSTxJifdisHds0Me9hyPna68Vxmq6r3YUh7a5m7Rkc2NW9KlQ4cO4dZbb8U///lPpKbKc1HPmzcPLpfL/9+hQ4e4lE3Lk8jlJKXjnRiTN0rrU279qB3T1j6ZndlmywJ9oudElKz4YpJCEY+YJN5QS8TKWh7WxLlGsblxk/lfffUVKisrMWjQIP9nra2t+Pjjj7Fy5Uo0NzcjMTEx4G9SUlKQkpLCvWzU8uJQ3EbOAu/65B3TpncPosD4mG0Zm1pMkhZQ2+nKc5XBKDY3bgJr9OjR2LVrV8BnU6dORe/evTF37twgcaUlFAUNtc7FAu/65B3TRk1wC8yD3CU/sy1jU4tJ0gpqO13llodVMBnF5sZNYGVkZKBv374Bn9ntdjidzqDP4wFlQSP3oE9K8K5PnjFtFAW3wPiwxAkaZUlFLtRikgSRYRVMRrG5xooEVBlKs4UjtY2Y+9rOgMA/vaUJ4F2fcp+vZHZEWXALQkMt4JsF1iU/oyypyMUoAzC1NsqrPErelxFsrkWSJCnehVCK2+2Gw+GAy+VCZmZmvIvDDZfHi5kvlYXcVTGsMAcrDRZfoQVHahvDdvYuOhGsgvDoPW/Zvsp6jF6+Oez1jXNGoFduuv/fLo8Xt7/6TdjTJ9Q4v5MaR2sb8dGPvyA3I8W/RFhZ14zzT++oiz5MrY1qmayZl2DSSrDK1R5CYOmAvcfqcOEjH4e9/sFtw1HYKUPDEhkD3p1doC4sectmlpbp+jD1sooajH/8k7DX190yFAPzsgM+q6huwLy1uwKCvn2nT+Q5jRXwrfd3TK381MqjBC1XeeRqD7FEqANqGyPHT7iiXKcCNXc4pSVgQWTMlrdMSeoRnqdPUEPv75ha+amVhxWXxxskroCTZZ/7+s64rfIIgaUD7NbIOyptUa7zgkUwUXOHU4SaAKUCazySEQK+zXacFit6f8cn00hEuq5t+fVen5V1zRETk1bWNQuBJQiN3ZoU8aBPu1X718gimMyWo0cJQoCGx4x5y8x2nBYren/Htig2W+tJs97rk+oqj7HS3RqULFsyZo0qDMpcXFzgxKxRhciyadv4WTOhs2bxNRus9Wk2lOYtC4WetvD7dlFtnDMC624Zio1zRuCxSUUhA7j1PkCyovd3nJBgiZiJPjFB2zw8eq9Pqqs8QmDpAIfNiu4dbBjbvyuemzwYj/9uEJ6bPBhj+3dFjw42zb0/Zj32gBdCgEZGad4yKseKxIJZjtNiRe/vOCnBgqnF+SEnzVOL8zUXWHqvT98qTyjitcoDiCVC3dAlKw2X9u0csOttcPfsuDR8sx57wAshQCMj8pZFxyh5oVjQ8zt22q1Y8s4eFOVlB2Wif+WLCjw8YYDmZaJYn3LjUn2rPEDw0UnxWOXxIQSWjqCy682sxx7wQgjQyCgVD1T6i1ZQHCB5w/qOqWwkcdisWHhlX9z1+s6AbPTxFsSU+gxLXOqpqzynCtbKuua4rPL4EHmwIkClM1LD5fFiVmlZWMEUKmhdJPYMj5L6NCMib5kgFrRMpCl3zNB7m+Y1RirNy6VVfYpEozEidnVFRolg0rsx4QlFASomGAKjoEUiTbONGe0z6acmJ+KYu0mVTPqsJxlojUg0GgMirUB0lCxHUHI/U4Pa8o7ZBguBseGdJ8xsY4bL48XB4x6s33kkKOYpP8cOmzUxpt9rlLhUIbBCUFXvxVcHazBzVEHQuV6rtu43XNI+pQjBpC5U6tNsg4XA+PAesM2W6LXWcwKPbdoblJvR9+/F4/rF9HvTUyJLE3uU61TQRyk1pr75BFZMKsLqbfsDAhCLC5xYMakIDc3xUc9iyUagBWYbLATGh/dGEqN4XOTS4G0JmfgaOCmyGrwtMT3fmpgQMbm2NTF0hilqY6QQWCFwpCVj6Xs/hFXnfx3XV/MyiSUbgVaYbbAQGB/eO5nNthO4wdsa8bonyvVo1DZ6MbU4H0Bw2oWpxfn/d9RQ4AHmFMdIkWg0BE0tbRHVeVNLm6blUZrp2+XxYl9lPcoqarDvl3rTZwQXyMNsg4VSRP/SD7wTaZot0WtWWmQb4IhyPRrpKcmYXVqGorzsgOTaRXnZmF1aBntK8GHnFE/DEB6sELgbI7s3o11XGyUxYRTVvEAfiLxl0TFr/6K2BMMCz40kZkv0mpuRgmGFOSFDCYYV5iA3IyWm5+ekWzG4e3ZAiI4PPR12LtI0hOD7o25c8uiWsNffvXUYendRP+9WOL45VIPqBi9Wbd2Prad41oYVODG1JB85div6d8v2f67FlmSBsdEibYReB2uz9i+KeaSocczdhJoGL9xNLchMS0K2zYpOmalh79fz7+VtI1ieX1ZRg/GPfxL2WetuGYqBedlhr7Mi0jTEQLbdipICZ4CY8VFS4ES2XdsOkGWz4uH3fggqz5byagAW3D8+MCaMqpo3G3o2nrzTRujZA2TG/qXFzlI9twmAvfx6/728bQTL86mGNYgYrBB0ykzF4vH9UNLu8MiSAicWj+8XcUbCg+YTbf8npoLZUl6F5hOBMWEiSDn+HKltxMzSMoxevhnjH/8Eo5dtxqzSMhypbYx30ZiRAEDFs2epxkvIxYz9i/eB5HpvE6zl1/vv9SH3MHLez6caAyc8WGHIc9qxbOLAX929qUnItsfH3euKYrDbG3yqat4sGCGPFM/Ztd49QGbsXyKPVGRYy6/330sNqjFwQmBFoFNmqmxvFc8ByW5NjHjd1u66CFKOL3o3nrwFot49QGbsXyKPVGRYy6/330sRaqdhAGKJUBV4u3vt1iQUt1uu9FFc4ITdGqiTlW5JFtvO1UHvxpP3cpDePUC8t/xThPcSjFZtgpeNYy2/0t8rbHRkeC9ZsiI8WCrA22ORZUvGrFGFAIKTrs0aVYgsW3BnZFXzYoeQeuhdQPAWiEbwAFGcLfOE9xKMFm2Cp41jLb+S36v3oHgzItI0qIAWW0Tbn1yekpSAyrpmjDy9IzrH2LnESfPq4vJ4Mau0LKzxpB6DpcVJ9lqkgRCoj2+SxGtnKa82oZWNYyk/y/1mTQ1CFZGmQUO08Fh0yUrDpX07Bxi3wd2zVelU4qR5daEacCkXLbwJFD1AZvGwxgLPA8l5tgkt4iJZy89yv97jOs2KEFgRkGtwtVry4GXcxA4h9aEoIOSilUDkOVizYiYPK2X0auN8sJZf7v16j+s0K0JgheFIbSPmvrYTW8qjG1y9eyzMukOIt8eCkoBgRc8CkRWtPKzCQxY/9B4XqffymxUhsELg8niDxBVw0uDOfX0nVoYwuHoekMx40rzwWERHzwKRBS08rCwTNoH66H1jhd7Lb1ZEmoYQVNY1B4krH1v2VqGyrjnkNWpbROVC9aR5XluSjZJFmTdm2RLO28MabcJm1HpVAq82p/fUGnovv1kRHqwQ1DZGNqiuKNflwnvJgOX5FgBj+nXB5KE9AnYpqoGSJVSRSTy+mMnDx9vDKmfCFik3nVmWFXm3OT2vMgDKym+m9kMRIbBCwJo5XQm8jQnL810eL+4M4dHx/Y0aMShds9Lw0IQBsk6aF5nE44vZdn3yXn5ROmEzk8jVqs3pfdmbpfxmaj9UEUuEIWDNnM4K7yUq1ufzztwNnOzst7/6DS55dAsmPvUpLvnbFtzx6jchDz/WIpO4zZqImaMK8NzkwXj8d4OwasoQzBxVAJs10fQBo1q0B0rwXn5RMmEz2zK22docb8zWfqgiPFghUJI5nQXeS1Ssz9ckBoVhdqpFJvFVU4bgsU17sXJTuf/z4gInVk0ZYvqAUTN6+HguH/kmbKfaEh/hJmxmW8Y2Y5vjidnaD1WEwAqBw2ZF9w42jO3fFdOK8wNiknp0sMXcMHkbE9bn845BYe3ssZzTJTfe4O+byoMGvG3l1UiwWLByUlHE7zc6FHd9agGv5SMlEzazCQ6ztjlemK39UEUIrDDwzJzuW6KaVpKPom5ZaG5pQ2pyInZU1GDV1v0xGxNWY8U7BoW1s/M+p6uq3hsx6NjsszuxJVxdlEzYtJhkUEK0OXURgpUGQmBFgNeMlvcSFaux4p0olbWzs5aH2hKk3tF74lyKsE7YzHYYsGhz6pKTbsWFfXJxRpfMoEn8D0fdhhWs1CYY4rDnOODyeDHzpbKQXpRhhTkhE5myouTgVF4HuSo9/FhueVgPJ9biMGMjwPNgX0F0zHgYsGhz6lFR3YB5a3cFLEuXFDixeHw/5DntcSwZH7ScYIjDngmjxRKVkqBdXh47pbNTXud0ieUIeeh9S7veMfNhwBJwMjmfQBEujxd/WfdtUJzp1vJq/O+6b3UjuOVCNbUMs8C66qqrIl5/4403FBfGLFA9eJQnPHdp8V6CFMiDmnveCJjpMGA9L3FSw2iCOxpUfy+zwHI4HAH/fumll3D55ZcjIyNDtUIZHbMGIPKMaWP1SOk9q7MWsAgmMTjGF94bZ3hD1QOhV4wguFmg+nuZBdbq1asD/v3aa69h6dKl6Nmzp2qFMjpiiUpdeC9BmhHWkwDE4Bhf9J7bjaoHQq+YbRJP9ffGHIPV1tYGi0UslrMglqjUR3ik1INVMInBkQZ6zu1G1QOhV8w2iaf6e5kFltvtBgA0NjbipZdeQmtrK7p27ap6wSjAM6ZECAL1ER4pdaB2EoAgOlRzu8m1oVQ9EHrFbJN4qr+XWWBlZWX5PVZWqxXLly9HSkqK6gWLN1rElAhBIKAItZMABNGhKHJZbChVD4SeMdsknuLvZRZYH374IQAgLS0NhYWFyM7OVr1Q8UbElPBB7DLTB9ROAhBEh5rIZbWhVD0QvOFtE802iaf2e5kF1ogRI3iUgxQipkR9xC4z/cCaBdqsgyMlqIlcJTaUogeCJ8ImGh+RaDQEFN3tFJE7+xIeQX3hsFlxz9gzMW/troAdab4s0KHeldkGR2o4bFY8eHV/fPTjL8jNSPGL4mPuJow8vaPm70GpDaXmgeCFsIl8oLZKIgRWCKi52ynCfLiy8AjqBqVZoM0yOFJFAvDOzqMBwe7DC3Mw4vSOmpdFKxtKbUCVi7CJ6kPRI5gQl28ljs/dHgoRUxJ99uXyeAM+Fx5Bebg8XuyrrEdZRQ32/VIfVI9aIcf4C2jh75Pl8vokb7SwoUdqGzGztAyjl2/G+Mc/wehlmzGrtAxHahtjfjZvhE1UF9YxSSuEBysEWsWUmGX2JTyC0aE0+9LK+Ou1/WuJ3Dqi5hHhbUOVLrFRaXPCJqoLtfbvQwisMPCOKaE0oLIiDldWF2rxGFoYfz23f61gqSOKHhGeNlTJgEqpzaWnJqGkwImt7ZbhgZOxjumpYmhmgWL7B1ReIkxISMCoUaPw1VdfqfnYuOGwWdErNx0D87LRKzddVc8VRXemXJQertx+ySDabJbKkhlvqC3J8V7e0Xv7VwpLe2atI6WimHcf42VDWQdUam2uobkFU4rzUVzgDPi8uMCJKcX5aGhu0bQ8eoeqR1BVmbxq1SocOHAAM2bMwGeffabmow0FVXemXLQ4XJnSbJM31GZfvJd3lLZ/Kss7SmBtz6x1pKRP6rmPsQ6o1Gyuq/EEZpeWYVpJPqYV56O5pQ0pSQkoO1SL2aVleOkP52hWFiNAdZVEVYE1ZcoUAMCCBQvUfKzhoDagssL7cGVqS2a8oTj74rm8o6T961kMKGnPrHXE2if13sdYB1RqNjczNRkeb2tAGpRTETFYbFDNxScWeuMAxQGVFWrxFXqG6uyLV9oF1vavdzGgpD0rsREsfVLvXkTWAZWazaXa5/UMxVx8zALrqquuinj9jTfeUFwYavAyJkbpXLwGYGqzTd5QnX3xgrX9611wK2nPSm2E3D5pBC8iy4CqtD5ZxwC595utz2sFtVx8zAJr3bp1yMjIwJVXXonExEQeZSLB0drGgKzINZ4T+GL/cZx/ekd0idGYiM4VGWqzTS2gOPviBWv717vgVtKeedsIJV7E+W9+iwHdsjBlaI+A45PuffNbPDxhQFzbqgQAlvDXldQnq6Bkvd9Mfd6sMAusDz74AH/+85/x1VdfYenSpbjssst4lCuuuDxeHDzuwfqdRwKyWRcXOJGfY4fNmhhzJxCdKzw56VZc0CcXvUOchfd9iLPwlEJlucMHtdkXT7pmpeGhCQNQ0+CFu6kFmWlJyLZZ0SkzNehevQtupd4TnjaCtUzVDV5cc3YeVm/bHxA3VFzgxNTifFQ3aO9F5CloWJellS5jm6nPmxFmgTV69GiUlZVhzZo1uOmmm9C7d28sX74c/fv351G+uFDrOYHHNu0NOirE9+/F40Kfx8Y6YIvOFZ67xvTBvf/+NugsvAVX9FXl+Vosd/BaXjACLPWv9yX1WLxRvGwEa5la2iSs3rY/rE1ccPlZqpSL9/mmcuuTdVma6jK2mWwKRRQFuVssFkydOhXXXHMNHnroIQwfPhxXXXUV7r//fnTt2lXtMmpOg7clyJD42FZejQZvcI4SavEJeqbWcwL3/jv0WXj3/vvbsAJXLloETfNeXtAzrPVvhCV1ih5rljK1tUkRbWJrmxRzeSidb8q6LE1xGdtMNoUqzAJrxYoVAf/OysrCH//4R/z973/Hq6++irq6OtUKFy8avK2wWRMxrSQ/aIlq1db98HhbA+7X+y4naigRuCzwNs5aLS/oFSX1T1GgsELRYy23TJ4ofa69TWSFtQ/wFjSsy9LUDrc2m02hCrPAeuSRR0J+npMTOvOzHsm2JWPFpKKQ8QYrJhUhy0Y7iZ3eaYhirGM15ryNs1bLC7zd/7yer7T+WQWKWB5RD0da5HpzpMUmIKidb8q6LK3FMjYlD59AHswCa//+/TzKQYqM1OSw8QYWAMsmDgz43NUY+ZgFVyPtXU7UyIpirGM15rEcKyJnwNZieYG3+5/n88VZh/qDt4Cgdr4p67I072Vsah4+gTyYBdaiRYtw++23w2az8SgPCeqbwi9RbS2vRn1TCzpl/vqZzRq5Gm1W46az4EFuRgqGFeaEnIENK8xBbkZKTM/nfawI7+UF3u5/3s/nfdCtWB5RH4fNivvH9cXda3cFvLeSAifuH9c35vq0R7Whgde1iMtjXZZm2RnLCjUPn0AezJZs4cKF+OMf/2hogcWs/i0nlw9DibLiAicsEfKzCIJx2Kx4kKPx9D3/1DxnqcmJOOZuwsjTO8Z8rAjv5QXe7n/ez/cddCsBQWlQ1DjoluryiJ6XLF0eLxat342BedmY2u7svPvW7445D1ZyoiWiDU1ODDaiWsTlsSxL8/SaUvPwCeTBLLAkKfbdItRhVf+SJGFqcT6A4AFjanE+2uJUZ3o26LyNpwTgnZ1HsaU80BiOOL1j0L2sAzbv5QXe7n9304mImzxifT7vg24pLo/ofcmyqt6LDXsqsWFPZdjrsfTN6gZvRBta3eBFfnDXJBOXx9tryjomGWHnrRFQ5It/+OGHkZ6eHvLa/PnzYyoQBVjVvy05CS99fhBFedlBA8ZLnx/EvWPVyRHDgt4NOsDPePqNYTm/eAYlywty7+ft/nekRd7kkalCDBzPg26pLY8YYcmSt2hNT0nC9au+CCu637h5aEzPB/jaRN5eUyUeKYo7b82WG1CRwNq2bRus1uAfabFYDCGwWNV/li0Z04f3wmOb9gYNSLNGFQbtOuSNEQw6Kzx32CgdsFkFotz7ebv/7SlJTJs8WOFdfmrLI1SXLFngLVqz7VYMyssKKbpLCpzItmsbJM4KbwGq1CNFKTWIGXMDKhJYa9euRW5urtplIQWL+nfYrPiNIxVj+3UJmH1VupvwG0eq5g3cCAadBd47bKgN2Lzd/6ybPFjhXX5qyyMUlyxZyUm3Rtx4Emsf6JSZir+O74e/hAii/+v4fjEHivO2iVp4TSl6pORi1tyAsW3XMThy1b/L48XC9bvRu0smck8xBIddTVikQgAoK0Yw6Czw9khRG7ABvjuWtGg/vAcLSoMRtSVLpcwYWYA2SQqKkZoxsiDmZ7s8XtwXJoj+fhVsKO82rdUkjJJHigWjHD3ECrPAGjFiRMjlQTPDOwCUFaMYdLlo4ZGiNGAD+s9TBfAfLKgMRtQ8oEqoqvdi2prtIWOkpq3ZjrdmlsS8c5WnDeUet0hwEkYJIxw9pARmgfXhhx8CALxeL/bv349evXohKcncjjBqjcEIBp0FrTxSVAZs3u5zs7Uf3hhh8HU3nYi4MUGNnauR0IOHidokjBJUjx7iDbMyamxsxMyZM/H8888DAH788Uf07NkTs2bNwm9+8xvcddddqheSOtQagxEMOgtG8EixwNt9brb2owV6bm8AfxtnFA8TlUkYNSgePaQFzALrrrvuwjfffIOPPvoIl1xyif/zCy64AAsWLDClwKLYGPRu0FnQu0eKFSPESJkRvbY3wBg7P5W0ab2nCaAC79yAVLFIjJlDu3fvjldeeQXnnnsuMjIy8M0336Bnz54oLy/HoEGD4Ha7eZU1CLfbDYfDAZfLhczMGLY1qcCR2sawjaGLTraU6h2fMTS6INhXWY/RyzeHvb5xzgj0yg2dp04gUApvG3e0tjHs6Qqd42BDjZAmgBI/1zbiwHEP7CmJqG9qRXpqEhqaW9Cjgy3s+z3mbuKykSdW5GoPZg/WL7/8EjJFQ0NDAywmPhNGzPjjDzUPAa+kelp5TMXsXXAqlE5X8KHXzOxGgSW584HjHjy2aW/QLtRZowqRZk0M+jsjCFxmgTV48GC8/fbbmDVrFgD4RdWzzz6L8847T93S6QxqA7wgfvBMqqeF+9wIxk0QHVaBwsvGsZ6uAOg7M7sRYKn/Ws+JIHEF/Hos0uJx/UQeLABYvHgxxowZg927d6OlpQWPPvoodu/ejU8++QSbN4dfthAIzIIWSfV4ehOMYtyMAE8vIiURzSpolLZRufVJbWe4VjAfNyaz/hu84ZMXbyuvRoM38IB3owhcZoFVUlKCr7/+Gg888AD69euH999/H4MGDcKnn36Kfv368SijQKArtEqqx8ubYBTjpnd4CiBqIppV0Chpoyz1SW1nuBbwPG6swdsa8bs97a4bReAmKPmjXr164ZlnnsEXX3yB3bt348UXXxTiSiD4P/SeVI9aecxINAHk8nhjer6cAVINXB4v9lXWo6yiBvt+qQ9bblZBw9pGWevTF+cYCj2lCZALa/2w1n9WlAPiHWkiDxYA4J133kFiYiIuvvjigM/fe+89tLW1YcyYMaoVTiDQI3pPqketPGaEtxdRCxHN4hFh3bjB2kar6r346mANZo4qQFG3LP8uxR0VNVi1dX9QfRolTYBceB83lpuREvEsy9yMlIDPKKY+UgKzB+uuu+5Ca2uwu0+SJFPmwBLIR+5sVu+wzn6pzZaplceM8BZAvEU0q0fEJ2jat7twgoa1jdY3n8CKSUUoq6jBDc9/iVv+uQPT1mxHWUUNVkwqQkNzcH364hw3zhmBdbcMxcY5I/DYpCJdpd2Ra3OVHjcWilD177BZ8WCY97s0Qh4sue2BKswerL179+LMM88M+rx3794oLw99jIJAQCmgljd6T6pHrTxmhLcA4u0hUOKBY9m44Ruww+XNav83WWlWLH3vh4i72ELBe2c4lU0MWhw3xroxxwipj5gFlsPhwH//+1/06NEj4PPy8nLY7Xa1yiVQASp5jKgF1CqFpT71bky0KA+V9qkUnuXnLYB4i2ilHjgWQcOSN8vb2hZxF5u3tU3Wd6oJpU0MWh03xipY9Z76iFlgXXnllfjTn/6EtWvXolevXgBOiqs///nPuOKKK1QvoEAZlDxGRtiVpqQ+9W5MeJZHi/ZJxTugBKUCiOckgAXNliBl5s2qb25p/4gAGqJcVxvek05Wm2u248a0gllgLV26FJdccgl69+6N0047DQDw008/YdiwYXj44YdVL6CAHWoeI73vSqNWn3pHi/qk5B1QCqsA0mISIBdqS5DUNm5Q3MRAzYuuBGpecUVLhJ988gk++OADfPPNN0hLS0P//v0xfPhwHuUTKICax4iacfMhtzNSq0+9w7s+qXkHYkGuAOKdeJP1ftYYKVaUBmVT2ZVGdRODnj1SlFZtfDALLODk8TgXXXQRLrroooDPKyoq/Ne7desWe+kEiqDmMaJm3AC2zkitPvUO7/qk6B3gDe/Em0ruV3K2oFy0CMrmid43MVCD6ioDs8DauXNnyM+9Xi/OOeccDBgwACkpKfj0009jLpxAGdQ8RtSMG2tnpFafeod3fVL1DvBE7cSbsR7npORsQRa0Csrmhd43MVCD6ioDs8AaOHAgLBYLJEkKumaxWLBjxw5VCiZQDsXZCyXjxtoZKdannuFdn2b0DihJvMnzOCfeA57eg7K1EECUbK4PXjFSFL3KgAKBtX///pCfNzU1hcyPJdAeqrMXKsaNtTNSrU+9wrs+zegdYP3NvI9z0mLAoyggWEgAcMvIAtxxyRmob2pFRmoS6ptbYFHxO6jYXIBvjBRFrzKgQGB179495OfNzc0xF0agHno3PjxR0hlFfaoLz/o0o3eA9TfzPs5J6wFPAqCqMuGMy+PFgeMePLZpb0B+ruICJ2aNKkSaNdFQtoV3jBRFrzKgMMjdLFDb8skKpdkLJZR2RlGf6sKzPrUQQNTaA8tvTk9NQkmBE1tDJN8sKXAiPTVwaGDtM1oMeBR3jcml1nMiSFwBgZnlKbWtWKG6ZMwbIbDCoOfOK4gM1c4oUBdqAkhLonl0GppbMKU4HxIQ5EGZUpwflHiTtc/w7mNUd43JpcHbEjGzfINX28SnvDHrkjGzwMrOzobFoiNfrAL03nkF0aHYGQWCWGCZFLoaT2B2aRmmleRjWnE+mlvakJKUgLJDtZhdWoaX/nBO0PMpHf9EddeYXBq8rRGve6Jc1xtaLRlTm1QxC6y//e1vHIpBC606r96XIPUOtc4oEChFSeoRj7cVKzeVh3yeWokoefUxqrvG5JKVFllQOKJc1xtUY6R4wyywJk+ezKMcpNCi84olSIFAoBZmSz1CddeYXHIzUjCsMCfkOxtWmIPcjJQ4lIofZg3LUBSD1drainXr1mHPnj0AgLPOOgtXXHEFEhMTVS1cvNDsoFKxBCkQyEZ4fMNjttQjeheIvqOE9Fr/SjBjWAazwCovL8ell16Kw4cP44wzzgAALFmyBN26dcPbb7+NXr16qV5IraF2UKlAYHaExzcymanJsFkTMa0kH0Xdsvxn/+2oqMGqrfsNl3qEqkBkmQTouf6VYrawDIsUKiV7BC699FJIkoR//vOf6NChAwCguroa1113HRISEvD2229zKWgo3G43HA4HXC4XMjMzVX32kdrGsJ23S4wGvayiBuMf/yTs9XW3DMXAvOyYvkOgP4SHJjQujxczS8tCTkqGF+YIjy9O1tGen+vC5lXq0znDkHXk6zO8BApLnzxa2xjycOvzT+8Y85ghoIVc7cHswdq8eTM+++wzv7gCAKfTiQceeADFxcXKSksQnrMLvccPCNRHeGjCIzy+8vh7mLxKCRYLVk4qUuU7qE0CeHpEmHZlerw4eNyD9TuPBAnc/Bw7bColDqVW/4LIMAuslJQU1NXVBX1eX18Pq5XtRT/xxBN44okncODAAQAnY7nmz5+PMWPGsBaLC7w6r97jB6jCanyo3C9i8iKj9x1jWlBZ14wtYfIqbdlbhcq65pjbEMVJAC/BwdontUgcSrH+BZFhFlhjx47F9OnT8dxzz+Hss88GAHz++ef44x//iCuuuILpWaeddhoeeOABFBYWQpIkPP/887jyyitRVlaGs846i7VocUduZ6caP6BnWI0PpfuFhyYywuMbndrGyCLTFeV6NChOAngKDtY+yTtxKMX6F0SHWWCtWLECkydPxnnnnYfk5JOGraWlBVdccQUeffRRpmddfvnlAf/+61//iieeeAKfffaZ7gQWa2dXsgQp3MOhYTU+1O43q4dGbns2s8dXbh3ZrZF3cNuiXI+G0kkAFQ8TK6x9knfiUDEJ0yfMAisrKwtvvvkmysvL/Wka+vTpg4KCgpgK0traildffRUNDQ0477zzQt7T3NwccKi02+2O6TvVQmlnZ1mC1MI9rFcBx2p8qN1vRg/NkdpGzH1tJ7aUR2/PZvX4svR5uzUJxQXOkF6U4gIn7NbYTkVTMgmg5GHyIdfGsfZJ3olDzToJ0zuKe11BQUHMogoAdu3ahfPOOw9NTU1IT0/H2rVrceaZZ4a8d8mSJVi4cGHM36k2vGcXWriH9by+z2p8eN9f2+iNeH/762bz0Lg83iBxBZxsz3Nf34mVIdqz2ba0s/b5LFsyZo0qBBB8tuCsUYXIssU2wLMKDmoeJoDNxrH2Sd6JQ804CTMCCax/cPXVV+PBBx8M+nzp0qWYMGECcwHOOOMMfP311/j8889x8803Y/Lkydi9e3fIe+fNmweXy+X/79ChQ8zfxwPesws5Ai4WohlDlye25/OG1fjwvt8WxVvQ/rrPQzO8MCfgc6N6aE4GZIduz76A7FA4bFb0yk3HwLxs9MpNN1y9nAprn3fYrOjewYax/bviucmD8fjvBuG5yYMxtn9X9Ohgi7mufIIjFKEEB2+bpbbga2/jWPukL3FoqPuXqtCHWetfQANmD9bHH3+MBQsWBH0+ZswYLFu2jLkAVqvV7wn77W9/i+3bt+PRRx/FU089FXRvSkoKUlLoHSHAe3ZBQcBRHsxYZ5u877cAEZdrQh2VbiYPDe+AbCOgpM93yUrDpX07B7Shwd2zVWlDrMu0vG0Wa59UYuMoHW5t1mVyvcMssMKlY0hOTlYlJqqtrS0gzkoP8F7iUSrg5MYb6H19n9X48L7fYgGmFucDCF6umVqcD0sohQXzZDnmHZBNFZYYR6V9nmcbYhEQvCedWgs+CUDImVGIclGofwENmAVWv3798Morr2D+/PkBn7/88sthY6fCMW/ePIwZMwZ5eXmoq6vDSy+9hI8++gjvvfcea7HiitLZxTF3E2oavHA3tSAzLQnZNis6ZaYG3adEwLHEGxhhfZ/3bJPl/iybFUvf/R5FedmYVpyP5pY2pCQloOxQLUo/P4jFV/VX9bfrDd4B2RRhjXGkGpcnV0AoLT+vo2aU2DiKcalmmYQZBeajct566y1cddVVuPbaazFq1CgAwMaNG1FaWopXX30V48aNk/2sG264ARs3bsTRo0fhcDjQv39/zJ07FxdeeKGsv+d5VI4SWI5tqKhuwLy1uwIGmZICJxaP74c8pz3ofpaje1iPFnF5vJhVWhbWGKqVY0WvuxSVUFHdgLvX7sJWme9XCXqtT6Mc68KSSFbJUT88j+vSAtby8xQ0rDZOHM8kiIRc7cEssADg7bffxuLFi/H1118jLS0N/fv3x7333osRI0bEVGhWqAksuRxzN2HOv74OOYMvKXBi2cSBIT1ZcgXcvsp6jF6+Oez3b5wzAr1y0wM+423MWbblG4UAD2VqErLtoT2USqA4u2ah/bltKUkJqKxrxsjTO6KzDsrPUv9K+qMP1rP2qIluueXXQtCw2LhY3pnA+HA7ixAALrvsMlx22WWKC2d2ahq8YbP+bi2vRk2DN+RALNc9rCTegOf6vpJt+UagU2aqaoLqVIyQ1ZlnQDZvtEwkSy1XHityy69FIlMWG+eKkmpFbMQQyMF4wQ46wN0U+diEcNd5JcnzwWt9X862fD0MrFTQ+65PH3qNJ9EykazcOE29i26tEpnKbXM2axJs1kRMK8lHUbcsNLe0ITU5ETsqarBq637DbsQQqIsQWHEgMzVytYe6zjNJHm/Etnx10fuuT73DWv9K+yNLnKbeRTe1RKaJiRY8N3kwVn5YjpWbyv2fFxc48dzkwUhKlLGlUGB6mBONmgmXx4t9lfUoq6jBvl/qVUu4mW23oqTAGfJaSYET2fZAw8A7SR5vzLotnxda7frk1f61ej4vWOtfSX885m4KElfAyRCCu9fuwjF3U8DnehfdWiUyldvmrIkJePzD8qD631Zejcc/3IfkRDF0KkGvfV4pwoMVBp7xDJ0yU7F4fL+wu8zaLwFokSSPJ2bcls8TLTyUvON5KMYLsRw+fWGfXJzRJTNo+eiHo+6Q9c/aH1njNPWeakWLvFYsbc7b0oYtYep/S3kVvC1tUX+TIBCKfZ43YmQLgRbxDHlOO5ZNHChrl5nS2SlrjAuvHUi8z0kzCnLrn3dWZ97tn2K8EIvxd9isuGfsmZi3dlfA8pFvghSu7Cz9kTVOU4noowbPvFasba6+OXL9N0S5LgiEYp/XAkUC66effsK///1vVFRUwOsNdPEtX75clYLFE63iGeTuMtNidspzdnHqOWmnJt6srGtW5Zw0pVDa0s5a/zw9lLzbP7V4IVbj7/J48Zd134Zcvvvfdd+qMliwxmkqFX3U4JXIVMuNCYJgqPV5rWAWWBs3bsQVV1yBnj174vvvv0ffvn1x4MABSJKEQYMG8Sij5lCLZ+C9JKTF7ILatnxK7upY61/uMR5y4d3+qfUvVuOvxWBhtyaipMAZEELgo6TAGRTXqIXoowTvJUVqG4X0DrU+rxXMAmvevHm4/fbbsXDhQmRkZOD1119Hbm4ufve73+GSSy7hUUbNoTZ74b0kpNXsgsq2fGruaiX1z1Mg8m7/1PoXq/HXYrCobfTinrFn4b713wXFac6//Cy4Gr3ohl93ElL1EPD0EvNcUuRtc80GtT6vFcwCa8+ePSgtLT35x0lJaGxsRHp6OhYtWoQrr7wSN998s+qF1BqKsxeeS0Jmm11QG4xY65+3QOR9jhy1/sVq/LUYLGzWZPzP05/iwav7Y+6Y3qhvakV6aiIq3c249pnP8Mr08wLup9iHtfASsywpDivMCdnvh4VpcxYAY/p1weShPQLCGgS/wvM8XSPALLDsdrs/7qpLly7Yt28fzjrrLABAVVXoQUtvUJ298PIAmW12QW0wYq1/3gLRYbPi/nF9Q+5yvX9c37Dn5rEEiVPqX6zGX4vBIifdijO7ZOKG57+U9R3U+jA1LzEAzBhZgDZJCtpoM2NkQdC9Lo8Xd4YoPyDOIvTBkqeNWp/XCmaBde6552Lr1q3o06cPLr30Uvz5z3/Grl278MYbb+Dcc8/lUca4QCnNAW/MNrugNhix1j9vgejyeLFo/W4MzMvG1FM2JZQdqsV963fj4QkDgoK+WQdTSv2L1fhrMViwfge1PkzNS1xV78W0NdsxrSQ/YKNN2aFaTFuzHW/NLNE8zk7PRMvTFuo8XUp9XiuYBdby5ctRX18PAFi4cCHq6+vxyiuvoLCw0BA7CE+FSswQb8w2u6A2GLHWP2+BWFXvxYY9ldiwpzLsdTUGI0r9i9X4azFYsHwHtT5MzUvsbjoBj7c1YIdlpPJQKz81eJ+naxSYBVbPnj39/2+32/Hkk0+qWiBBfDDT7ELpYEQlYJe3QKQY9K0FrMZfi8GC5Tso9WFqXmKKcXZ6Rul5umZDJBoV+NH77IJFALEORpQCdnl7K8RgRAdWUU+lD/PeKMG7PNS83NRQcp6uGWGuhezsbFgs4ZPuHD9+PKYCCQRKUCKA5A5GFAN2lXgreO3yozoYUUokqwRKudpYcdisePDq/vjox1+Qm5Hizyx/zN2Ekad3jHmjhJLysMbZ3TeuL/4SYqPHfWE2epgJ33m64fK0tT9P16xYJEmSWP7g+eefBwBIkoSbb74ZixYtQm5urv/65MmT1S1hBNxuNxwOB1wuFzIzMzX7XgEtXB4vZpaWcdvxs6+yHqOXbw57feOcEeiVm674+VrAOngdqW0MOxh1UeF+3uhZnAD827QWHKltxNzXdmJLefR3oNXvlZtW4Ji7CfPe2Ikzuzr8Rw/5guL3HHFh8VX9ZZ3CYWQqqhvCnqfbfheh0ZCrPZgF1qlkZGTgm2++CYjL0hIhsAQAfwFUVlGD8Y9/Evb6uluGYmBetuLn80bp4OXzALF6yOId/2MEcUJV1Mv1CrK+Ay1+L4vo/v6oG5c8uiXss969dRh6dxFjToBgjXCertGQqz3EQmkc0fsSBhV4B1lrFWMkd3bNila7/KjE/xhhiz3FjQMsAoX1HWiReoRlmV8EcctD7nm6StH7GBmzwIoUjyUIj96XMCjBWwBpEWPEkrSPFYqDNU+M8HupbRxgFyhs70CL1CNshz3TDOLWu+BgwQhjJHMrueqqq/z/39TUhD/+8Y+w238dAN544w11SmZgKAZN65n01KSIAZfpMRpDJQG7LChJ2seCVoM1FeNPTZz4YKkfarvw2AUK2zuglnqE9bBtLTCC4GBZYjbCGMk88jgcDv//X3fddaoWxiwYYQmDEnVNJzClOB8SEHQMxpTifNQ1nYjZjS0BeGfn0aCA3RGnd4zpuYDypH1y0cIDR8n4U9zVyFo/SlJx8HwHrAKF9R1QSz3Cetg2b4wgOHguMVOFWWCtXr2aRzlMhRGWMChR4zmB2aVlIY/BmF1ahn9MOzum5/uNWzkf48Y73oN3YlVqxp9aVnOl9cOSioP3O2AVKEreQdesNDw0YQCXOERWwcd62DZv9C44eC8xU0UEuccBsy3Z8MZuTYx4DIYtRnc+b+OmRbwH6+Cl99kmpazmsdSP3I0DvN+BEq8gpWS+Ss52ZDlsmzd6Fxy8l5ipIgRWHMhJt2JYYU7IBjfMgEs2vLFbk1Bc4Ay5zFZc4ITdGlsz523ctEjax9IeWGebrkZvxO92Napj/PWa1VyLwZH3dyj1ClJK5qvnsx31Ljh4LzFTRQisODFjZAHaJCkoZmjGyIKYn01tyYY3WbZkzBpVCCA4BmvWqEJk2WIzPryNW6fMVCwe3y9s0r5Yl0hY2wPrbNMWRcDG6kEE9D1h0GJw1OI7eHoFtfKC6vVsR70LDi2WmCkiBFYcqKr3Ytqa7SFjhqat2Y63ZpbE1IAoLtnwxGGzonsHG8b27xpQn5V1zejRwRbzb9XCuOU57Vg2cSCXpH28cxIlJFgiehATE2JL5aL3CYMW7UerAZiXV5DqEhgVL6jeBYcWS8wUiUlgNTU1ITXV+Flb1cbddCJizFCsxoSqseJJl6w0XNq3c0BnHNw9W7VZrxbGjVfSPt45iZISLJhanA8g2IM4tTg/ZoFFdcIgd8lSi/aj9wFY70tgWqBnwcF7iZkqzAKrra0Nf/3rX/Hkk0/i2LFj+PHHH9GzZ0/cc8896NGjB2644QYe5TQUvI2JWY0Vz86oZ+PGOyeR027Fknf2oCgvO8gj+8oXFXh4woCYyk9xwsC6ZKlF+9FzG9UiLpUieo0rVIKe26dSmAXW/fffj+effx5Lly7FjTfe6P+8b9+++Nvf/iYElgx4u/P1vl5PFb0aN945iRw2KxZe2Rd3vb4zwCsbrxxGvFG6ZKlF+9FrGwX4xqVSRM9xhUrRc/tUAvNhzwUFBXjqqacwevTogMOev//+e5x33nmoqanhVdYg9HzY85HaxrADWBcVOhfv5wv0hZL2QOWwZ5fHi1mlZWEFotYxWFQPYtYz+yrrcfnKrZhWko+iblkBXtBVW/fjrZklhqpTIxxIbma4HfZ8+PBhFBQEzyja2tpw4oTxYnt4wdtdakZ3rCA8StoD62yT1+yUWnwRxSVLvcM7LpUaVfVefHWwBjNHFfgFZWpyInZU1GDV1v2G24hkVpgF1plnnoktW7age/fuAZ+/9tprKCoqUq1gZoC3u5T3882SyNQo6Nk9T2nCQG3J0giYrU7rm09gxaQirN62P0BUFhc4sWJSERqajSUozQqzwJo/fz4mT56Mw4cPo62tDW+88QZ++OEH/OMf/8D69et5lFFAEDPGDwjiCxWBKGIc1cdsdZqVZsXS934ISm3i+/ficf3iUSxy6H0SzxyDBQBbtmzBokWL8M0336C+vh6DBg3C/PnzcdFFF/EoY1j0HIOlZ0T8gEAN9Gw8RYyj+pipTvceq8OFj3wc9voHtw1HYaeMmL9H732M6iSeWwwWAAwbNgwffPCB4sIJ9A3VvEQC/XCkthFzXws8QFtt48lzcKG0ZGkUzFSn9c2RD3BviHJdDpQFSjT0nlzYh+JEo1999RX27NkDADjrrLNE/JWJEEG+glhwebxB4go4aTznvr4TK1UwnloMLlSWLI2E3utUrqjnHXOmd4FilEk8s8CqrKzENddcg48++ghZWVkAgNraWowcORIvv/wyOnbsqHYZBf8HFXev2QJSBepSWdccJK58bNlbhcq65pjatd4HFwE/WG0oy/0sop53zJneBYpRJvHMAmvWrFmoq6vDd999hz59+gAAdu/ejcmTJ2P27NkoLS1VvZACWu5epcaBp3FTAhXBajZqGyMbR1eU69GgOriI9hZfWG0oy/0ujxfz3/wWA7plYcrQHgFpF+5981s8PGFAwLvmnXpE7wLFKJN4ZoH17rvvYsOGDX5xBZxM3fD3v/9d8yB3s0BtRq7EOPA0bkqgJFjNht2aGPG6Lcr1aFAcXER7iy+sNpT1/uoGL645Oy9k2oWpxfmobggW9TxjzvQuUIyyqzSB9Q/a2tqQnBz8cpKTk9HW1qZKoQSByJmRa43POGycMwLrbhmKjXNG4LFJRSF3+0QzVi6PN6b7WeH9fEFk7NYkFBc4Q14rLnDCbo3pDHpyg4tob/GH1Yay3t/SJmH1tv0h0y6s3rYfrW2hN+s7bFb0yk3HwLxs9MpNV22i7BMoodCDQPFN4tv/Br0cXu6D2ZKNGjUKt956K0pLS9G1a1cAJ7O733bbbRg9erTqBRTQnJED8gNSWZdseC/xUF1CogavJa0sWzJmjSoEgKBz52aNKkSWLTYBRG32K9pb/GG1oaz3t7VJQeLKx7by6rACixdKlyApLWMbYVcps8BauXIlrrjiCvTo0QPdunUDABw6dAh9+/bFiy++qHoBBfRm5KzwNm6suBojewxijQEyAjyXtBw2K7p3sGFs/66YVpzvP3eusq4ZPTrYYjag4mgdQXtYbSjr/R5v5LQKHm9rxOs8YBUoSvr8MXcTahq8cDe1IDMtCdk2Kzplpqr2G1h3lVISiIACgdWtWzfs2LEDGzZswPfffw8A6NOnDy644ALVCyc4CbUZOSu8jRsrtihLULHGAGkFL2OiNOaPpTxdstJwad/OAcZ/cPdsQ+ap0vsEyQiw2lDW+x1pkduVIy0+71iuQFHS5yuqGzBv7a4Az11JgROLx/dDntOuzg9ggGKco6JgB4vFggsvvBAXXnih2uURhIDajJwV3saNlYQEC4oLnCFd+sUFTiQmWGJ6vhbwNCZKlrSUlEfvZ3HKRe8TJCPAakNZ79f7O2bt88fcTUHiCgC2llfj7rW7sGziQFU9WdGgthHMB7PAWrFiRcTrs2fPVlwYvSMyR4eGt3FjJSnBgqnF+QCCY4CmFueTF1i8jQnrkhZV40YFvU+QYoHSkg2rDWW5X+/vmLXP1zR4w8acbS2vRk2DV1OBRTXOkVlgPfLII/7/P3ToELp06YKkpJOPsVgsphVYWhz9QWVGrgRW42YBMKZfF0z+v5wyvhgdNXDarVjyzh4U5WUHxACVHarFK19U4OEJA1T5Hl7wNiasS1pUjRsl9DxBUgrFJRtWG8pyv57fMWufdzdFjjmLdl1tqMY5Mgus/fv3+/8/IyMDmzdvRs+ePVUtlN7Q4ugPI8ASD3BnCI8IoM5h0g6bFQuv7Iu7Xt8ZkLPGqLNNVliXO8SmAXnoeYLEilm9mnp9x6x9PjM1snSIdl1tqMY5alsLBoX30R9mQwuPiJlmm6ywLncYZdOAQD2EV1NfOGxW3D+uL+5euwtb2wWt3z+ub9C7yrZbUVLgDLj31L/Jtmv7bqnGwAmBpQK8j/4wG1q5e80y21QCiwA1wqYBgbpQXbIRhMbl8WLR+t0YmJeNqe3CJu5bvzvoqJ9OmalYPL5fSEG2eHw/TeOvALoxcMwCa+fOnf7/lyQJ33//Perr6/2f9e/fX52SEUBugCbvoz/MBlV3LxW0MiZyBajeNw34oBSQrXdEH9YXVfVebNhTiQ17KsNeb98X8px2LJs48Nc8WKlJyLarmweLBYqrEswCa+DAgbBYLJCkk5lpx44d6/+3xWJBa6v2CdV4wBKg6Tv6I9wMPtajP8wGVXcvJSgZE71vGgBoBmTrGdGH+cBrEqDU49gpMzVugioU1FYlLJJPKcnk4MGDEa937949pgKx4Ha74XA44HK5kJmZqdpzXR4vZpaWyQ6ydnm82PNzHR7btDfk0R99OmeQeul64EhtY1gPTajzDgXR4emh0fP7Yu3vAnnouU1QhOckYF9lPUYv3xz2+sY5I9ArNz2m7zAScrUHs2tFSwEVL1gDNHkf/WFGKHlojABvD42e35cIyOaDkjYhlmlDw3tXpvA48oFZYP373/+OeP2KK65QXBgqKHGX8j76QwuoGTdq7l69otWWeWrvS257phyQTa1PssLSJsy4TCv3/fKeBFANEtc7zAJr3Lhx/v8/NRbL928jxGApDdCkNsCwYEbjZhbM6KFhac9UA7LN1Ce1mgRQEqws71eLSYCevdBUSWD9g7a2Nv9/NpsN5eXl/n8bQVwBv7pLQ2FEd2k04+byRE4kKaANZQ8ND1jbM8X+brY+KWcSECtHahsxs7QMo5dvxvjHP8HoZZsxq7QMR2obY342K6zvV6tJgMNmRa/cdAzMy0av3HQhrmKEWWCZAZ+7tL3RNaq7VAvjJogfVD00vGBtzxT7u9n6JO9JADXByvp+KU4CBNER+QPCYCZ3qdk8HGaDagArpS3n1Pq72fok70mA0mXyY+6mX/M8pSUh26ZOnifW9ytipPQJs8Byu93+/7dYLKivrw/4TM10CfFGzzFVLJjNw2E2lBpn3mkdeMUXxdqeJeDkaeNxxGx9kvckQIlgrahuwLy1uwJS7/gylec57TGVR8n7pTYJEESHWWBlZWXBYjlpfSRJQlFRkf//jRLkbjaoejgE6mEBMKZfF0we2iMgjUg4eAogilvOqQWUm61P8vbQsAqaY+6mIHEFAFvLq3H32l1YNnFgTJ4spe/XLJN+o8CcaHTz5vDJyABgxIgRMRWIBV6JRs2ISApoXFweL/786jfo3SUTRd2y0NzShtTkROyoqMEPR91B54zxTrypRVJDlvZMNdGokj5JaZecEnzlV9tD4/J4Mau0LKygaf+Ovz/qxiWPbgn7vHdvHYbeXWIbc4TN1S/cEo1qKaAE2iHcz8alusGLa87Ow+pt+7FyU7n/c99ZgdUNgfEnvNM6UNtyTjWNBWufpOaFA9gFHy8PDauHzN3UEvF50a7LQdhc46MoyH3Lli146qmn8N///hevvvoqfvOb3+CFF15Afn4+SkpK1C5j3ND7bJAV4X42Ji1tElZv2x+03OH794LLzwr4nLcA0nLLuZz2TDmgXO5v0CqPFAvUBB+LoMlMjTw0RrsuF2FzjQ1zmobXX38dF198MdLS0rBjxw40N5+M43C5XFi8eLHqBYwXlHKmCASx0NYmhTyIHDgpslrbAqMEeAsgalvOjRBQTi2tA7W0CD7k5nnKtltRUuAMea2kwIlsuxBFFHF5vNhXWY+yihrs+6U+7vnimAXW/fffjyeffBLPPPMMkpN/NTzFxcXYsWOHqoWLF1SNg0CgBI838nKGxxu4MYW3AKKWd4qa4FMCNS8cNcHHSqfMVCwe3y9IZPl2EaqRqkGgLhSdIsx+zh9++AHDhw8P+tzhcKC2tlaNMsUdqjEZAoESonlgMtotd2iRc4dS/IkRcgxR88JRE3xKyHPasWziwF/zYKUmIduuTh4sgbpQXCIHFAiszp07o7y8HD169Aj4fOvWrejZs6da5YorRjAOAoEPa2ICigucIZcJiwucsCYGO7K1EECU4k8oCT4lUEvrQE3wKaVTZqoQVDqAqlOEWWDdeOONuPXWW7Fq1SpYLBYcOXIEn376KW6//Xbcc889PMqoOUYxDgIBANQ2ejG1OB8AAkSWbxehq9ELIDhxIiUBpAV6/r0OmxVLr+6PA8c9sKckor6pFRmpSahvbkF+B1vcll2pCD6BsaHqFGEWWHfddRfa2towevRoeDweDB8+HCkpKbj99tsxa9YsHmXUHGEcBEYiPSUZk575HNNK8jGtON+faLTsUC1ml5bhrZnG2flrZrytbXhs096QmcfVQu7OaiMsu1LEbDvb5ULVKcKcaNSH1+tFeXk56uvrceaZZyI9PbbEgErgmWhUJIETGAXWJIsC/XHM3YQ5//o65DJwSYEz5szjgLK0C7wSh5oRamkvKKG1jZOrPRQLLArwzuQujIOAMiyzWTFhMDa8M49TzXZvFkT9R0dLG8ctk/tVV10V8fobb7zB+kiy6DkmQ2BsWGezeg/iFkSGd+ZxqkHEvKGyJGfW+meBoo1jFlgOhyPg3y+99BIuv/xyZGRkqFYogUAQHqVbksWEwbjwzjxONYiYJ7EsiaotyMxY/0qgZuOYe93q1asD/v3aa69h6dKlhknRIBBQR8xmBe3xZR7fGiYGK9bM41SDiHmhZBLDM0bKbPVvFJgzubenra0NFotFjbIIBAIZiNmsoD28M48bIds9C6yZ6Hmf/mG2+jcKzB4st9sNAGhsbMRLL72E1tZWdO3aVfWCCQSC0IjZrCAUPDOPmy3tAuskhrdX2Wz1bxSYBVZWVpbfY2W1WrF8+XKkpKSoXjCB9lAJ6BRERuRp44MR2j/PzONKgoj1WqeskxgtvMoUg7gFkWEWWB9++CEAIC0tDYWFhcjOzla9UALtETlW9IOYzaqPWds/qwBiCSLWc52yTmKUepWVClAJAGRE5uhV4BoFkQdLIHKs6BSRp00dzNr+ee6So1qnvHLHKUl0yVr/vO8XyIdrotGGhgZs3rwZFRUV8HoDg/dmz57NXlqFCIGlDvsq6zF6+eaw1zfOGYFeudpn6hcItMCM7V+JAGIZsCnWKe9M9KyCjKX+ed8vYINbotGysjJceuml8Hg8aGhoQIcOHVBVVQWbzYbc3FxNBZZAHcSuNIGZMWP7Zw3KZk1bQK1OtcgdxxIjxVr/vO+nit6XOJkF1m233YbLL78cTz75JBwOBz777DMkJyfjuuuuw6233sqjjALOiF1pAjNjxvbPe5cctTrVSnDIFWSs9c/7fooYYYmTWWB9/fXXeOqpp5CQkIDExEQ0NzejZ8+eWLp0KSZPnhz1KB0jo1e1LXalCcxMTroVF/bJxRldMlHULQvNLW1ITU7Ejooa/HDUbcj2z3uXHDWbQk1wsNY/7/upodTjSA1mgZWcnIyEhJP5SXNzc1FRUYE+ffrA4XDg0KFDqhdQLxytbcRHP/6C3IwUNLe0ocZzAl/sP47zT+9I/jBdsStNYGYcNivuGXsm5q3dhZWbyv2f+5J0GrH9894l57BZ8eDV/QNsYmpyIo65mzDy9I6q1ancSS01wcFa/7zvp4ZRljiZBVZRURG2b9+OwsJCjBgxAvPnz0dVVRVeeOEF9O3bl0cZyePyeHHwuAfrdx7BtlOOqigucCI/xw6bNZF8YxA5VgRmxeXx4i/rvg3ouwCwtbwa/7vuW93MlllgnVQpGbAlAO/sPIot5YHPH3F6R1V+A8sSEjXBwVr/vO+nBjWPo1KYdxF++eWXqKurw8iRI1FZWYnrr78en3zyCQoLC7Fq1SoMGDCAV1mDoLKL8GBVA+5etyvIQAMnRdbicf3QPcceh5IJIqHXJV2BPOS+X4o73rSCyi45JeVWsgtSbvm1gjXVCu/7qUC9T3LbRTh48GD//+fm5uLdd99VVkID0eBtCSmuAGBbeTUavC0al0gQDSMEUArCw/J+jTJbBvgmDuW5S44VJc+nmImepf61uJ8KOelWDCvMCfmOh0XwOFKbNDMLLB+VlZX44YcfAAC9e/dGx47quH31SIO3NeJ1T5TrAm0xSgClIDSs75dafI5StJg08Nolx4rS55slE70RmDGyAG2SFBR2M2NkQcj7Kb6vBNY/qKurw+9//3v85je/wYgRIzBixAh07doV1113HVwuF48ykicrLbIBdkS5LtAWObNfgX5hfb+++JxQxDsg2OXxYl9lPcoqarDvl3q4PKHbZjRRGe7veMFbtPJ+PrX6NBtV9V5MW7MdRXnZeG7yYDz+u0F4bvJgFOVlY9qa7UF9mOr7YvZg/eEPf0BZWRnWr1+P8847DwDw6aef4tZbb8VNN92El19+WfVCUic3IyWiOzM3w5iHYVNzx8pF6exXr79XK6jUD+v7pRoQzDIjp7brindQOe/nU6tPs+FuOgGPtzVgV++pxJqnTSuYBdb69evx3nvvoaSkxP/ZxRdfjGeeeQaXXHKJqoXTC74tydQMNCvH3E2oafDC3dSCzLQkZNus6JSZGvJeiu5YuSiZ/fI8t80IUEpTouT9UttFq/fM6bxFK+/nU6tPo8ArrQbV98UssJxOJxwOR9DnDocD2dnZqhRKj1Az0KxUVDdg3trAnZC+PEB5zsAdkHqPYWKd/Sr5vXoWoKxolaZErnFW6t1gDQjmKaC1ypzO8zfwtok8n2+UuDxK8EyrQfV9MQus//3f/8WcOXPwwgsvoHPnzgCAn3/+GXfccQfuuece1QuoJ/S6Y+OYuwl3rw1OM7G1vBp3r92FZRMHBniyqLpj5cI6++V9bpveqfWcwGOb9ga1H9+/F4+LPVkni3HWYsmPt4DWInM6paB4as9PT03C6N4d0aerIyi7/54jLqSnKt4fFoBZvNysNlGLPG1awNxKnnjiCZSXlyMvLw95eXkAgIqKCqSkpOCXX37BU0895b93x44d6pVUwI0ajxdbw6SZ2FpejRqPN0BgUXXHssAy++V9bpve4Z2mRIlg5end0EJAK8mczjIgmW0SwIqnuQV3XtIHi9Z/F5Td/56xZ8HTHHvqHTN5uXmn1aAaR8kssK688kpYLBYeZRHEibqmyMai/XWq7lhW5M5+jRIPwAveaUqUClZe3g0tBLSSGbkWearM4nE50SZh0frvQnr1F63/DgsuPyum55tN4GqRVoNimA6zwFqwYAGHYgjiSXpK5GbQ/jpVdywvjBIPwAveaUqo7frUQkArnZHzzFNlBI+L3DbR1iZF9Mq2tjEdgBIEVS83rz6jlU2kFqbDLLB69uyJ7du3w+l08iiPIA4kWk4GJIc76iexnceSqjuWF6y/Nz01CSUFzpDLriUFTsPFb/BOU6LVrk+5RJuQ2KNclwulIG4jeFxY2oQnyrJ2rF5ZrbzcLDaCZ58x26TcB7MlOHDgAFpbRWZyI5GUmICpxfkAELQLbGpxPpISg5eEKbpjecLyexuaWzClOB8SgutzSnE+GgwWv8E7TYkWuz5ZsCYmRJyQWBOZ8zeHhdeMnPUoEqoeF7kwB1mnRf4tsXpltdj1yWIjlPYZueUx26Tch6KplojBMhZOuxVL3tlzMktucT6aW9qQkpSAskO1eOWLCjw8IfQB3tTcsbyR+3tdjScwu7QM00ryg+pzdmkZXvrDOTGVg6I3gafg5r3rkxV3kxfzx56F+9Z/F+ClLClwYv7lZ6GuyQuA/uHuLEeR6D2ukLVNUEyUylMwVdV78dXBGswcVRC0a3LV1v0h+8yR2kbMfW0ntpTLm+SZbVIOKBRYgwcPRmJiYshr//3vf2MqkEB7HDYrFl7ZF3e9vjNgx4zRZxe8yExNjpiFONZ4A6reBJ6Cm+euT1YyU61YuP47DMzLxtR2AvqB/+zBvWNjC4COBbkeBd9RJKEmAdPWbMdbM0tUybNFBWrZ/Xnv+mS1EfXNJ7BiUhFWb9sfYLeKC5xYMakIDc2B9ePyeIPEle/Zc1/fiZVhJnlmm5QrElh//vOfQyYbZWXJkiV444038P333yMtLQ1Dhw7Fgw8+iDPOOCPmZwvY3MlmnF3wgvfsl6o3gXdMGK9dnz7klt/b2oZN3/+CTd//EvI588a0RS0jD1g8HKxHkeg9hoZidn8LgDH9umDy0B5+gVtZ1xzyXlbBxGojstKsWPreDxFz2Z1KZV1zkLjysWVvFSrrmsXYAQUCy2Kx4JprrkFubm7MX75582bMmDEDQ4YMQUtLC+6++25cdNFF2L17N+z2+LvYqQQRK0FJjA612YVe65/37JeiN4FSTJiSTQYs5a+PEkOnRowdK6weDt55tqihVXZ/ubg8XtwZ4n35yhPrUUisGzG8rW0Rd016WwMnDbWNkcvjinLdLDALLEmKbXvqqbz77rsB/16zZg1yc3Px1VdfYfjw4ap9jxIoDRisUIzRYUXP9Q/wnf1S8yZQa2+smwx4ixMt0CLGSM9ebmoCkfdRSKlJCREnGalJgRsxWCcNdmvoECEftijXzQKzwFq9erUqy4OhcLlcAIAOHTqEvN7c3Izm5l9dqG63m085NBoweHloqMboyIXagO2D5TBsgN/sV++DBW9YNxlQC4BWgtYxRhJwco1LR3TNSsNDEwYw9WFe8D4Kqd4beZJR3y4NBauAs1uTIu6ktVvVSVWid5hrYfLkyQCAr776Cnv27AEAnHnmmRg0aFBMBWlra8Of/vQnFBcXo2/fviHvWbJkCRYuXBjT98ihqt6LPUfdeG7yYORmpqC+qRUZqUk45m7C3Nd3qjJg8PTQUMyxwgK1ARtgOwxbKXqNmXM3nYDNmohpJfkhdyBpHRPGuslAiTh58Or++OjHX5CbkeL/vcfcTRh5ese4vAMtYoz07lWmVH7eS7T1za0RJxn/mHZ2wP2sAi7LloxZowoBBAu4WaMKkWWjvelBK5gFVmVlJa655hp89NFHyMrKAgDU1tZi5MiRePnll9GxY0dFBZkxYwa+/fZbbN26New98+bNw5w5c/z/drvd6Natm6Lvi4THewL//MO5QUcllBQ48c8/nItGb2wDBm8PjRZLGGYSiMfcTUHiCgh/GLYSjtY2BgzYNZ4T+GL/cZx/ekd0IR4z50hLjrgDKTPGnEGsaJF5XwLwzs6jQVvUR5yuzP7FCu8YI6peZblQKz/vJdqstMiTjPZ5vFgFnMNmRfcONozt3zVAwFXWNaNHB5tqdanXOFwfzAJr1qxZqKurw3fffYc+ffoAAHbv3o3Jkydj9uzZKC0tZS7EzJkzsX79enz88cc47bTTwt6XkpKClJTYskLLISvNirvCDKj3rf8OS8b3C/OX8uDtoeG9hGE2gVjT4A0bALq1vBo1Dd6YBJbL48XB4x6s33kkaDaYn2OHzZpI2qjYU5Kwetv+kDuQLACWTRyoaXlYBwvFiUxDbFGPl9hw2Ky4f1xf3L12V1BurvvH9Y25PBS9yixQK7/SJVq5gljJ6QqsHs0uWWm4tG/ngPsHd89WrR4peRyVwiyw3n33XWzYsMEvroCTS4R///vfcdFFFzE9S5IkzJo1C2vXrsVHH32E/Px81uJwocHbGnFAjXa4bTR4e2h4x+jwPiiW91EzrALRHeUw7GjXo1HrOYHHNu2NuEWa8uBV39QSsb/UN7WgU6a2ZWIZLKglMlWCy+PFovW7Q+bmum/9bjw8YUCMyVVppgaRC7VlbIB/cl4lpyuwesV57rKk5HFUCvNI1dbWhuTkYA9CcnIy2trY8r/MmDEDL730Et58801kZGTg559/BgA4HA6kpcVPofIeULXw0PDsvLwPilV61AxLkkW2HTyRu0m069Fo8IYXKNvKq9EQ5Vy0eEN18GUx/pQSmSqhqt6LDXsqsWFPZdjr1L3KPKG2jO0vF5HkvNSgOIlRAvPIMGrUKNx6660oLS1F165dAQCHDx/GbbfdhtGjRzM964knngAAnH/++QGfr169GlOmTGEtmmrwHlC12oXE2nnlChTeB8UqOWqGNcliJNoPkNl2a0SPWrY9tvcVzSMa68GyvNH74OuDdyJTnvAWfRR3TrKgdBlb7zFAVOI0WaE4iVECs1JYuXIlrrjiCvTo0cMfYH7o0CH07dsXL774ItOz1MyppSZKB1SWgy+p7UJiESisxlZJzheWXWC88xh1ykzF4vH9Qsa3LB7fL+YA96wos+dYD5bljdLBV6+DF0WxwVv0UUsNwoqSZWwtYoD02gd4Q3ESowRmgdWtWzfs2LEDGzZswPfffw8A6NOnDy644ALVCxcvlAyorJ2R0i4k5pPmGY0t75wvWuQxynPasWziwF9z6KQmIduuTg4dJQGplFAy+CoZvFgHI16Dl1KxwXMw1UL06XnJidUGaREDZIQgbl5QnMQowSJRdSPJwO12w+FwwOVyITNT/SjagMSSEQZUl8eLmaVlso89YL2fN/sq6zF6+eaw1zfOGYFeuelBn/sGjGjGVsnzj9Q2hh3A2qctKKuowfjHPwn7/HW3DMXAvGzFz9cCauVRgtz2oKT9sw5GWnofqOSQMkIb4gWrDVJqE+VCbQygCOX2LFd7MHuwVqxYEfH67NmzWR9Jlk6ZqbI8FKweFGoBfErXu+Wu7/PO+ULxIFdWqJVHCXLbQ1W9F18drMHMUQUhd3S1b//MMXwa7UDSIoeUXpPPUoPVBvGOAaI2BvigtGRphPbMLLD+9Kc/4bTTTkNiYvBZQxaLxVACSy6snZFaAB/V+A2eAo7l+VpBrTy8qG8+EXFHV0NzYPvX+wRGaXmMcGA7FVhtUGZqcsS0DrHaRGpjAEAz5kzv7VnRdrgvv/wSubm5apdFt7AKFGoBfHqP39B7AK7ZyEqzYul7P0TM+3Uqep/AKCmPUfIA8YaXhy8n3YpVU4bgsU17gyYBq6YMidkmUhsDRMwZH8SJjCrAKlCoBfBpJVBEzhcBAHhb2yLm/fK2BubT0/sERkl5qHnhKMLbw/f3TeUhJwEJFgtWTipSXnCcHAMibWzRegzg3d7MOmEQAksFWAUKRY+LEQSK3t3JekeuN6E+TKJYH+0Tyep9AqOkPNS8cNTgPWBX1XuDjkLysUUlgTtrVAHG9O2MTpmp/iXIn12NKIgheF4pZo05440igbV7925/1vX29O/fP6YC6RVWgUJR0AiBIlAKizeB1aOj9wmMkvJQ88JRg/eAzVtwVDd4Ud/cgnd2HQ1IBTSswImpJfmobtBWcPBub2adMCgSWKNHjw5IEmqxWCBJEiwWC1pbaWed5gmrQBGCRmAEWL0JvHeVKrmfN6zloeaFowbvAZu34Ghpk/Dc1uDM8lvKq9EGYMHlZ8X0fFZ4tzezThiYBdb+/ft5lEMgEOgUVm8C712lSu/nDUt5qHnhqMF7wOYtONrapIhxiK1t2qan5J0816wTBmaB1b17dx7lEAgEOkWJN4Gah4kioo7Cw3vA5i1wPVEOcI/H+aOs7Y0lLMCsEwYR5C4QCGJCqTeBmoeJIqKOQqPFgM01tUxa5GeEO3804HSRtCRk29Q5rsv/vRyT55pxwiAElkAgiAmzuv/NiNkyffMSuEr6TEV1A+at3RWwtOg7HzfPaVe9jJFQusnAbBMGIbAEZKFkzClCpX7M6v5nhcr7UgrFRJF6HbBZ+8wxd1OQuAKAreXVuHvtLiybOFAVT5bcNupq9EZ+TqMxdwWyIgSWgCQUjTkrPAdUavXTNSsND00YwHX5Qs9Qe18+ZA+oJk0UyRMWD1xNgzdsUPzW8mrUNHhj7mssbdRmjSwdbNbgo/TMiBBYAs0wkzHnOaBSrB8lv1fvHh25UHxfANs7M2uiSN7I9cC5myIHxUe7Hg3WNpqQYEFxgTOk6CsucCIxwRL2e8zQ532oKrDy8/MxatQo3HfffejatauajxboHDMZc02yTGtQPzwFMVWPDg8otmfWd2bWRJFUyEyNPFRHux4N1jaalGDB1OJ8AAgQWcUFTkwtzg8psMzU532oKrAmT56MAwcOoLi4WOTLEvgxmzHXe5ZpgK8gpurR4QXF9sz6zsyaKJIK2XYrSgqcAVnffZQUOJFtj62/sLZRp92KJe/sQVFeNqYV56O5pQ0pSQkoO1SLV76owMMTBgTc7/J4Mf/NbzGgWxamDO3hPxpoR0UN7n3zWzw8YYCh+rwPVQXWggUL1Hyc4TGLu9RsxlzvWaZ5C2KKHh2eUGzPrO9M7BSNL50yU7F4fD/cvXZXgMjy7SKMNf5KyfFVC6/si7te34mVm8r9n4cL0q9u8OKas/Owetv+gPt9Hi+tjwbSChGDFSfM5C41mzHXe5Zp3oKYokeHJxTbM+/zIAXqk+e0Y9nEgb9uJElNQrZdnY0kvI+vammTsHpb8NFAvn9rfTSQVjALrKuuuiri9TfeeENxYcwC1SUSVo+a3PvNZsypZpmW+754C2KKHh2eaNmeeR5dYsZEkdTolJnKZWcu7+OrqB0NpBXMAmvdunWYOHEi0tJOelleeuklXH755cjIyFC9cEaF4hIJq0eN5X6zGXOKWaZZ3hdvQUzRo8Mbpe2ZZdKjxdEles07JYgOT5tL8WggLbBIksQkHRMSEvDzzz8jNzcXAJCRkYFvvvkGPXv25FLASLjdbjgcDrhcLmRmZmr+/Uopq6jB+Mc/CXt93S1DMTAvW7PyuDxezCwtCyn6hhfmBHnUWO8HgKO1jfjox1+Qm5HiD3A85m7CyNM7orPBlkR9+AZHXgKRZZcf6/udVVoWVgCF87Cy/N4jtY1hB/cuBm8Pcj3ELIJJSZ88tUx6m8QI9MW+ynqMXr457PWNc0agV266hiWKDbnag9mDlZqaiqamJgCAJEnwer149NFHsXz5ciQmiuRicqC2RMLqUVPigZMAvLPzKLaUBw4WI07vGPsPIArP2T7PXX5aeDcoeih5bjppP8Go8ZzAF/uP4/zTO4YUlKxhBFodXWKWjTkCdTGj1xpQILBOP/10/O1vf8Odd96J0tJSZGRk4KuvvsLIkSPx6quvolOnTjzKaSioNTbWmBvW+/2DRbm8wUIQGdbBV8mxFno+500JvBPDHjzuwfqdR4JyBuXn2GGzJgbVA6tgopa6wyhQE5TUyiMXvcfVKoVZYN1///245ppr8OijjyIpKQlPPPEErr/+esyZMwdFRUU4cuQIj3IaCmqNjdWjxno/xZgzPcNan0qPtaAkgHjCe9NJrecEHtu0N+wOqsXj+gU9n1UwUUvdYQSoCUpq5QHYBB9FrzVvmAXW2LFjcfjwYfz444/o1q0bOnfuDABYsWIFhg4dqnoBjQqlxsbqUWO932zb8nnDWp9Kj7UwC1X1Xnx1sAYzRxWgqFtWQBLEVVv3xzwBaPC2RNxB1RAiAJhVMKWnJkVMRJmucaZvvaOVoKR2fBivTRU+zDJp86Go1zkcDgwZMiTo82uuuSbmApkJKo3N51Fr31mGhfGosXrgqMWc6R3W+kxKsOCGknwkANhyygA8rMCJqSWhj7UwE/XNJ7BiUlHIJIgrJhWhoTm2CUBDlB1SoXZQsU5iGppbMKU4HxKCjy6ZUpyPhubYzqoz2yRJC0FJ7fgw1k0VZvNoKoFZYH388ccRrw8fPlxxYQTxo7W1DWP6dvYfY5CSlIBKdxNaWttC3s/igaMWc6Z3WOvTabeiqr4ZY/p1wZRTjrU45m5CekoSnDEes6F3stKsWPreDxGX8GJ7fmRB7AhxnXUS42o8gdmlZZhWkh90dMns0jK89IdzYvoNZpsk8RaU1I4P02pThdlgFljnn38+LJaTM972GR4sFgtaW42Zz4IHVAIWj7mbcNfaXSGXMUoKnFg2cWDI5HZyPXDUYs70jpL6fGxjedAmA+Ckl3LlpCKu5aWOt7Ut4hKeN8wkQy65GSkYVpgTckAaVpiD3IyUkH/HMonJTE2Gx9sa4IE7FeqnB1CDt6DU6vgwuWMMxU0VRoBZYA0YMABVVVW44YYbcP3118PpdPIol+FRsn7NS5DVNHjDDjBby6tR0+CNOXswpZgzI8BSn1X13pDiCgC2iNkm6qMsn8W6vOawWfGgwgmG3EkM1dMD9Arv+tTi+DCWMYbapgqjwCywysrKsH37djz99NM455xzcNFFF2H69OkYMWIEj/IZEiXr1zx3kLibIg8g0a7LhUrMmVGQW59ithkZLQYL3pnceR+fFMtv0CO8BSXv0xJYxxjW8pjNo6kURUHuQ4YMwZAhQ7B8+XL84x//wJVXXokFCxbgT3/6k8rFMyas7ljeAYWZUXYYRbsuoI1RZpu8PLhKBwvW8rBOMFgnVTyPT1L6G/QMT0HJ+/gw1jGGtTxm82gqRfHIeejQITz77LNYtWoVBg0ahJKSEjXLZWhYPQq8Awqz7daIW7yzTR4ErXeMMNvk6cFVMljwzkmkdFIlVwCJXWDy4CUoeZ+WwDrGKCmPmTyaSlF02PPTTz+NsrIy/P73v8emTZtQWFjIo2yGhdWjwHuJp1NmKhaP74e71+4KEFklBU4sHt+Py+ntAu3Q+2xTCzHAMlgoLQ+Lx4v3pErsAos/PAWKEq+1kvKIo5YiwyywrrrqKpx22mm4+uqr0dLSgieeeCLg+vLly1UrnFFh9ShoscST57Rj2cSBqGnwwt3UgszUJGTbrUJcGQQ9zza1EgNyBwsl5WH1ePGeVIm4PBrw8pAp9VrzXAKmmImeN8wCa/jw4bBYLPjuu++CrvnSNwgiw+pR0CpGpFNmqhBUBkav8TPUxIDiszgZPF68J1W8t/0L5MFan7w3PfDCrEvSzALro48+4lAM88HiUaAYIyIQaAW1IH0tzuLkHTfHe9u/IDqs9cl70wNPzLoknaD0D8vLy/Hee++hsbERQHDSUUF0HDYreuWmY2BeNnrlpkdsYL7OsnHOCKy7ZSg2zhmBxyYVoUuIjhVttuDyeFX/LQLj4fJ4sa+yHmUVNdj3S33c2o1PDIQiHkH6rOVR4oHzTaraf49aHgjW55vVpvDqA6z1qbT+WcYYnlDzQmsFsweruroaEydOxIcffgiLxYK9e/eiZ8+euOGGG5CdnY1ly5bxKKcAfGNEBMaH90GuvKC23MFaHqUeON4eCJ7b/qlCpQ+w1qfS+qeypEvNC60VzALrtttuQ3JyMioqKtCnTx//5//zP/+DOXPmCIFFALPOFgTh0ftBrpSWO1jLo8ZynwQAHEJczZSsllIfYK1PJfVPaZKUk26NeFyUHlLFKIFZYL3//vt47733cNpppwV8XlhYiIMHD6pWMD0iZgvGhsr7ZcUoB7lSC9KXWx6lHjhKA6TebQq1PsBan6z3U5wkzRhZgDZJCjiWrbjAiRkjCzQth5YwC6yGhgbYbLagz48fP46UlNCHlpoBSsZQq8SS1AQHz/JQer+siINc4w+rB47aAKn3ZLVa9QG5Noi1PlnvpzZJqqr3Ytqa7ZhWko9pxflobmlDSlICyg7VYtqa7XhrZgmpyZNaMAusYcOG4R//+Afuu+8+ACdTM7S1tWHp0qUYOXKk6gXUA9SMoRYxK9QEB8/yUHu/rLAOFukpkc2CPcp1QWhYPHDUBkhqcXCsaNEHWGwQa32y3q/VJEmuoHQ3nYDH24qVm8q5locazJZy6dKlGD16NL788kt4vV7ceeed+O6773D8+HFs27aNRxnJQ80YAnxjVqgJDpfHi/lvfosB3bIwZWgPNLe0ITU5ETsqanDvm9/i4QkDTJ31mnV5wZqYgOICZ4Ar30dxgRPWRMWbjwUyoehFpBYHxwLvPqDEJrLWJ8v9WizpsghKvS8xK4VZYPXt2xc//vgjVq5ciYyMDNTX1+Oqq67CjBkz0KVLFx5lJA9FYwjwi1mhJjiqG7y45uw8rN62P2CGVFzgxNTifFQ3xFYequ9XLqzLC7WNXkwtzgeAoHiJqcX5cDV6Adi5ltnsUB2QqMXByUVJH/hDSU9c1q8LOmWm+idtP7sa0cWRFtQHlNpE1vqUez/vJV1WQan3JWalKPL1OxwO/OUvf1G7LLqFqjHkBTXB0dImYfW2/UGzTd+/F1x+VkzP1/v7ZV1eSE9JxqRnPg8ZLzG7tAxvzRQHu/PGrAMSL1j7QEZqMqobvHhn19GA81mHFTgxtSQf6RqfF8sK7yVdVkGp9yVmpSgSWDU1NXjuueewZ88eAMCZZ56JqVOnokOHDqoWTi+YzRhSExxtbVJIVz5wUmS1toVOgssrIFUrWIL6WdMKDO6eHTJewojtmSJKByRqG09Y4Vl+lj5gT0nCc1uDJ21byqshAVg2cWDA59RsIsB3SVeJoNTzErNSmAXWxx9/jMsvvxwOhwODBw8GAKxYsQKLFi3CW2+9heHDh6teSOpQVee8jBU1weHxtkS53hr0Gc+AVB/UdjXyTivAG72LB1ZYB6QjtY2Y+9pObCmnsfGEFS02zsjtA/VNLWEnbVvLq1Hf1IJOmb9+Rs0m+uC1pKtUUOp1iVkpFonxjJt+/frhvPPOwxNPPIHExEQAQGtrK2655RZ88skn2LVrF5eChsLtdsPhcMDlciEzMzP6H3DGNwBQUOe8jdWR2sawA3Co43t4sq+yHqOXbw57feOcEeiVm+7/t8vjxczSspAu7uGFOWGD9FneL+9djUrKr+R7zNKe9Y7L48XMl8oCxJWPYYU5WEl8p6tWbVouZRU1GP/4J2Gvr7tlKAbmZQd8Rskm8sbl8WJWaVlYQam2DVL7MOxYkas9mD1Y5eXleO211/ziCgASExMxZ84c/OMf/1BWWoPBK+uyXLTY5UfJ3atVjhi5sy/e9a/VJgMqs01qu1YpUlnXHFJcAcCWvVWorGsmXUfUNs4o8dBQsom8oZgKiOIkjFlgDRo0CHv27MEZZ5wR8PmePXswYMAA1QqmNyi9XLMNwNRyxPCuf2oBtbyhNvhSpLYx8jt3Rbkeb6i1aaVLflRsohZQSgVEdRLGLLBmz56NW2+9FeXl5Tj33HMBAJ999hn+/ve/44EHHsDOnTv99/bv31+9khKG2st1N52AzZqIaSX5KOqWFZAXatXW/YYbgAFaOWJ4DxZKy6/XGCZqg68PSvVptyZGvG6Lcj3eUAsSd9isuH9cX9y9dlfALsKSAifuH9dXF/1GC6ikAqI6CWMWWJMmTQIA3HnnnSGvWSwWSJIEi8WC1tbg4GIjQu3lOtKSsWJSUci8UCsmFSEzjXZaAaXwzhEjd0DlPVgoKT8lDysr1AZfgF592q1JERNj2q20s+9TCxJ3ebxYtH43BuZlY2q7VCX3rd8dc/JiQWS0OAxbC5h73f79+3mUQ9dQe7n2lKSweaEsCN5ibDaUxA+wDKi8BwvW8lPzsLJCcfBVUp9KPF5y/ybLloxZowoBBCeHnTWqEFk22pMqajtXq+q92LCnEhv2VIa9TrnP+KDkZWWB92HYWsEssLp3786jHLqG2stl3WJsRliWFFkHVC0GC5byU/OwskJx8GWtTyUeL9ZUIt072DC2f9eA5LCVdc3o0cFG+v36oBQkTm3SrARqXlYWeB+GrRXMAqu6uhpOpxMAcOjQITzzzDNobGzEFVdcgWHDhqleQD1A7eUawThogdwlRSUDqhaDhdzyG6E96HnwVeLxUvI3XbLScGnfzgF1NLh7ti7ElQ8qQeLUJs2s6N1rzTqpojYJ8yFbYO3atQuXX345Dh06hMLCQrz88su45JJL0NDQgISEBDzyyCN47bXXMG7cOI7FpQm1l6t340CNWAVKvNN2GKU96HXwVSLQtTrbThAaapNmVvTutQb4HoatFbIF1p133ol+/frhn//8J1544QWMHTsWl112GZ555hkAwKxZs/DAAw+YUmABJ8fPMf26YPLQHgHu+Xigd+NADSUChZJ7XrQHdWGtTyUC3QheRz1DbdLMilbth3eMF+uEgdoEQ7bA2r59OzZt2oT+/ftjwIABePrpp3HLLbcgISEBwEmB5UvbYDZcHi/uDOGOBeKThVjvxkEreJ1FSM09L9qDurDWpxKBbrZUHBSh6BGRixZea0qTSKrIFljHjx9H586dAQDp6emw2+3Izv71qIDs7GzU1dWpX0IdQNEdq2fjoAU8zyLUqj3wOuxZEB3Ww7NZPYhmS8VBFWoeEbnw9lpTm0RShSnI3WKxRPy3WaHqzqdmHKjMrpUYB5YBVYv2wPOwZ4E85NanEg+i2VJxaAUVG8Qb3l5rik4FgN77ZRJYU6ZMQUpKCgCgqakJf/zjH2G32wEAzc3xiTeigFGCiHlCaXbNO4CY9/KOGEz1hxIPoplScWgBJRukBUranFwbRNGpcLS2ER/9+AtyM1LQ3NKGGs8JfLH/OM4/vWPcDtuWLbAmT54c8O/rrrsu6J7rr78+9hLpEKpBxFTUPDVBwNs4KF7eeW1nwIG94Yy/GEz1iRIPoplScfCEmg3SCpY2xyJAqTkVXB4vDh73YP3OI0GJdvNz7LBZE2kflbN69Wqe5dA1FIOIKc3WqAkC3sZB0fJOO3EFnKybua/vxMp2xl8MpuaByvFMeoeaDaIGqwCl5lSo9ZzAY5v2hjy9BAAWj+tHW2AJIkMpiJjabI2aINDCOLC0h8q65iBx5WPL3ipU1jUH/J0YTM0BpeOZ9A41G0QNVgFKzanQ4A1/esm28mo0eFs0LY8PIbBUhEoQMbXZGjVBoJVxkNseahsjG3dXu+tiMDU+FI9n0jPUbBA1lAhQSk6FBm9rxOueKNd5IQSWAaE2W6MoCLpmpeGhCQNQ0+CFu6kFmWlJyLZZ0SkzVfOy2K2JEa/b2l0Xg6nxoXo8k16haIMooVSA8nYqyD7sPC1y+R1RrvNCCCwDQm22RlEQUIpRs1uTUFzgDOniLi5wwm4N7qZiMDU2SidJVLzo1KBogyihVIDy3EjFYqNzM1IwrDAn5KRkWGEOcjNSVCkTKxZJkqS4fLMKuN1uOBwOuFwuZGZmxrs4ZHB5vJhVWha2s8Rrx4yvM8ZbELg8XswsLSOTed/l8WLPz3VBQZrFBU7MGlWIPp0zTD8AAHR2xWrBvsp6jF6+Oez1jXNGoFduuoYlMgZUbBBFjtQ2hhWgodIc8JykKrHRrOWPBbnaQ3iwDAjV2RqV2TW1GDWHzYruHWwY278rphXnB5xl2aODjUSd8YBFMGnhcaQk4MSSFh+o2CCKsHjFeW+kMsoSuRBYKnLM3UQipgeg2dioQC1GDQC6ZKXh0r6dA97X4O7Zhn1fLIJJi12xlJaMAbqTJIGxkStAeU9SjbJELgSWSlRUN2De2l0BSzwlBU4sHt8PeU57XMpErbFRgVqMmg+zvC9WwaTUmOs9M76YJAm0hkomd6Mcdi4ElgocczdhwVvfoSgv27/Ek5qciB0VNVj41ndYfFX/uHmyBMGI5Zf4wiqYlBhzFo8UtSXjU2EV3dQGGIF+oJTJ3SiHnSfE5VsNRq3Hi2vP6Y6yihrc8PyXuOWfOzBtzXaUVdRg0jndUevxxruIglPwLb8ML8wJ+Fwsv2gDq2BiNebRPFKudv2R4pKxEo7UNmJmaRlGL9+M8Y9/gtHLNmNWaRmO1DbGu2gC4rD2GZ8ACoUak1RWG81afq0QHiwVkCRg9bb9YdP033PZmfEoliACYvklOry8IZmpybBZEzGtJB9F3bICPL6rtu4PEkyss1lWj5RWS8Y8vUtUlzkF+oBiJncjHHYuBFYE5BpECUBZRS1mjioIOWDoNg+GwRHLL+Hh6W7PSbdi1ZQheGzTXqzcVO7/vLjAiVVThgQJJlZjzuqR0mLJmPfyBdUBRqAPqGZy1/th50JghYHFIDadaMGKSUVYvW1/0ICxYlIRmk7E5xwkgXpQXN/nhRbekL9vKg/p8U2wWLByUlHQ/SzGnNUjxXs2rkV9Uh1gBPqAaiZ3uVDduCQEVghYDWIHWwoefv/HiCd56wEzeWhYMNvyC29vSFW9N+Lh1uGeL9eYK/FI8ZyNa+FdojrACPSB3jf+UC2/EFghYDWI3ta2iCd5e1vbuJRTTZR4aMwiyHinCaAGb28I7+cr9Ujxmo1r4V2ieNSJQD8o7TNU2g/VvHFCYIWA1SDWN0deAmyIcj3eKPHQUFwy49XZeacJoAZvb4gW3hZKmxi0+L1KBhg9t1GB+rD2GWrth1Kf9yEEVghYDaLe3fOsHhqKS2Y8O7vaaQKoLynydrdr5c6nEh+i1e+ldNTJqd9DwcMhkIfcPkPVxlHp8z5EHqwQsOb44J0TxIfL48W+ynqUVdRg3y/1quX2YPXQyBFkWsI7Bwrr+6VWP6zwzhNmtjxkWv5eh82KXrnpGJiXjV656WGfrUUb1SIvFy+baBR41Y/ebZxWCA9WCFjd7Vqs/1Ly0FDbscQ7iJh3mgCK8Ha3U3Tn88QCYEy/Lpg8tEfAYd7xgncbNeP5kdTgWT9GsHFaIARWGFgHAJ4DBm9jxbqEQW1J1NUYebbkagzd2VmWL3imCaAKb3c7NXc+L1weL+4M0X+Bk/0rHsspvNso70kP1SUqKvCuH6OcFcgbIbAiwDoA8BowtPDQ3D+uL+5euwtb2x1Wff+4vkHPprYl1maN3Ixt1sSgz5TM7nimCRAYF4pJQHm3Ud4eDop1Sgne9WOUswJ5I2KwdIAW7vxF63djYF42nps8GI//bhCemzwYA/Oycd/63UHr9tRiaBIsJ5O6hqK4wIkEiyXgM94xW9TqRxBfKC6n8G6jvD1kFOuUElqlQtH7WYG8ER4sHcB6dhsrVfVebNhTiQ17KsNeb99humal4aEJA1DT4IW7qQWZaUnItlnRKTM1prIoQQIwtTgfAALykRUXODG1OB9Su8OKtJj9mi3GSBAeqkvGPNsobw8Z1TqlQnpK5KHdHuW6HIxwViBvhMDSAaxnt7Gi9zxPFosFL31+EEV52ZhWnO8PIi47VIuXPj+IeWP6BNyv1ezXLDFGgshQXjLmdR6nw2bFg1f3x0c//oLcjBT/pPCYuwkjT+8Yc7+gXKcUsCYmoLjAGTIBdnGBE9ZEdRav9H5WIG+EwNIJrGe3scA626EWYJqUYMG153QPeRbk1OJ8JCYELhFSnf2aLQDULFDNMs0K66RKAvDOzqMBxyINL8zBiNM7xlwWo9QpL2obvRG9+ic3Btk1Kw9Vm8sbIbB0gNKz2+TCOtuhdnSM027Fknf2hPRgvfJFBR6eMCDgfoqzX0oeQR9C8KmH3peMWSdV/vvL+U3C9F6nPElPScYNz3+JB6/uj7vG9EZ9UyvSU5NQ6W7C3Nd34pXp52laHoo2VwuEwNIBvN2rrLMdrZYUWZYjFl7ZF3e9vjPAgxXPvGUsUPMIAjQFn97R85Ix66RKq5gbPdcpT3LSrVh57SA8tmlvkE1fee0gzc+mpGZztUIILB3A272anpKMSc98jmkl+UEeoNmlZXhrZklM5dHirENKectYoRYASlHwCeIL66TKrDE3lGANK+E9qaJkc7VCCCwdoMXZcIO7Zwd4fyI9n7U8Wp11SCVvGSvUBiNqgk8Qf8x2PqsPvS6Ts4aVaDWpomJztULkwdIB1M6GY71f72cd8obaYERN8Ankw+vsOarns/JEi7MUeSFsLg2EB0snUDsbjufRMWYb4KkFgFITfAJ58FzioXg+K0/0vkwubC4NhMDSEdTOhuN1dAzVAd4sAaDUBJ8gOloIAj3HObJCbac0KznpVgwrzAn5G4bpyObqHSGwIsC7s1DpjLxhFRAUB3gzBYBSE3yC6FDdtafXmBu9J18GgHsvPwsL/v1t0Pmy915+VtC9FG2uEbBIkiRFv40mbrcbDocDLpcLmZmZqj6bd2eh1hm1wCco5QiII7WNYQf4LhrXj8vjxczSspAD2PDCHPLLBUpheV9mhNIEqayiBuMf/yTs9XW3DMXAvGwNS6Rv9lXWY/TyzWGvb5wzAr1y0/3/pmYjDlY1YOH673BmV4f/eDXfzvDdR1y4d+xZ6J4TmGiUks2ljlztITxYIeDtbtf7+r5SWGazlDw6VHfV8R7g9ep90AJqEySxxKMuSnZKf3WwBjNHFYQ8L1ZrG9HgbcGm73/Bpu9/CXn99otagj6jZHONghBYIeA9oFIdsHnDKgioDPAUA0CpDfBmguIESSzxqAvrMnl98wmsmFQU8riuFZOK0NCsjo2Qa0MbvK0Rn+MJc52KzTUKQmCFgPeASnHA5o2eBQE17wDFAZ4ivDx8FCdIIm5OfVg8OllpVix974eQiT0BYPG4fjGXh8WGZqVFtkmOKNcF6hBXgfXxxx/joYcewldffYWjR49i7dq1GDduXDyLBID/gEptwOaN3gUBNe8AxQGeGjwFPdUJkljiUR+5Hh1va1vIs1yBkyLL29oWUzlYbWhuRkrEXYS5GSkxlUcgj7gmGm1oaMCAAQPw97//PZ7FCIJ3kjwjJOFjQe9J7HgnemWF6gBPhWiDUazJN7WcILEmDnXYrOiVm46BednolZsuxJVG1DcHxzSdSkOU69FgtaEOmxUPhrFZS4VHUzPi6sEaM2YMxowZI/v+5uZmNDc3+//tdrt5FIu7u10rdz6VXU5aCQKev5eSd8BsHlBWeHv4tPJoarGsTsVGUEVu/fDuk0psKCWbZVZ0FYO1ZMkSLFy4UJPvopY5nRVKMU9aCAItfi9rACivwYvakiU1eAt6LSZIWiyrU7IRFGGpn/TUJJQUOANyTvkoKXAiPTW2oVapDRVB6/FFVwJr3rx5mDNnjv/fbrcb3bp14/Z91DKny4VazBNvQUDt9wK0ji0xG1oIet4TJN5eOIp9hhKs9dPQ3IIpxfmQgIBYrOICJ6YU58e8RCgmVfpEVwIrJSUFKSkiOC8a1IKglQoCuR4grX6v3PJoMXhZAIzp1wWTh/bwJxGsrGuO+nd6Rm79azUY8ZyAKfXCUeszeoW1flyNJzC7tAzTSvIxrTg/ILHn7NIyvPSHc2Iqj5hU6RNdCSyBPCgGQbPO+Fk8QFr8XpbyaOF9uDOEgPOVyYjeB5b6N0KMoxIvHLU+o2dY6yczNRkeb2tADqxT0YPXVKA+QmAZEKpB0HJn/KweIN6/l7U8vAcvs3kflHgE9R7jyOqFo9Zn9A5r/RjBa0qRY+4m1DR44W5qQWZaErJtVnTKTI13sWQT1zQN9fX1+Prrr/H1118DAPbv34+vv/4aFRUV8SyW7tF7GgjWLcm8fy9reSjuKNIzsab5kICTa6oqwTsNBMCeGoRan9E7rPVDLZWLEaiobsCcf32NSx7dgolPfYpL/rYFf/7X16ioboh30WQTVw/Wl19+iZEjR/r/7Qtgnzx5MtasWROnUukfva/XswoIh82K+8f1xd1rdwWdHH//uL4x/17W8vCezZrN+6BEUPL0MGnlQWTxwinpM3q2EbxRUj9iCU89jrmbMG/trqDkrVvLq3H32l1YNnGgLjxZcRVY559/PiRJimcRDAvFzs4rp4zL48Wi9bsxMC8bU9sFmN63fjcenjAgpt/NWh7eg5fZdhQpaQ88Nxlo6UGUuySkRHRTtBGUiKV+1Paamo2aBm/YzPhby6tR0+AVAstsUE3aR6GzH61txEc//oLcjBQ0t7ShxnMCX+w/jvNP74gu7TwKSk6y37CnEhv2VIb87ngkluQ5eFH1PvCKl1DSHnh6mCh6EJWKbrPF9LDCUj8ir5h6uJsip7WIdp0KQmCpBLXORak8Lo8XB497sH7nkaAcMfk5dtisiQFGjFVAUE0syXPwouZ9qKhuCHLplxQ4sXh8P+Q57TE9m1p7oOhBpCq6zYLIK6YumVESs4a7Ts3JIQSWClDrXNTKU+s5gcc27Y140nwsu8C0Siz50IQBpHa0UPE+aBEvQak98I75Uwo10W0mzLazlzfZdmvEzPjZ9uC6pORU8CEElgpQ61zUytPgbYl40nyDN7S7V66A0MKjQLHzUkFpvATrbJNKe+Ad8xcLVES32TDCeauU6JSZisXj+4WcxCwe3y/InlBzKvgQAksFqG2bp1aeBm9rxOueKNejwTtTPNXOSwUl8RJ6PkqId8yfQH8Y5bxVSuQ57Vg2ceCvqwapSci2h141oOZU8CEElgpQC3qlVp6stMjf54hyXQ48M8VT7bxUYI2X0EKw8lwuozaBEcQfM563qgX/v727j46quvcG/s0Lk2QS8kJiQlCg0aBoeUsVuZjwWISn6G1dgi7rZdkWSG+9VkAtrlvRW7UvClQLj+/vRdpliy91oQVaLQbIEnwBMVxITZFgarglAUmTyXsmkPP80Zupw7xk9snZZ37nzPezFmtpZpLZc87e+/zOPr+9d1F2ekzpBVLbJAOsKFT2Pps1oSDsRXhWHJJezTZ2XcPPhSPToh6fwpHW7C+pa6V4qY1XirxMD+ZMPAsXjslB2dhc9J0aQPqIFHzU2Iq6Y76QfAm7AlbVx2W6lhEh97Nj1JQ3eZFlp4+A15OCyoqSkD5o/a6GuLVJBlgRqA7HLp1digHDCJklt3R2qS3l/SIzjV33I5ufC5rhpNpZ8YIaXVF2Ou69+su4e9PBoL3YKkrz8UCYfAmJAatK/Zc4i5DiT+eoqa8n+u4Avp7EvskryPJg/eLpeGz74aA+qLw0H+sXT49bm2SAFYbqCMfJTj8qN+wNu5N65Ya92LyswvYgQqWxO/2RjSppK7M7na/bjx+9Xht2FuE9r9eK3wdPtf5zSQSKRNckA68n+qXa60mx/DOd5ont9WFnqicnJeHxhWVxKRMDrDBURzjae/uj7qQer0dIsTZ2qY9sdJG2Mvsgp84QUq0/0gJWM/XfrhsGp9YJslZychLKS/PDztYtL81HSrI1K0k7tb6d7PTjnfrwbfgdJrnLojrCIe2OXJXERzY6mV2ZXec6WE6eISR1H7xYLxZm67/uGwYn1wmyVmpyEpaUlwBASBrKkvKSiAGWSsDk5Pom9RrGACsM1YDJrjtyXVuROD1AVCUtR83pM4Qk7oOncr4k1n+n1wmyVn6mB6v/UIeycXkhaSgv72nEL66fGvI7Km3A6fVNYhsGGGCFpRow2XFHrnMrkqz01Kir5mYNMQ3fiSTlqDl9hpC0ffBUz5e0R5aA3Drh1EdITpfj9eAn10zCytcOBKWiRLrGmMkjlljfYiWxDQMMsMIyEzDpvCPXvRVJV98pLC4vgYHQ4efF5SXo6gu/kKTTO1spOWpSh7djJS3pW/V8SSs/ILNOHGvrwZ2/OxCU6+KUR0huoHKNMZNHHI30legltmGAAVZEZgImXXfkurci8fX049aNNWFnQd66sQa//fcZIb/j5Of1qnR3PlKHt1VImyUabU2ccOdLUvkBeXXC1+0PCa6Af1ys73ztAB4X/gjJLWK9xkjMI9Z9zZDWhgEGWFFJmfWmeyuS7PQRUWdBntm4nP68XpXuzkfq8LauvQJ1y8kYgUcXluGF3Q0ha+I8urAM2RF2DpBSfkBenTjR0Rd1ltaJjj4xx47UF950y0r0ktowACTHuwA0NKu3IvF1By9aN9i4wgnXuGIZfnYT1eOjanB4+8zPiOfw9rG2HizbWIM566qx4Ml3MWdtNZZvrMGxth7by6IqMy0VL+xuCLsmzobdDchMk39fKa1OtA2xkGWiL3QpzeDCmzWNrfjurz7ELb/5CJUb9qKmsTXswpu661uiXTMGye9pCHmZnqhJ6MPdikT1+bXE/BCd7Hi+L2l42+kjlJ29p6I+Uu/sPYWibJsLZYKZOqErxyVziIUsudClPKoLb3L/TusxwHKAoux0rFowGXdvOhgUZA3OIrRiKxKVxiUtP8QOdgRAUoa3nT6jyE2duUqd0JnjkulJjbrQZeYQK407lVMn8phdeFNXH5SI1wyAAZZjjMvPxNpvTvvnOljpqcjLDL8OltnKHGvjkpYfYhcpAZBuZgMU3RcjbsYcme5Rx1zvCCy/YgKA0JnGy6+YgFxv+GPq1AAFcPZEHmk3GYl6zWCA5SBF2ekxLceguzJLnRJL0ekMUHRfjLgZc3S6Rx1zvB6MH+XFN6aMCZppfKKjD18a5bV9cd5BugI4pz8ml3aTkeP14P75k8I+hbl//iTRx3I4kgzDMOJdCLPa29uRk5MDn8+H7GwHJFXY6FhbT8QAqNjizi3eOUM0NNVVnZdvrIkYoJx5cfF1+7FsY03YC3y496sy8/ftqP+S1DS2YsGT70Z8/fVbLsO0cXnD/pxY27zuOgEATW092PnJ5ygcmRaYJXe8vRdfPf+sYZ/jIyc6MWdddcTXq1ZcjvMKs4b1GTqptmE7ynP3poO49ivnoDA7DZ29pzEyPRXH23ux6aP/wQMLJjvq2hFr7MERrDjSOXyeSDlDFJ3q3bjqCKXu0RPJmzFLYdeIhZTFeX3dfnz2925sOXAs5JFlSUEmvJ4ULv4raL/Pli4/FnzlHKw/Y3bv4F6KLV2y8zrNYoAVJ3YMnzMAIuAfF7t9n7Vi2RWlYdfEGW6AovtiNNy/bwBA+L1wXUPaY1HddaKtux+PbT8cdpYcAKyaP7wREWmP2MzQfZNx5ghia3c/9jT8PewI4qkBI+LSKQDw46u/bEmZpGGAFQdOf75PztLZ1x914c2uvvAXu1gDdN0XI4k5YYCsBG5peZG660SXP/JSHLvrW9Dlj74481CkBaxm6brJVh1BHBgwop6v0wOOzVSKigFWHDh9Gjw5S26GBw++dSjq3f5w6L4Yqf59O25gJM4wk/RYVHed6PKfjvp69xCvD0VawCqN6ghi9xAB73DPl1QMsOLA1xN91VquimwPSSMQOvlPD0S9e/SfHhjW39d9MZKWE+br9uPeN2oxdWwuFl/2paBHrve9UYtfXD81riNZEuqw7jqRG2G7o8DnD/F6LMbkZuCh66f+c2mcjFTkecMvjZNoVEcQczKin28rzpdEDLDiwDvEonxcFdkclYBJ4giELp190e8eu4Z4PRa6R0+SAFw1uRiL/jegGVwiIBzd+T8tXX7826Xjwj5ydVrCrupNhsr7ddaJwpFpmDWhIGwgPWtCAQpHpg37MxKpj1ClOoLolkeuqhhgxUFyclLUVZFTkq3JyD3e3pswd1+qyxAkUg6ctBlmqnzdfvwwzPkCwk851/193ZKwqxpAmAk4dNWJHK8HP9c4QpZofYQq1RHERH3kygArDlKTk7CkvARA6KrIS8pLLAmwGlu6cNemg0F/f3BrnXH5mcP++5KodoaJlgMn9e4x1tEQ1fOl+/u6IWFXtc1IDDh0jpAlWh+hyswIoqQcQbswwIqD/EwPVv+hDmXj8oJWRa452oaX9zTiF9dPHdbfP97eGxJcAf/Y6PbuTQex9pvTXDWSpdoZSt0KRhezd486v6/KaIjq+dJ9t+yGhF3VNiM14NA1Qub0dbB0MzuCKCVH0C4MsOIgx+vBT66ZhJWvHQjK4bDqAtDa5UdNY1vEdY9au/yuCrBUO0Op0/51Ur171Pl9VUdDzJwvlZwtVW5I2FVtM4kWcGSnj4DXk4LKipKwfagT1sHSzY4RKafe1A5igBUnOitnZ9+pqOseDZX07DSqF2CJ0/7tEOvdo+7vq/uRn2rOlqqs9FRUlOYH7ak2qKI0H1np8rtV1TZjVx6flAtqQZYH6xdPx2PbD4f0oesXT3dtUrYqnSNSTr+pBRhgxZVq5Yy188nP9OD/vf1JxCTc+6+ZNLyCC6N6AZY27V8a3d9X9yM/3eXv6juF71aci3+dXIyi7PTA6EazrwfFORkRZ2VKCR4A9TZjRx6ftMVhn9heH7YPTU5KwuMLyywpD4XnlptaBlgOodL59J+OnoTbf1p+Eq4KMzk3kraCkUb39zUzGiLpfHX09sOAgT8cbAoaxZpVmo8lFSXoDPP3pd2Nq7aZHK8H98+fhLs3HQz6zhWl+bh//iRHzNpTOQcnO/14pz58kP6OC2+qpHHLTS0DLAdQ7XyG2iZiqCRdJzLzyFXKVjDS6P6+ZkdDpJyvSCvjv1PfggGErow/nOBByobwvm4/frrlY0wbl4clZ0zM+dmWj4e9uKodi8OqnINEu6mSxi3HnwGWA6h2PokWEAzSlQ8gdZkDXXR/X92z/HSXX3VlfLPBg6QN4U92+vF23Qm8XXci4ut2PjZWxT5UD103AG45/gywHEC180m0gEC3RFskz47vq3OSh+7yq66MbyZ4kJaDIvGxsQr2odbTeQPgluPPAMsBVDufRAsI7JBoi+TZ8X11zkDSWX47ZuBJy0GR+tg4VlL7UEkTH1TovgFwyzWMAZYDmOl8Ei0gsEOiLZLn9O8r5ZGxmfYrLQclER8b6+5DzYwASQnI7LgBMHP8pRyfQUmGYTh2Sll7eztycnLg8/mQnZ0d7+JodaytJ2LnUxyHKcxEiUy1Paq+/8iJTsxZVx3x86tWXI7zCrOG+S3U2NkH6QpodJc/Vr5uP5ZtrFFaq03STNSaxlYsePLdiK+/fstlmDYuz8YS2Xt8Yo09GGA5iO7OR0rjHcSAj+ykUt+a2nqw85PPUTgyLWil+K+ef1bEi7VK+/V1+7F8Y03EEZd4rQOksw8aTnli7SOklF81gDYTkOkk7QbA7uMTa+zBR4QOouuRh7SEWkBmwEfxJWVvRLMrxau0X6k5KJIeG5vpI6SUX/URsLScPGlJ6NKOzyAGWCSuckoM+Ci+JO2NaFd7YR5lZE7vI1ST7qVtUC/tBkBazuIgBlgkrnJKC/govqTtjWhne5Ey4iKN0/sI1REgiRvUS7oBkLpuVnJcPpVEkVY5pQV8FF+xXEyHQ7W+SWsvX+Tr9uPIiU7UNLbiyOed8HUP79hI5fQ+YnAE6P9MKAj6eaQRoMGALBwzG9RbVS9yvB6cV5iFaePycF5hVtz31gwnnutmcQSLxD1Pl3oBY9J9fEhb5NLO9qJS5xIpb1FqH6FCZQRI2obng6T0idIeWQ5igEXiKqddFzDli9fvDgRtAOvWi5c00ha5tKu9qCbeOzknSZXEPsIMlUfAkjY8B+QF9JIeWQ7iMg1xJCX6P7M8uiqnakCjc80a1YvXst/WBAVXg2ZNKMDjLrt4SWPHkgVm6pvO9qI67VzatHk7SOojpNFdH6QtG2E3LtMgnMTGqzOh9sx1g1q7+7Gn4e8R1w3SeTeierd/oqMvbHAFAO8cPokTHX2u7kziTereiDrbi+TEeykk9RHS6B7hc/okA7swwIpC1wiT0xuvKl+3H5/9vRtbDhzD7vqWwM/LS/NRUpAJrydl2OsGqVDtHNp6ol+cfEO8TsPn9L0RVbkp8V4nKX2ENLpvShIxoDeDAVYEOkeYnN54VbV19+Ox7YeDgisAgf9fNX+yrd9XtXPI9KREfb93iNfJGpICIN0kJ9472fH2XrR2+dHeewrZGanI83pQlJ0e8j43BBCSNjxPVFymIQzdU1zd0HhVdPlPhQRXg3bXt6DLf8rW8qh2DpmeVJSX5od9b3lpPjI9vE+hoaksoaA67Vx12n8iamzpwopX9uPKR97BN595D1c+/A7ueGU/Glu6Qt7rlgBC1zIKUpdFkIZXhjB0jzC5pfHGqst/Ourr3UO8bjXVu/1c7wgsv2ICAIQ84lx+xQTket11vsh6qiPiOV4P7p8/CXdvOohdX6hzFaX5uH/+pLD9j8RZVFIcb+/FXZsOhtzo7apvwd2bDmLtN6cFjWQVZHkwa0JB2OvALAYQ4maeS8UAKwzdI0yJNpyfmxE9AMkZ4nWrqXYOOV4Pxo/y4htTxqCyvCRoc98vjfKyM6GozORc+rr9+OmWjzFtXB6WfKHO1Rxtw8+2fIxfXD/V1rxFs6TMlG7t8kccRd9V34LWLn/Io8Kls0sxYBghN1VLZ5dqLatTMKAfGgOsMHSPMEmN/nV1hoUj06LeDRaOTBv2Z6hS7RyKczPwr5NGB73/kvF57Ey+QMrFVBozI+InO/14u+4E3q47EfFvSj+2kmZKt/dGT0M48/WTnX5UbtiLyoqSoJuqmqNtqNywF5uXVYg//naQFtBLwwArDDtGmJIAXDW5GIsu+1LQiEi86OwMc7we/FxgQGm2czCAf5xAizk5QJF0MTVL26zhnug5m+FmoTo9T9PX7ce9b9Ri6thcLP7fPi59RAo+amzFfW/URhyB0yU7Pfql7szX23v70e0/jce314d9v/TjTzIwwApD9wiTr9uPH4Z5ZDD4GXYv02DHshFOH07WHUA4OUAxW38kBZQ6j793iEkQ4WahOj1Ps6XLj3+7dBxe2N0QFKSUl+ZjSXkJWrrsHYHLy/SgojQ/KJ9tUEVpPvIyh7+5shmS2gBZjwFWBDoDAmn7RNlVHqcOJ+sOQJ2+LpqZ+iMpoNR9/JOTk1Bemh82B6i8NB8pyaHDoU7P0zw1YOCF3Q0Rl2b58dVftrU8RdnpWLVgcthJA6sWTA7Jv7Lj+EtqA6QHA6wodAUE0vaJcvrjCN10B6BOXxdNtf5ICyh1H//U5CQsKS8BEDoLdUl5SdgAa/Cx+hd3P0gfkYLj7b2Yff5ZousDAAwMGFGXZjk9YP8ObePyM7H2m9P+uQ5WeiryMsOvg2XHUwxJbYD0YIAVB7qHn1Ubr9nyJMrwtu4A1OkBrmr9kRZQ6j7++ZkerPvTIVSWl2DlVRPR2XsaI9NTcby9F5s++h88sGBy2N8zAPzhQFPIBuOXn3/WsMpjh+4h1raze2mWQUXZ6WEDqnDc8BSD4osBVhxI2yfKTHkSaXhbd0CcnT4CXk8KKitKUDY2NygheP2uBvH5Nqr1R1pAaces4R9eOTFkHabBx1OR8tPufO1AyB6YThnhyMnwRK3Tdi/NYpaTn2JIlCg35YO4knsc6F51WbXxqpZH90r30uhetbggy4P1i6ejprEV3/3Vh7jlNx+hcsNe1DS2Yv3i6eLzbVTrj7QEbt3n19ftx3+9Xht2kcsfvV4btr3EcpMkmdPrtG7S2oAdjrX1YNnGGsxZV40FT76LOWursXxjDY619cS7aNpwBCtOdO8TpToiolKeRBvetmPdsie214dNCE5OSsLjC8uG/fd1U6k/0hK4dZ9fM+3FDSMcZup0ooxwSGsDuiVqzhkDrDjSNfw8ePf42PbDIVOko909xloeN3T+qrTnY9SHvwC/46CANdb6I3GhXZ3n10x7cfoIh5k6nUhpBxLbgE6JdlM+iAGWS+kcEXF6528W8zGsI3FdNF3n10x7cfoIh9NnltpBYhvQJRH7OIABlivpHhFxeucvjV2zOKU9fpG2Lpqu42OmvTh9hEPqzFK2gfhI1JtyBlgupPtuwa7OX1pnqIsdszgT6fGLGbq3ijLTXsyMcEhpM3bNLFX5vmwD8ZOoN+VJhmHYv+KbRdrb25GTkwOfz4fs7Ox4F0eMIyc6MWdddcTXq1ZcjvMKs4b9OYOdm47h7UTrDI+19US8ABef8X193X4s21gT81ZLqu9PNHYcn6a2nqBFQwf3Hv3q+WeFnF+zpLUZlTptps9S+b52tQEpAa5EKvXBLLuOf6yxB0ewXMiuuwVdw9vMx7B2FqdbEkx1dZ66j48de49KbDM6Z5aqfl872oC0AFca3TlnEo8/AywLSbl7cXr+hlsCAlW6ZnG6IcFUZ+ep+/ic7PRj32etWHZFadhlU6yoz3Z8BqDex+maWaraR+g+xxIDXIkS7aacAZZFpEXPTp6h4oaAQKestOjNNvOM152eYKq789R9fDr7+vHowjK8sLshZNmURxeWoatv+PXZjs/Q3cep9FmqfYTuc5yoN4VSSD3+XMndAlJXNs/xenBeYRamjcvDeYVZjmngTg8IdPOkJKO8ND/sa+Wl+fCkBDdr3SuV66Z7VXPdxyc3w4MXdjeEXTblhd0NyMkY/vHX/Rl29XGx9lmqfYTucyz1ptDX7ceRE52oaWzFkc87477Lhq7ySD3+DLAsIHVbC2mNK1ZODwh0a+vxY0l5SUiQVV6ajyXlJfD1BJ9n3Vsz6WbXrFhdx8d/eiAk8Bm0u74F/tMDw/r7dnyGtD5OtY/QfY4l3hQ2tfXgD7XN+GtLF5p8vfispRt/qG1GU5y2pjGzVU6s1zCJxx/gI0JLSIyepT2yVCE1h0x3jl2sfz8rbQQWPvcBKitKUFleEpiVVnO0DbdurMHmZRUhv+PkR8Z2dJ46l0To7DsV9bO7hng9Fro/Q1ofZ6aP0NkGpC1D4Ov247O/d2PLgWNBgXd5aT5KCjLh9aTY2vbNPOZXuYZJO/6DGGBZQFr0LDXhT4W0gEB3wKramVwyPi8o1+aLvzPcrZCkKcjy4P9eWIgLirNDErgPNbXHZVasyvlSzZkzQ3cfJK2PA8z1EbragLSbwrbufjy2/XDYR8YAsGr+ZFvLpJojpXoNk3b8BzHAsoC06Flqwp8qKQGB7oDVLZ2JLjleD+75xkW4a9PBoKCyojQfqxZYd6GIdURK9XwN5syFe4QXLmfODN19kLQ+bpDuPkJl1FrSwrBd/lNRHxl3+Yc/aqpCdQTUzDVM2k05wADLEtIueNKG851Od8Dqls5EF1+3H//1em3IBWNXfQt+9HqtJSOyKiNSqudrMGcOQMjjmn/mzGUOq/y6+yBpfZwdzIxa6xoFVdXlPx319e4hXrea6gio2WuYlJvyQQywLCLpgpedPgJeTwoqK0rCronjlFl4UtYV0x2wuqUz0cWOhUBVRqTae/ujtq8zz5eZnDkzxuRm4KHrp6K1y4/23lPIzkhFnteDouz0qN9d5wiNNLpGKc2UQ+ffz82I3sfnDPG61VRHQCU+kjaDAZaFpFzwCrI8WL94Oh7bfjhkTZz1i6c7YhaepCT9RMxvkcSOhUBVAriR6alR15zKSg/uVs3mzKmyc39KAwCSLCm2bXSOUqrS/fcLR6Zh1oSCsJ8xa0IBCkemmf7bZqiOgEp9JK2KyzS41BPb68MmOD6xI7STl0baumK6l43gshTR6Q5AVQO4tJTkiGtObdjdgLQzcqrsWCZDtc2YaWNmptlLofp9pY5axyrH68HPI9S5B+P0SHdwBLRqxeV4/ZbLULXicjy2sCzsPoROX1pmEEewXOhkpx/v1Ie/O3rHAUnu0pL0md8SX7rvZlUDuI6+yAnEu+pb0BFmSQQzj+9U6N6f0ukzk1W/rxtGrSU+0lV5yiOx/KoYYLmQ05PcJZZfd2OXNANJGt0BqGoAZyaBWPcjb937U0q76VGl+n3dMitTStqKWU4vPwMsF3J6To/U8utu7FJmIEmkM8BVDeBUE4jtGP1RbTN2zeqSQvX7ctSarMAAy4WcniDo9PLr5vTHNWbpDHBVAjjVBGI7Rn9U20yizeoy06dIHLUmZ2GSuws5PUHQ6eXXTdq+cG6R441to2HVBGI7Rn9U24zq+81OxJCyH6rZPiXWOjGccqn8fSnHk2KTZBiGEe9CmNXe3o6cnBz4fD5kZ2fHuzjiDOboOPXu6Hh7r7akYCeraWzFgiffjfj667dchmnj8mwsUWKKtX0dOdGJOeuqI/6dqhWX47zCLFvLZOb9x9p6Ij7SCjcTTOJjbGl9okoepZnjmSh5mnaLNfbgI0IXc3KCoMTOWQqzj2vY2Vor1vZl5yNv1TavOqsr1pmQUh9jS+oTVfo43Zslkx4MsBwkUS6QUjtnKQqyPFFzgMJdsHn3Gz9uSWiWtFCn06n2cYm2rIZbMMCKQtIFRuLdiK7jw855aEtnl2LAMEL2tls6uzTkvbz7jT+nJzSb2U4oGumzDnVT7eMSbVkNt2CAFYGkC4zEuxGdx4edc3QnO/2o3LA37N52lRv2YvOyCt79CiTp8ZQqaQt1Op1qH5doy2q4BQOsMKRdYKTdjeg+Puyco2vv7Ue3/3TYve0ALipJ1pO2UKfTqfZxibashltwmYYwpE2Dl3Y3ovv4cG++6LiopDM5eYq92YU6E22plVjPsWofZ9eyGmQtjmCFIe0CI+1uxOzxiTVnyy1Jwbpy1MwsKqmSFC+tvrmBpJQDM8wu1Klz/0VpVM6xmT5OJY/PLX2o0zHACkPaBUbacLuZ46N6gXF6UrDOC6qZzlMlKV5afXM6aSkHZpipc04PKlWYOcdmAtBE2yzZ6bjQaBi+bj+WbayJeMf/eJySylUW+dPJ1+3H8o01ES/AZ3Ym0Y5nuPfbRdcIk13fV2Why6sf34XKihKUjc0NSopfv6sBm5dVhCx0Kam+SRVr/bFzoVHdYq1zUtu8LmbOcSIFoG7DhUaHSeWO3w6S7kZU72YlJk3r7Nzs+r6x3s2qJsUDsuqbRCr1R1rKwXDEWucktnmdVM+xG0Y1aWgMsMJQnQZvF0nTvFUuwNIuMLo7N905aqrMPvKWVN8kUa0/0lIOhiPWOiqtzeumeo4TLQBNVAywwjBzx5+IYr0AS7vA6O7c7MhRU8GcKmup1h+3HH+VOiqtzeumeo7be/vh9aQEPbZPH5GCjxpbsX5XA68xLsFlGsJItM5Bt6z0VFSU5od9raI0H1np9sb5uu+uVadIDzUiMtzp/Ik6ZV4X1frjhuOvWkcTbZkA1XOckzECjy4sQ01jK777qw9xy28+QuWGvahpbMWjC8uQncFrjBtwBCsMt9xxStHVdwqLy0tgACE5bYvLS9DVd8rW8ugOoCXmqDGnyjpm6o/Tj79qHU3EZQJUznFmWipe2N0Q1B8C/+gfkwCs/eY0S8okabu3RCQiwHriiSfw0EMPobm5GVOnTsVjjz2GSy+9NG7lsatzSJTK7+vpx60ba8LmtN26sQa//fcZtpbHjgBaYo4ac6qsYbb+OPn4m6mjblgHS7WPjvUcd/aeCgmuBu2qb0Fn7ykUDXNiPGcpxl/cA6yXX34ZK1aswNNPP40ZM2bg4Ycfxrx583Do0CEUFhbGrVy67zgTqfJnp4+ImtNm9yNXuwJop+aoUXSJODojLa/QDk7eb5WzFGWIe4C1bt06fO9738OSJUsAAE8//TS2bt2K9evXY+XKlXEtm647zkSr/BIfuUp6ZCPx+FB0kuqPHVTrqNP7OKfvt8pZijLENcnd7/dj3759mDt3buBnycnJmDt3Lt57772Q9/f19aG9vT3onxNJ2+tQN6lJvjleD84rzMK0cXk4rzArruWQeHwoOin1xw6qddTpfZzT91tNtGUypIrrCNbJkydx+vRpFBUVBf28qKgIf/nLX0Lev3r1avzkJz+xq3jaJGLlT7Q7flU8PiSdxLxCXXSXX/djZqYdyBD3R4Qq7rrrLqxYsSLw/+3t7Rg7dmwcS2ROolZ+Jyf52oHHh6RLlLxCO8qv86aKaQcyxPURYUFBAVJSUnD8+PGgnx8/fhyjR48OeX9aWhqys7OD/jlRoq0RQ0SJxel9nF3l1/WYmWkHMsQ1wPJ4PLj44otRVVUV+NnAwACqqqowc+bMOJZML1Z+InIzp/dxTi8/8M8RsqoVl+P1Wy5D1YrL8djCMm7WbqMkwzCMeBbg5ZdfxqJFi/DMM8/g0ksvxcMPP4xXXnkFf/nLX0Jys84U647WUsW6Mz0RkRM5vY9zevlJj1hjj7jnYN1www34/PPPce+996K5uRnTpk3Dm2++OWRw5QbMuSEiN3N6H+f08lN8xX0EazicPoJFREREzhJr7MHNnomIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGIMsIiIiIgsxgCLiIiIyGKp8S7AcBiGAQBob2+Pc0mIiIgoEQzGHIMxSCSODrA6OjoAAGPHjo1zSYiIiCiRdHR0ICcnJ+LrScZQIZhgAwMDOHbsGEaOHImkpKR4F8eU9vZ2jB07FkePHkV2dna8i0MW4/l1N55f9+M5djcz59cwDHR0dGDMmDFITo6caeXoEazk5GScc8458S6GJbKzs9l4XYzn1914ft2P59jdVM9vtJGrQUxyJyIiIrIYAywiIiIiizHAirO0tDTcd999SEtLi3dRSAOeX3fj+XU/nmN303l+HZ3kTkRERCQRR7CIiIiILMYAi4iIiMhiDLCIiIiILMYAi4iIiMhiDLBssHr1akyfPh0jR45EYWEh5s+fj0OHDgW9p7e3F0uXLkV+fj6ysrJw3XXX4fjx43EqMal46qmnMGXKlMBCdTNnzsQf//jHwOs8t+6yZs0aJCUl4fbbbw/8jOfY2X784x8jKSkp6N/EiRMDr/P8Ot/f/vY3fOtb30J+fj4yMjIwefJkfPjhh4HXDcPAvffei+LiYmRkZGDu3Lk4fPjwsD6TAZYNqqursXTpUrz//vvYtm0b+vv78bWvfQ1dXV2B9/zgBz/A5s2b8eqrr6K6uhrHjh3DtddeG8dSU6zOOeccrFmzBvv27cOHH36IK664Atdccw3+/Oc/A+C5dZO9e/fimWeewZQpU4J+znPsfF/+8pfR1NQU+Ldr167Aazy/ztba2ory8nKMGDECf/zjH/Hxxx9j7dq1yMvLC7znwQcfxKOPPoqnn34aH3zwATIzMzFv3jz09vaa/2CDbHfixAkDgFFdXW0YhmG0tbUZI0aMMF599dXAe+rq6gwAxnvvvRevYtIw5OXlGc8//zzPrYt0dHQYEyZMMLZt22Zcfvnlxm233WYYBtuvG9x3333G1KlTw77G8+t8d955p1FRURHx9YGBAWP06NHGQw89FPhZW1ubkZaWZmzcuNH053IEKw58Ph8AYNSoUQCAffv2ob+/H3Pnzg28Z+LEiRg3bhzee++9uJSRzDl9+jReeukldHV1YebMmTy3LrJ06VJ8/etfDzqXANuvWxw+fBhjxozBueeeixtvvBGNjY0AeH7d4Pe//z0uueQSXH/99SgsLERZWRmee+65wOsNDQ1obm4OOsc5OTmYMWPGsM4xAyybDQwM4Pbbb0d5eTkmTZoEAGhubobH40Fubm7Qe4uKitDc3ByHUpKqgwcPIisrC2lpabj55puxadMmXHTRRTy3LvHSSy/ho48+wurVq0Ne4zl2vhkzZmDDhg1488038dRTT6GhoQGzZs1CR0cHz68LfPrpp3jqqacwYcIEvPXWW/j+97+PW2+9Fb/61a8AIHAei4qKgn5vuOc41XyRyYylS5eitrY26Pk+Od8FF1yA/fv3w+fz4Xe/+x0WLVqE6urqeBeLLHD06FHcdttt2LZtG9LT0+NdHNLgqquuCvz3lClTMGPGDIwfPx6vvPIKMjIy4lgyssLAwAAuueQSrFq1CgBQVlaG2tpaPP3001i0aJG2z+UIlo2WLVuGLVu2YMeOHTjnnHMCPx89ejT8fj/a2tqC3n/8+HGMHj3a5lKSGR6PB6Wlpbj44ouxevVqTJ06FY888gjPrQvs27cPJ06cwFe+8hWkpqYiNTUV1dXVePTRR5GamoqioiKeY5fJzc3F+eefj/r6erZhFyguLsZFF10U9LMLL7ww8Bh48DyeOTN0uOeYAZYNDMPAsmXLsGnTJmzfvh0lJSVBr1988cUYMWIEqqqqAj87dOgQGhsbMXPmTLuLSxYYGBhAX18fz60LzJkzBwcPHsT+/fsD/y655BLceOONgf/mOXaXzs5OHDlyBMXFxWzDLlBeXh6yNNInn3yC8ePHAwBKSkowevTooHPc3t6ODz74YHjn2HR6PMXs+9//vpGTk2Ps3LnTaGpqCvzr7u4OvOfmm282xo0bZ2zfvt348MMPjZkzZxozZ86MY6kpVitXrjSqq6uNhoYG48CBA8bKlSuNpKQk409/+pNhGDy3bvTFWYSGwXPsdHfccYexc+dOo6Ghwdi9e7cxd+5co6CgwDhx4oRhGDy/Trdnzx4jNTXVeOCBB4zDhw8bv/nNbwyv12u8+OKLgfesWbPGyM3NNd544w3jwIEDxjXXXGOUlJQYPT09pj+XAZYNAIT998ILLwTe09PTY9xyyy1GXl6e4fV6jQULFhhNTU3xKzTFrLKy0hg/frzh8XiMs846y5gzZ04guDIMnls3OjPA4jl2thtuuMEoLi42PB6PcfbZZxs33HCDUV9fH3id59f5Nm/ebEyaNMlIS0szJk6caDz77LNBrw8MDBj33HOPUVRUZKSlpRlz5swxDh06NKzPTDIMwzA//kVEREREZ2IOFhEREZHFGGARERERWYwBFhEREZHFGGARERERWYwBFhEREZHFGGARERERWYwBFhEREZHFGGARERERWYwBFhEREZHFGGARkQiLFy9GUlJS4F9+fj6uvPJKHDhwIN5FIyJSxgCLiMS48sor0dTUhKamJlRVVSE1NRXf+MY34l0sIiJlDLCISIy0tDSMHj0ao0ePxrRp07By5UocPXoUn3/+OQDg4MGDuOKKK5CRkYH8/HzcdNNN6OzsDPz+ypUrMWbMGHg8Hpx99tm48847MTAwAADYuXMnkpKSsHXrVkyZMgXp6en4l3/5F9TW1gZ+v6WlBQsXLsTZZ58Nr9eLyZMnY+PGjUFlHBgYwIMPPojS0lKkpaVh3LhxeOCBBwAgaATuzH87d+7UfPSISBIGWEQkUmdnJ1588UWUlpYiPz8fXV1dmDdvHvLy8rB37168+uqrePvtt7Fs2bLA73zta1/Dli1bUF9fj+effx7PPvssXnzxxaC/+5//+Z9Yu3Yt9u7di7POOgtXX301+vv7AQC9vb24+OKLsXXrVtTW1uKmm27Ct7/9bezZsyfw+3fddRfWrFmDe+65Bx9//DF++9vfoqioCAACo29NTU0AgNdeey3w/5dddpnuQ0ZEkhhERAIsWrTISElJMTIzM43MzEwDgFFcXGzs27fPMAzDePbZZ428vDyjs7Mz8Dtbt241kpOTjebm5pC/9+mnnxrFxcXG+vXrDcMwjB07dhgAjJdeeinwnpaWFiMjI8N4+eWXI5br61//unHHHXcYhmEY7e3tRlpamvHcc88N+X0AGDt27IjpuxOR+3AEi4jEmD17Nvbv34/9+/djz549mDdvHq666ip89tlnqKurw9SpU5GZmRl4f3l5OQYGBnDo0KHAz1atWgWv14tzzz0X1113Hb7zne8EfcbMmTMD/z1q1ChccMEFqKurAwCcPn0aP/vZzzB58mSMGjUKWVlZeOutt9DY2AgAqKurQ19fH+bMmaPzMBCRC6TGuwBERIMyMzNRWloa+P/nn38eOTk5eO6552L+GzfffDOuvfZa7Nu3D7fffjuuvfZazJ49O6bffeihh/DII4/g4YcfxuTJk5GZmYnbb78dfr8fAJCRkaH2hYgoYXEEi4jESkpKQnJyMnp6enDhhRfiv//7v9HV1RV4fffu3UhOTsYFF1wQ+NmoUaMwceJE3HjjjaioqMBrr70W9Dfff//9wH+3trbik08+wYUXXhj4e9dccw2+9a1vYerUqTj33HPxySefBN4/YcIEZGRkoKqqStdXJiKXYIBFRGL09fWhubkZzc3NqKurw/Lly9HZ2Ymrr74aN954I9LT07Fo0SLU1tZix44dWL58Ob797W8HksyffPJJ/PnPf8Zf//pXvPjii9i2bRvKysqCPuOnP/0pqqqqUFtbi8WLF6OgoADz588H8I8Aatu2bXj33XdRV1eH//iP/8Dx48cDv5ueno4777wTP/zhD/HrX/8aR44cwfvvv49f/vKXth0jInIGPiIkIjHefPNNFBcXAwBGjhyJiRMn4tVXX8VXv/pVAMBbb72F2267DdOnT4fX68V1112HdevWBX5/69atuO+++9DR0YGxY8fi7rvvRmVlZdBnrFmzBrfddhsOHz6MadOmYfPmzfB4PACAH/3oR/j0008xb948eL1e3HTTTZg/fz58Pl/g9++55x6kpqbi3nvvxbFjx1BcXIybb75Z85EhIqdJMgzDiHchiIh027lzJ2bPno3W1lbk5ubGuzhE5HJ8REhERERkMQZYRERERBbjI0IiIiIii3EEi4iIiMhiDLCIiIiILMYAi4iIiMhiDLCIiIiILMYAi4iIiMhiDLCIiIiILMYAi4iIiMhiDLCIiIiILPb/AbIZClLA27f4AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 700x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# преобразование из строки в число и очистка от пустых значений\n",
"df['Social_Media_Usage_Hours'] = df['Social_Media_Usage_Hours'].astype(float)\n",
"plt.figure(figsize=(7, 8))\n",
"\n",
"plt.subplot\n",
"sns.scatterplot(x='Age', y='Social_Media_Usage_Hours', data=df)\n",
"plt.title('График зависимости использования соцсетей от возраста')\n",
"plt.xlabel('Возраст')\n",
"plt.ylabel('Время, потраченное на соцсети, ч')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Набор достаточно сбалансирован, выбросов нет, нулевых значений тоже."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"7) Разбиение на обучающую, контрольную и тестовую выборки."
]
},
{
"cell_type": "code",
"execution_count": 301,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Размер обучающей выборки: 600\n",
"Размер контрольной выборки: 200\n",
"Размер тестовой выборки: 200\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# обучающая и тестовая\n",
"train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n",
"\n",
"# обучающая на обучающую и контрольную\n",
"train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n",
"\n",
"print(\"Размер обучающей выборки:\", len(train_df))\n",
"print(\"Размер контрольной выборки:\", len(val_df))\n",
"print(\"Размер тестовой выборки:\", len(test_df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"8) **Оценка сбалансированности выборок.**<br/>"
]
},
{
"cell_type": "code",
"execution_count": 302,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в обучающей выборке:\n",
"Social_Media_Usage_Hours\n",
"1.98 5\n",
"1.97 5\n",
"0.20 5\n",
"2.42 4\n",
"4.29 4\n",
" ..\n",
"0.39 1\n",
"1.91 1\n",
"0.80 1\n",
"0.53 1\n",
"3.50 1\n",
"Name: count, Length: 342, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def check_balance(df, name):\n",
" counts = df['Social_Media_Usage_Hours'].value_counts()\n",
" print(f\"Распределение Social_Media_Usage_Hours в {name}:\")\n",
" print(counts)\n",
" print()\n",
"\n",
"check_balance(train_df, \"обучающей выборке\")\n",
"build_graph(train_df, 'Social_Media_Usage_Hours', 'Обучающая', 'Время в соц сетях, ч')"
]
},
{
"cell_type": "code",
"execution_count": 303,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в контрольной выборке:\n",
"Social_Media_Usage_Hours\n",
"3.36 3\n",
"2.71 3\n",
"1.13 3\n",
"2.92 3\n",
"3.64 3\n",
" ..\n",
"2.07 1\n",
"2.03 1\n",
"3.98 1\n",
"1.80 1\n",
"1.34 1\n",
"Name: count, Length: 156, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(val_df, \"контрольной выборке\")\n",
"build_graph(val_df, 'Social_Media_Usage_Hours', 'Контрольная', 'Время в соц сетях, ч')"
]
},
{
"cell_type": "code",
"execution_count": 304,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в тестовой выборке:\n",
"Social_Media_Usage_Hours\n",
"4.40 3\n",
"2.83 3\n",
"2.00 2\n",
"4.16 2\n",
"1.48 2\n",
" ..\n",
"0.86 1\n",
"3.74 1\n",
"0.41 1\n",
"0.21 1\n",
"0.67 1\n",
"Name: count, Length: 169, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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fzp07p4MHDzb3HwXrZO23e+65R0XE5E9KStKHHnrI4/ICAwO1R48eF02z+jgXfqzz58XKtdbl2LFjetddd7ltC2v7L1y4UNu3b++2ja2+wQsvvFDoemmtq7Weqqpjx4512xYX+/j4+Gi9evW0cuXKHtPDwsIumma184ulBQYG6pw5c3T06NHmvG6z2TQpKUm//vpr0we68Hjz8fHRatWq6YoVKzQnJ0dbtWrltp2sa1JMTIzGxsaqy+XSqlWr6vvvv6+qqufOndNRo0aZe1yrfOvY7N+/vzmGg4ODzXFq3fvabDb19fVVp9OplStX1uXLl+u4ceNM3ocfftjtmnvTTTeZtIULF2q5cuXU5XJp5cqVtVWrVma+i7UZEdEaNWpopUqVzPEaGBioFSpUUBHRO+64Qzt06ODx3DJ9+nTt0KGD232Wy+Uy54EuXbpc8h7M6XRqUFCQBgQEaLVq1fTVV18165qZmamlSpUyZYmItmjRwqRZ11xrGwcEBJh1jI6O1tDQUPX399eQkBD18/PTgIAATU1NvWRf1eqbnDx5Uvv27avx8fHq5+fn1ubbtWun8+fPN/+36vvAAw/o4MGDtXLlymY7Wu2uf//+qqp65513XvaYsD7WMq11vlh9rWPZ6iPYbDYtXry4ioj27t270LHctGlTU6dnn33WLRZjbev+/fvrsWPHtE+fPhobG6u+vr6mzVWvXl2PHTumqampHuvUu3dvt77Mhcekp+mXaiPWcuPj4y86T//+/XXSpEmF+m/Wp1GjRqavabPZ1N/fX8uXL2/yduzY0S0eYtXfKtfT/bOIaL169dzaZ8FP5cqVddSoUSZ2Yd07Vq5cWTds2KCjRo26aN4+ffpoTk6ODh8+XJOTk9XPz09Lliypo0eP1ry8PP0z/ueDlQsWLFBfX199+eWX9dlnnzWdqk8++UR79uypYWFheuTIETPf0KFD1W63a506dUzjstls6uPjo23atFEfHx+95ZZbNDg4WO12u5YuXVrvuOMO07kvXbq0hoaGqsvl0vHjx2tISIg6HA6dNGmSjhkzxjT0zMxMt4PkX//6l/bs2VODg4P1/vvv16pVq6q/v786HA594okn9IYbbjA3ZPfff78JOIwdO1Z79uxp6vj000/rtm3bdMCAAabuHTp00FKlSqm/v78++uijmpGRYQ7qWbNmac+ePdXpdGqpUqX0tttuUx8fH9MBCw8PV6fTqU8//bTWrFlTbTab1q5dWwMDA/Xmm2/WwMBAffnll/Xjjz/WMWPGmKCMdTLz9/fXG2+8UcuXL2/SnnnmGe3evbsGBQVpo0aNNDExUfv162fSbTabtmzZUsPCwrRSpUpmeoUKFbRTp04aGBioYWFhOnXqVLeLWO3atd326eTJkzUqKkpr166tzZo10x49eqi/v78J0Nrtdo2IiFAfHx+dMGGC2YYlS5bU5ORkc7PscDg0ICBAQ0JC9Ouvv9bDhw+b9pKcnKw33HCDZmZmqsPh0Fq1amnv3r3V19dXH330UV20aJGpU0pKipYqVUqfeuopFREdM2aMbt++XefNm6c2m02Tk5O1TZs2arfb1dfXVzMzM9Vms2lISIju2rVLZ8yYob6+vvrkk0/qxIkTzQlw8eLFarPZ1OFw6JgxY9Rut2vjxo01NDRUv/76a502bZr279/fBLdr1qypTqdTg4ODtW3bttq0aVNdt26dOhwOnTx5ss6ePVt9fX111KhROnDgQLXb7W4XiZCQED18+LDWq1fP7FeHw6F169Z1u7g1adLE3Fh3795de/bsqQEBAerj46OpqanmBBcSEqKVK1c2QbnXX39dn3/+ebPfw8LCNCEhQUVEW7durbGxserj46MhISHaqVMn7datm8lrHZddu3bViIgITU5ONjdkgwcP1rvuussEae677z4VyQ9KdO/eXQMDA7VWrVqmXr6+vurr66tly5bV2NhYrV27trkp8ff31/Xr16vL5dJy5cppy5YtzfYZMWKE7tu3TwMCArRPnz4aERGhxYsXN3kffPBBvfPOO7VOnTrqdDq1fPnyOm3aNFPuhg0btG/fvpqcnGzW8YcfftB169bpqFGjtHbt2ia4FxMTYzot4eHh+tBDD+ngwYM1IiJCO3fubC7o1vmradOmarfbtVOnTtqhQwcVEZ04caL2799fx48frxMnTtQHHnhAa9SoYW4ebTabDhw4UDdt2qQvvviiVq1a1axrmzZtdOvWrdqhQweNjY3Vu+++W++9914VEb3rrrt069at+sYbb+jUqVN1wIAB2rx5c9NGHA6H7ty5U4cPH642m01jYmLMhdzPz0+nTJmiGRkZ2qdPHw0ODtayZcua/XXq1ClVVX3jjTc0PDxcExMTTV6r3GPHjmlsbKxbcNcKVv72228aFRVlgsAioiNHjtR58+apiOhDDz2kQUFB2rZtWx0/fryKiOnoN2zYUHv16qV33HGHPvHEE6ZO1k3iAw88oHfeeac5zu12u7788ssqIvrdd9/pvHnztHPnzqbj0KZNG23btq0mJiaqv7+/ZmZm6uDBg922Q/369bV48eKamZlpriM2m01Xrlypbdu21Tp16mh8fLyWKFHCtOthw4bp6tWrddq0aerj46MtW7Y017Tw8HDt06ePzps3T9u1a6eZmZlmn3bu3Fk/++wztdvtmpmZqYGBgdqsWTMTFLa+XOrWrZv6+Phow4YNTVp4eLg2a9ZMfX19NSgoSDMzM83NrcPh0CFDhmhwcLA+9dRTeu+99+oDDzygNptNe/TooRUrVlQ/Pz+dMGGC1qxZ03RUk5OTNSYmRkuUKKH79+/XJk2a6OTJk3XdunX65JNPmvPgSy+9ZLbL888/b66LcXFxunr1ahPUaN68ufkCrEaNGhoTE6N2u9203y5duqjD4TCBmLfffltF8gOmc+bM0dtvv920V6vclJQU9ff312rVqqnD4dDatWtrWFiY6UskJiZqt27dzHXWZrPpww8/rE6n0217Wl9+HTlyRFVVa9SooQMGDNAmTZpor169zHmwcuXK6nA49NFHH9V27dppUFCQNmvWTEuUKKE333yzBgQEaKdOnXT69Ol6ww03mPa7YsUKXbRokQYHB2tycrJ2795d7Xa7FitWzLTThg0b6vjx4/Xmm282+awAYGRkpEZEROjTTz+tvXr1Mm3mzTff1Ly8PA0ODlaHw6HlypUz622tT7ly5dTPz09LlChhjiPrCwIr6Na5c2edPn261q9fX4sVK6bfffedpqamakREhD744IM6f/58nThxojlmK1WqpE6nU9u0aaMzZ87UkSNHmi8LDxw4oAEBAZqcnKzPPPOMzpo1y7Sp1atX66FDh7Rhw4YaHh5uzovly5fXqKgoXbZsmYaHh+udd96pU6dONf1GX19ftzY4evRoc4NitUGXy6UREREaERGhAwcO1PDwcHOs+/j4aHJyst5zzz06ZswYDQ8PN8FA67gOCwvT+fPn69NPP22OI6vcWbNmaXx8vLZo0UKjoqI0Pj5eW7dubfotpUuX1rCwMA0PD9fY2FgVEV2xYoWWKVNGAwMDddq0adqxY0dzjatTp46Ghoaqw+HQESNG6BNPPKG+vr56zz33mHZx2223aWZmpnbu3FlF8r8ksb7wvuuuu3T69Onap08fdTqdeu+995q+cOvWrbVx48amHo899pgOHTpUnU6n7ty5U5ctW6bDhg3TpKQk9ff3N8GcOnXq6COPPKLh4eE6dOhQ/e6770y/fNiwYTp58mTt06eP+RLMup7b7Xbt16+fZmZmmgDFSy+9ZPK2a9dO77//fn3yySc1PT3dPHxgs9l02LBhum3bNn3hhRe0atWqarPZNDIyUmNiYtThcGiTJk20QoUKesMNN2hgYKAuXrxYBw4cqD4+PpqUlKSlSpXSYcOGae/evU1b8PHx0cmTJ+u4ceP0pptuMsfhiBEj9Pbbb1eHw6HVqlXTnj176q233qp2u12Tk5NN/6Zbt27ar18/08e32o9Vbrt27bRSpUrm/mPixIk6cOBAdTqdOn/+fA0PD9dy5cppw4YNdezYseZYHjt2rLZt29bccNepU8fslw0bNmiDBg00KChIS5curbVr19YqVapobGysOp1O/eCDDzQiIkITExM1MDBQo6OjNT093Ry/gYGB2rp1a33llVd04cKF2rFjR3U4HBoYGKj/+te/9OabbzbByyVLlmibNm3MtWrw4MH63HPP6bx588xNt9X3njJlik6dOlWXLVumQ4YMMetSqVIlDQsL0+TkZB0+fLg+88wz2rJlSw0ODlabzaaVK1fW7t27mz7Sc889p6qqixYt0oiICPX19dU+ffpohw4d1OFwaGZmpmmfv/32mxYrVkzT09P1lVde0bfeessca6+88oo5Z9vtdh03bpzZhkOGDHFbT7vdrm3atFGn06nr1q3TQ4cO6dy5c835Mzg4WBs3bqxOp1Nff/11DQwM1PT0dLXb7frII4+YbSgiWq5cOV2yZInOnj1bAwICNDg4WB988EH18fHRsmXLaocOHczDI9HR0RoSEqJOp1MffPBBDQ4O1pEjR2qXLl3MfakV0HA6nbps2TJ94YUX1M/PT7du3aqDBw/W4sWLa82aNbVfv37mPGUFK/r06aPLli3T5cuX6/fff6/fffedtm7d2pzDbDabOVf06tVLHQ6HxsfHa9WqVbVTp05qt9u1RYsWOnr0aHMdKVu2rHbq1EkdDoc+88wz+s0332jHjh3NdoyKitKaNWvq9OnTNTo6WkeNGqXvv/+++dK5TZs2mpycrL1799aoqCjzBZnT6dSOHTvqI4884vHc4nA49K677tKhQ4eafnh6eromJCRoSkqK3nXXXXr06FE9dOiQHjp0SG+++Wa99dZbVSQ/GJeQkKBBQUH62Wef6eTJk9Vut2tMTIxWrVpVb7nlFn3wwQe1X79+pk8oIpqSkqK33HKLvvPOO/rMM8/o3Llzdfjw4eZaY7PZtEWLFrpy5UoNDQ3VZs2aqcPh0JdfflmXLl2q77zzjg4fPlxjY2O1dOnSbsHwu+66S1VVe/bsqaVKldK1a9fqkiVLNDw8XEXyA84tWrTQ+Ph4veGGG7RRo0aanJysVatW1d69e2t6ero+//zzGhMTo2XLljV1soKVt9xyi7pcLq1bt67Wq1fP9L99fX319ttv16SkJF20aJHOmTPHXPuqV6+uwcHBumPHDt2xY4e+/vrrJnDcrVs3TU1N1bCwMK1ataouWbJEn3jiCQ0ICDBf8NauXdvtWI6IiNCqVatqv379tHTp0pqamqrz58/XadOmmXPbbbfdpqmpqdq6dWv97LPPdMKECepwONTX11erVaumqampWqZMGU1JSdFNmzbp+PHjNTY2VitUqGDObUuXLjVp1rrcdNNNetNNN2nZsmX1nXfeMX1/6wGje++9V6dNm6Zvvvmmvv/+++Ye2m63a/fu3U07eumll0x/KCwsTG+88UZ1uVxmn8yfP18jIiI0ODhYExIS1OFwaJUqVXTChAk6c+ZMDQsLM1+CW9e0QYMG6UcffWTuq0REGzRooC6XSzt06KBlypRxKzcyMlIDAwP1jTfe0C+++ML0O6x1LVu2rMbFxWl0dLTecsstOnjwYHW5XDpt2jTt1auXFi9e3C2vn5+fTp8+XUVE165dq0899ZRGRkbqe++9pz/88IO+9dZbGhQUpFOmTPlTsbz/+WBlnTp1tG/fvub/ffr00eLFi+u4ceM0NzfX/N+a79Zbb9XMzEzNzc1Vf39/LVeunAYGBmqlSpVUVbVu3braq1cvk1ZwGXXr1jUd/JiYGB03bpz6+vqabznatWunTZs2dVum9aTH4sWL3eqjqm55jx49am6KLyxXVc3TlOPGjdOTJ0+qy+XSm266SR0Oh7Zs2bLQulodvNGjR3vcDjk5OeaAt9YlKipKU1JSNCcnR4ODg/WVV15xq6+Vt0aNGlq2bFmzrjVr1tSwsDCTNnz4cLPM6OhoHT16tFve2NhYHTp0qEZHR6tI/jcR5cqV03bt2mlubq5GRUVpWFiYPvXUUxoUFKRpaWkqkv+khlXuU089pfXr19fZs2frnXfeqe3atdMTJ06YE42/v7+2a9dOu3fvrn5+fjpu3DgNCAjQSpUqqYholSpVtE+fPubpPmuZBde1cePGWrJkST137pxOmzZNHQ6HPvnkk25tTlU1NzdXQ0NDNSIiQs+dO6eqava5qpqg1Llz5wq10YL7tWC5/fv315IlS5oAht1u1169eumkSZM0ODhYs7KyCu2bhg0banBwsP78888qkv/UQM2aNbVdu3Ym36lTpzweM6GhoWq327VRo0ZavHhxffjhh812qlKlijZr1kxzc3PNt5ENGzbUoKAg7du3rw4cOFAbNGigubm5GhgYqCVLljTLEBFt27atufGwnk5JTU3V0NBQveWWWzQkJESrVKmivr6+2rx5cw0ICPBYblhYmFmmqurAgQO1fv36arfbtW3btm7nBRExQaznn3/eBFVU1QTxihcvbjp17733nqqquWErWbKkpqWlmfOCVaZ1UR48eLBWqlRJH330UXOcWnkXL16sv//+u3l6wOoAWOUOGzZMp0+friVLltRGjRqZ9IKsbWcF36zt2KBBA42Li3N7+lAk/5uz22+/XVVVK1asqKNGjTJpXbp0KVS+NZ9I/pcrs2fPVtX8b2rLlCljbtCt5Y8cOVKrVavmtszGjRt7LNc6R1rlxsXFabVq1UwZF9a3c+fOOnz4cB05cqTZxh9//HGhNCuvVW7nzp1N4LZkyZJu9X300Uc1KirKrdzFixebJyBbtmxp2oO1PtYN8LFjx9zWx6rT5MmTC6Vb9XnkkUdMmrUNV61a5RYwaNGiRaFl1qtXT5s2baqhoaH666+/uqWlpKRo165dNTQ0VJ999llzLrLSrfNL3759tVmzZuZLjYJtxdN6zJw5UydMmKAlS5Z0Oy7+9a9/qUj+E6jWcdasWTO3tLZt22pwcLAGBgYWaoPBwcEaFRWljzzyiNtyg4ODNSUlRdPS0kxaTk6O1q5d260TV3C/W6pXr26+BGjatKlmZmZq3bp19b777lNV1Zo1a7qlWX744QfTHqztXFDdunW1a9euKiJarVo1TUhI0Hbt2pn0C8vt3Lmz3nHHHSZv9+7dTbmVKlXS0aNHm7T77rtPa9asaQIbn3zyiYrkP7F++PBhFREdNGiQemL1Ax555BENDg7WuXPnmuvx888/73Eb5eTkmCD1woUL9bvvvlMR0Z07d6rqfwOiBZf7008/aXx8vFaoUMH0UT7++GO3dVFVc4PUrVs3/eabb1Qk/2lH65prrc/DDz9srse33HKLioiuWbPGBLGcTqfZfgXXc+DAgW7t2mK1h7i4uEJpVj1uvfXWQnmtcgcPHqyqas7P1vXPahcFt6GVtnTpUrMNC26jRx991Bw7N998szZr1sxtOw0cOFDr1KmjIvkB74IKptWoUUNTUlLczqNWG7HKLXg9sa5/BY9Da/1uvfVW039at26d23EcFxdnnqLx9fXVqVOnaocOHcz51vq/zWbT2267za2+IvlPd/j6+mqVKlXc0qy27XQ6tWrVqma6tU1r1qypqqrh4eE6e/Zss/127typSUlJOmnSJLXb7dq5c2dVVTPNYuWzWO1+7ty5Gh4ergEBASZ97969pn97qbzWeclK++mnn7R48eIaGBiokZGROmnSJA0PD9f69etru3bt3JapqiaAYx1LqvnHU0BAgFt9Cm6He++912OdatSoYb7YCQ0NdUtTVfMloVVf6xiz8lpPDYaHh2upUqXc5mnXrp02a9ZMw8PDddasWVq/fn19+umnTb/ZymelFcy7adMmU6dSpUrphAkTNCAgQJs1a2b2kfXwRMFj2BIYGKj+/v6FtsO2bdtM0O/CdbX66n5+fm55VdWsS0BAgAm+FNz+ubm55g2RmTNnmukFr4nTp0/X8PBwt3Zq7Q/r34LHWkHh4eHauXNnDQ4O1vHjx5t+84X71FrPwMBAPXXqlFvaTz/9ZN5ySUxMNO2sdu3aescdd7j1x1XVfMFbcD0feugh9fHx0aZNm5rj3+JyuczbAMHBwVqlShW349865q2Ajqfj35rP6q8sW7ZM7Xa7+cKnY8eObss8efKkBgUFqcPh0KCgIE1OTlbV/PPCPffco35+fpqZmamNGzfWMmXKmOvxzp07TX8mLi7OLe2nn37SuLg49fX1VT8/Py1VqpTpDyclJenTTz+tZcqU0bS0NA0LC3PrKycmJmqxYsX0rbfeKlRfT+eWqVOnmodzUlJSNCwsTFetWqWNGzcu1Ac/efKkhoWFaVxcnDZu3NgEg+fOnWvuv2+77bZCea11TUxM1BIlSngs1+VyaadOnVREtEOHDm59i4LHecF+pPVkeGBgoLpcLlOudR2y5q1YsaK6XC7zpePs2bP1tttu08DAQLd1zcnJ0fr16+vUqVPN/ZdI/tPMOTk5WqxYMa1evbpb3nLlyqmvr2+hZa5atUqDgoI0JSVFQ0ND3epu7bemTZuat7N27txp0j/44AMTKLWu4ydPnlQR0SeeeEIbN26sTZs2Ndf5gsv08fHR8uXLm7RDhw6p0+nU8ePHa2hoqCYkJGjJkiV1+PDhWq1aNbe8ZcqUMffkBet78803q5+fn/bp08ftvvDpp59Wm82mJUuWLLRfrbQFCxaYfVqwbVvnsJSUFK1atao2a9bMnHutdlapUiUtXry4eeupYBssV66ciuQ/cWydB6z6Wn2thIQEbdasmblPKliur6+vuQYUPI4TEhLMk7wtWrRwOxdeeI4oqEOHDlquXDktVaqU5uXlufU9Lsz/Z/xPj1l57tw52bJli6Snp5v/t2jRQtLT02XDhg1it9slPT1dPv/8czPfhg0bJD09Xex2u9hsNnE4HPL777/LqVOnREQkIyNDvvjiC7HZbOJ0Ot2WkZGRITt27BCbzSbNmjWTzz//XM6dOydly5aVI0eOyPLly+Xee+91W6afn5+pr1WfDRs2yLlz50xeEZETJ06IiEj9+vXdys3NzZUFCxbI77//Lo0aNZINGzZI79695dy5c9K1a1dRVXG5XIXWNTU1VUREQkNDPW6H33//Xc6fPy8iYtbl119/lSNHjkhMTIycOnVKFi5cKDfccIOp75YtWyQ6Olp2794te/fuNet69OhROX78uLzyyiuyfft22bZtmxw7dkzS09PF399flixZIlu2bJFixYrJt99+K8ePH5eMjAwJCwsTEZHDhw9L8eLFzTby8/OTyMhImTNnjpw+fVruuuuuQttw7ty5Eh0dLT169BARkby8PHnhhRfMPNHR0XLw4EE5c+aMFCtWTJYuXSq///67NG3aVEREvvnmG2nRooVUrFhRsrOz5dixY3Ly5EmZMmWKbN++XbZs2SInT56UtLQ06du3rzz00ENit9tlwoQJsmnTJlm2bJmMHTtWcnNzxW63S1BQkAQEBEjfvn0lJiZGRETefvttOXPmjPz4449SvXp16d27t2zatEneffddiY6Olrfeesvs14L75ty5czJv3jzp0aOHpKeny8cffyyqKq1atZKXXnpJunTpIsHBwW5tacuWLbJ//37p1KmTvP766xIaGirNmzeXX375RdatWyePPPKI2O12eeihhzweM6oqeXl5ct9990l6erps2bLFbCfr782bN0tgYKDk5ubK5s2b5ffff5fKlSvLihUrpHXr1mK326VmzZry448/mmWIiGzZskUyMzOlZs2asn//frOutWrVkl27dklERIQUL15cVFW+//57+f333+W1116T559/Xk6dOiU//fST1KxZU44fPy6nT5+WrVu3SmRkpEybNk2io6PFx8dH9u/fX+j8cOjQIfH19RV/f3+pX7++rFmzRr7//nvx9/cXEZEjR45I7dq1JTc31xynGRkZIiLi6+tr1v1C3333nTmPLFu2TFJTU6VTp06yYsUKERH58MMPJScnx7SNgnx9feWzzz6TZcuWSVpamuzZs0dmzZollStXNu3JOg+IiBw7dszk3bJli7Ru3Vqys7PdzisFy83Ly5OTJ09KRESE5OXliYhIUFBQoXWw5hMRyc7OlrS0NBER6du3r7Ru3drkLWjPnj1SvHhxiY+PFxGREiVKFJpn27Ztsn79elPu4cOHxW63y7Fjx+TXX38183377bfSqlUreeWVV2Tfvn0ycuRIt3IiIiIummaVu2/fPvn555+lTJkyEhwc7DbPq6++Kg6HQ7755huZMGGCiOTvF8umTZtk7ty50qBBA/n8889FROTHH38UEZHq1atLXFyctGjRwqSJiISEhLilW20jOztbKlWqZNKio6MlOzvbtLPDhw9LamqqZGdny9y5cyUlJUUeeeQRsx3sdrukpqbKM888I/Hx8eaacPDgQTl58qSkpqbKCy+8IIcOHZKoqCgJCAgQkfzzS25urtSvX1+2bNkiEydOdDvmWrduXWj/iIhER0dLWlqaHDhwQCIjI2X16tWyfv16efvtt0VE5D//+Y+cOXNGAgICZPPmzfL++++btC1btkhwcLDbMWM5deqUnDhxotB0m80m+/fvl7Nnz5q00aNHS2hoqIjkX/vOnTtn9ntBu3btkqpVq4rIf89FGRkZsmHDBhH573FysWP166+/FhGRRo0auU1PT0+X1atXi0j+eSIuLk7WrVsn0dHRUq5cOcnOzjblNm/eXJYvXy5ly5aVjIwM+frrr+XNN9805davX1+WLVsmBw8elJYtW8qqVavk+++/lzp16oiImHULCAgwx9x3331XqK65ubny+uuvi4hIrVq15Pz58xIREWGu1b6+vh63UcFreWJioqm7y+WSNWvWyHfffSfVqlUzy83Ly5M77rhD2rVrJz/++KM4nU5TrrUuP/30k6xevVq+//57EcnvI0yZMkVERG6//XazbGt9rGuadT0WEdOn8vf3l/Pnz8u7774rfn5+4nK5pEGDBiKSfxxa19iYmBipXLmyDB061ByrNWvWdEsbO3asHDhwQETyz0cX5rX6Cla7sM7PI0eOlPPnz5tjouA2tK6p1rk2MTFR8vLypFu3bjJo0CBZvny5Oebq1q0rW7ZskdKlS8uyZctk/fr1smLFCklKShKR/La8adMmERHZt2+frFixQqKiokREpEmTJvLzzz/L7t27pXjx4pKYmCjz5s1zK/fNN9+U1NRUadWqlUyZMkX27dsnZ8+elS1btsimTZtMP7Hg/yMjI92ub9nZ2fLzzz+LiIjD4RA/Pz/x9/eXzz77zLSLDz74QFRVypcvX6gdbtu2Tc6dO1fo/NGiRQt5//335fz589KqVSsRyW+z7777roiI/PLLL7JgwQI5ffq01K1b12y/SpUqiarK1q1bJS8vT5KTk93Ktfq4p0+fNtchkf+266+++kqysrLk/PnzJv3MmTMiIhIcHOwx7/Hjx+X3338XX19fc32z9umDDz4oubm5YrPZZOvWrXL69GkpVqyYrFu3zvR958+fLy+++KL8/vvvIiLi5+cnqipr1qyR3bt3i8PhkLNnz5plqqq5VtSoUcOtTla+7777TkqXLm3qXzDvypUr5ZtvvnGrr4jI2rVrJSwsTLZv3y5bt26VF198UbKysiQpKckca9nZ2fLee+9JxYoV5fTp07Jt2zaJjo6Wzp07m/Kt+lhpBY/T3377TUTyj9cSJUrIihUrpFKlShIcHGz2W3Z2ttnX1jFcuXJlefjhhyU7O1uys7MlKSlJEhMTpWfPnma/bty4UVRVHn/8cUlMTJR27drJ9u3bZcaMGea8UDDvjTfeKO+++65UrFhRzpw5I1WqVBERkcaNG5vjPycnR7Kzs0VVZdWqVebYt5Ypkn/cJyQkyK5du8Rut4uPj48cO3ZM/v3vf5v9UrDvFh0dLdWrV5eePXvK6dOnZcuWLdKlSxd57bXXpEuXLuLn5+exnYmItGzZUt59912TZrWzgIAAue2229za2a5du6Rs2bLy+OOPy/nz56Vp06by8MMPm3pb14V9+/bJ+++/LwEBAZKTk2OO/9zcXJkyZYqcO3dOGjZsKCIiZ8+elWbNmrkd/0eOHDHXt/Lly7sd/9b/rX5k3759JTMzU95++21xuVzmvHLhdbxPnz6Sk5Nj2pzV/8vIyJDFixdLtWrVzLn50KFD5no8YsQIEck/f2RlZZk0azslJCRIjRo1zDYo6O2335amTZvKl19+KXFxcW5pv/32m1SoUEGqV6/usb5We7D224cffig2m038/PzkwIEDcvLkSRk0aJAcOnSoUL77779fzp49K/369RMRkfPnz8v58+clPDxcOnToILm5uW73pRZrXX/55Rdzf2tRVZM3LCxMHA6HREZGyvLly6VMmTKSmpoq27Ztk7feekuWLFli9kt6errs2bNHwsLC5PTp0xIdHW3KtK7Xd999t0REREh4eLicP39ecnJyxNfXV3r06CEbN26UmJgYt/7R6NGjJTo6WjZt2iTx8fGm/+xyuWT06NHi5+cnP/zwgyxYsECys7Nl0aJFkpubK+fPn5cff/xRxowZI2XLlpW6deuaGEpkZKScOnVKkpKSJCYmRs6dOyebNm2SuLg42bdvn+nHNW7cWBISEqRYsWLSvHlzUVVxOp3mOp6QkCAiYo7pffv2met8sWLF5Ndff5XZs2dLbm6uZGVlmbT4+HhxOBymjZ44cULS0tJkxYoVsmPHDgkJCZH9+/fLSy+9JEePHpW4uDi3ZUZFRcnHH38scXFxoqpufdynn35aKlWqJHFxceb4sDz99NNSsWJFOXDggDgcDomKinJr21Z8wG63S/HixWXLli3mvjwyMlKysrIkMDBQAgMD5ejRo6b/0L17d7HZbJKZmSkiIrGxseY80LdvX2nQoIHpByclJcmWLVvk4MGDsmfPHomKipKsrCzx8fGR3Nxc8fHxMfW1ttXPP/8scXFxkpubKzt37nQ7F65du1ZWrlzp8V7T5XLJnj175J577hGbzebW9xAR2bFjh3z22Wemj/CH/anQ5j/MwYMHVUR0/fr1bv8fNGiQ1qlTR1VVBw0apNWrVzdpTqdT33jjDVVVtdvt5gmi8PBwVVWdNm2aRkdHq91u11KlSrmVO3nyZPXx8dHbbrvNrVzrFcvw8HA9c+aMW5r1ioz1jZ9VN6vc/v37a25urmZmZmqDBg3c8lqvKIeGhury5ct10KBBWqpUKRNpt74FsJ40K5jXeo30iy++8LgdevXqpb6+vtq5c2e3tPHjx+utt96qMTExWq5cOY2NjdWaNWuacSasx+2tdX3wwQfNUwc+Pj7at29frVChgtauXVsffvhht9dNRfJfMZg7d65++umnbmMHtWjRQm+66SbzbbD1qoyI6KJFi9y+Ie7atas6nU795Zdf9N133zXzxcTEqEj+06k//fSTefql4OeTTz4x3xyuXLlSu3TpYh5Vj4mJMU/vyf9/wsjlcuk999zjNhal/P9v9CMiIvSJJ55Q1fxv7mw2m95zzz26efNmFckfx2rgwIFmu3Xp0sX8XyT/kXJrvxbcN2+++aY6HA49ePCg27hzs2fPVhExY3Ze2JasT/HixXXTpk2mvUyYMMHsW2usyk8//dTks8q12+2m/dauXdttO02cOPGiY0L27t3bHJODBg1ye13XaotW2oXbsXfv3ubbvgvHDMzMzNS0tDTzTZY13Xp6rFGjRurn56dxcXHq5+en33//vebm5uqHH35o5m3fvr1WrFhRd+/ebV69tT7BwcE6duxYTUtL08aNG+vBgwd12bJlJt16pcpSMG/p0qV17Nix6nK51OVy6ZAhQ8zTZz4+PjpnzhxNS0vT0NBQ7dGjh+bk5Ji6ly1b1ozXExsbq127djVjFlrtyVqeNXRBwe3YtWtXrVixollfkf++0m6dh44cOWJeb37llVfczptfffWV29hG1je58+fP18qVK+uTTz5pvg20nlRcsWKFRkREqNPpNPsvKipKs7KyVFU1Pj7erV2LiN5///0aHR2t3377rdvTSSL54wt9//33Gh0drd99952qqo4YMUJFRMuXL++WdmF9rXKfe+45M8aX9dRlmzZt9Pvvvzf7b8iQIeZ1LKfTqePGjdMZM2bopk2b9Pbbb3er00033aQzZszQzZs36+eff65333232fbly5fX3bt364wZM3TBggXq5+dn1rNHjx4m7amnntKSJUtq9+7dTd5ixYqpy+XS1q1ba7du3Qpth4yMDHW5XJqRkaF+fn5m+5YvX96kBQYGqtPp1BYtWphXsoOCgkx7sV61svJabeXCa2XBa9HChQs1KCjIbWxfq04XS8vIyNAhQ4aon5+fpqSk6HfffacbN240ZVuvW2/evFnz8vL0yy+/NGU88MADGhsba562rVu3rtmvxYoVK/QkqFVu2bJltUGDBubabV2jc3NztXLlyuZ1T+u6rvrfp16s10CttHfffddtPKJq1aqp0+nUfv366dKlS/Wrr77SRYsWmSddnE6nvvDCCyqS/+rnc889p4899pg5tz3++ON69uxZc62x1nXu3Ll67tw5TUxMNE+OjB8/3ow/1LJlS7fj0RqLz8fHRytWrKj333+/lixZUs+cOaP333+/pqSkaKtWrQptI1U1r8NHRUWpquovv/xihltxuVw6ffp0s9ymTZua19JdLpe++OKL6u/vrykpKaqqeuTIkULjE5UpU0Y//fRTjY+P1/j4eO3UqZN27dpV27RpY8p1uVz6yy+/qKqab/tvuOEGbdCggb777rsqIuaJhRtuuMFsp8TERHON3bx5sy5YsED9/f3Vbrern59foTTrCbvg4GBzDrX6QVZ9ixUrZraNy+UybWzOnDlapUoVtdlsOmfOHLc2tm7dOg0JCTF5x44dqy1atNAvvvjCrJ+1jaZMmWLaVcFrUpkyZUxawW1o7VNV1fvuu8+MJWedt10ul2ZlZemUKVPctnvHjh115syZ6ufnp7fffrsZ5kVEND09XUXyh8ZRzX/a7NFHH3WrU/Hixc1YbNYbEQW3U+PGjc11ZPv27W5pDofDHDNW+7TalDUckfW0XcFx6ay+qrX9duzYYY43Pz8/jY6ONk88WcdFwT5uwWOiYH8jMDDQLd0a1uLCvO+++67buKlBQUEmzapTp06dzHby8/PT5cuX6/z583Xp0qXasmVLt7EeFy9ebF7PKzhsikj+k7LHjx8348QXHJszNDRUFy5caNKcTqcZasfpdOry5cv1+PHjhcZPtep7/PhxM2ZpwbLtdrtGRkaaY61t27amPqGhofrMM89ofHy8/vLLL/r++++77ZeCaVZea518fHw0MjJShw0bpi1atHBLs8attf7fuXNntz7c/fffr3PnztVt27bpunXrzJPEdrvd9IG3bdumY8eOdcsXFBSkzz77rMn78ssvm3UJDg7W+Ph4c+1LT083Q7JY8xTsb1tPNVlvkZQrV67QWOLW56233jLnBpfLZYaPsupmPXFvDe1iDdd1YRu13rSw2+1uaWPHjjXbwGqLfn5+Zggaqx1Yr42KiD711FPmHsLa13Xr1jXXigv7T9Z6ORwOXb58uTn+C87jcrm0UaNG5vh3Op364YcfmuEuunbtqvHx8Vq2bFmdM2eOJicnm20VEhJinh776quv3IaJGjRokNpsNr3xxhtVVfXuu+82Q0xFR0dr48aN1W636xtvvKHz588396tDhgwx/cc33nhDx44dq1WqVNHKlSubV6sLPlkZFRWlcXFxpj96ww03mLT58+ebp+gyMzPd6quqWrx4cbdzy4VjNNrtdr311lt15syZ5nVsy/z58zUxMVHtdrsePHjQnCetsXttNpvOmDFDVdXcu1jHq7WNRo4c6ZZmnT8Lnptr1qzpdo/q4+OjI0eONE/Fp6Sk6OHDh93KDQgIcNsOZ8+eNcNPWOeWEiVKqI+Pj9544406f/58DQsLM/34xo0ba6dOnTQ+Pl5nzZqllStXNm/vREdHm7SZM2fqww8/rMHBwZqamqoVKlQwT+Bt3LjRPIlpLbN8+fJ666236ty5c3XcuHGakpJi9nudOnU0PDzcHMuVK1fW+Ph4DQ8PN9cxkfynOp966inzBGaXLl20cePGJm/t2rXdjv3o6GiTVqFCBfX19dXZs2drRESEObZdLpe2bNlSu3btqrGxseaJQusYKrhMax+lpaVp//79zX3hoEGDVCR/KIsLX5cveH9u7dP+/fubtm2NTRobG2va9pQpU9zOS+np6eYNl0aNGrndY/Xo0cOtfU+ZMsXtHGq9AWGlFewj3HjjjZqWlmaG+/v+++/19ddf1+TkZNMnSktL07Jly6rNZlOn06mPPfaYvvDCCya9Xr16bveaH374oTmGDh48WKjvYS2/4H3zH0Ww8goFKz/55BMzWPiJEycKBSvLlStnfpjkzwYre/furUlJSXrgwAG3vN27d9fNmzfrY489plFRUXrrrbeqj4+Peb0wODhYa9WqZQ6cgnmtDuK2bdsKpfXq1cucYC5cl969e2t4eLju2LFD//3vf6tI/jgqn332mYrkv8pmt9u1ffv2qqr6yCOPmNcnrXFPXn/9dRXJf1XJ+gEj6+RjjcsZGxurt9xyixmnzvpkZGRoixYtzBhNIu7ByqysLA0JCdGyZcuqquqpU6f05ptv1kaNGpmbpCeeeEInTJigZcuW1WbNmrmNdzdlyhS3TpzNZtPQ0FBt1aqVpqSkaO3atU2bSEhI0MTERM3JydEyZcpocHCwCeCtX79eJ06caF77Cg8PV19fX83JyVHV/EDTXXfdZQYfjo6O1v3796tI/mtmtWrVMmO03H333W5ttGXLlubiUrVqVdOhbdeundurWRe2pRIlSuiGDRv0nnvu0eTkZO3bt6/WqVNHe/XqZfKtX79eRfLHULXytWvXzozBUrDcgttJJH/8sMqVK5uLtojouHHjNDEx0byO1blzZ9PJfe2111QkP6g1evRo7dy5s/r4+Ji2aeVNTk7WW265RQMCAsyFykobOnSohoSEmFdGrXLfeecdTUxM1Lp165ogszU4sNWmbDabHj16VNu1a2dO4HFxceZ1bZvNph07dtS9e/eaMe6s9bKCI5cLVjqdTk1LS1NV1eXLl5uLRL169XTv3r1u4wCJ5AdYy5cvr2XKlNHExES318ALtifrdeWqVavqV199pSL5r/WPHj3arJO1vtYynU6nBgQE6KpVq/T11183N5HWuccyd+5c9ff3N+NoBgcH6+rVqzU6OtoMl2CdYwr+YM2+ffv0q6++0lmzZpkLpfXa0759+3TLli365JNPmnW22+06YsQInT9/viYkJOgtt9xiOjCBgYGakpKi06dPN+VbYzHNnDlTU1NTTVp2drY+8MADZr/a7Xbt37+/RkdH644dO9xeEW/durWmpqaq3W43+8W60WrdurV5Hdiq0/z5881yg4KCTBDDYgUGX3zxRTMtOztb9+zZY76U8PHx0V27dun+/ftNnVTVtKmoqCj18/PTl156ySzzueeeM9uhUqVK6ufnp7/99pvu2bNHt23bZtpZzZo1zaDV1rnIOh9269ZNY2Njde3atRoUFKRBQUG6ZcsWt7ZiscY0s9rDrl27NC4uTm+77TaNjo7Wxx57zIwTGBAQoGFhYXrfffdpRESE9u/f36RFRkbq448/rl27di10E2i1CSvI63A4zFALIqI//PCDW+fO4XDo/fffryL5N3MHDhxw2/ZWkDkqKkoPHDhQKFjZu3dvjYiI0MjIyIsGK60AoJV26tQp3bNnj2kvCQkJhfL27t3b/OiCj4+POU66du2qqqoNGzY054m0tDRzrVm2bJkOHTpUg4ODNSgoSFetWqW33HKLW6Ddz89PmzRpYm70CrYna0gMPz8/DQkJ0R07dui4ceM0PDxcO3XqZPoIBT355JNmHb/55htVze88Ll682O3aar0KVK9ePY2MjNQPPvhAn332WfX19VW73W5+RGf8+PGanJyskydPNmP7+fr6amxsrK5YsUI3b95stp21Pn5+flqrVi1TJ+s6HBcXpwcOHDDXGWv79erVy4ztGBwcbNq1xfoiIDk5uVCa9YXkpk2bzDn0999/N9vPulbu2rVLVVWdTqdGR0drlSpVTD/r7rvvNueBXr16aeXKlTUpKUl9fX31m2++0c2bN2tMTIwePHhQe/XqpREREepwOHTkyJG6du1ajYmJ0Y4dO2pSUpIOGTJE/f39Tb8mPDxcX3zxRd2yZYtOmzbNbforr7yiMTEx+uKLL+pXX32lGRkZZnytRx55xIyfWLVqVXN9Gz16tN58883qdDq1cePGWrx4cZ01a5YJYlntoeD5rG3btm6D8Be8UU5OTjZj5EVGRpqxPK3xFAteA60fmbPa56OPPmquKWPHjjXnQOs4DQoK0scee0zDwsI0MjJSDx48aPJaY8na7XZ99NFHVVW1RIkSOnToULc+rrXfnnzySQ0JCdFJkyaZH2UIDw/XXbt26bhx48w55fXXX3fLe+rUKX3ooYc0MDBQmzRpoqGhoRoZGWl+LGjIkCEaFham7777rqmTldcalufdd9/VJUuWqEh+kG/BggUmKG+dt+Li4tTpdOrXX39tztlWsGj48OGmTitWrNBt27bpU089pQ6HQxMSEvShhx7SqKgo/frrr3XHjh369ttvm/GBAwICNDIy0q3cp59+WoOCgnT48OHm/GxtpzvuuEMDAgL01ltvNeOPW4EUaziIWrVqFUpTVb3ttts0MjJSS5curSEhIebVeOtL8ubNm5ttZH2h37VrV83OztZvvvlGExISTLDAqo/qf1+Fbd++faF9s337do2JidEyZcqYfWPlzc7O1uTkZA0KCtL69eubMYg3btzods4pGLz96quvzHIL3seVKVNGExISdPfu3bphwwa97777zLkhKChId+3aZfpuBa/ntWrVMl889OrVSytVqmTSLmyj1piGBdug1c5uv/12k/fCbViqVCm3ckuXLm3Gfrfulawva8qUKaO1a9fW6Ohofeqpp3TBggXavn17FckPhPbt21ejoqJ0woQJmpCQoK+99prOmzfPrb0W/MGqsmXLap8+fdTPz0+3bdvmFgizfhROJD9IYfVL9+7dq5GRkTp//ny12+1meIUbb7xR9+/fr8HBwRoREWGuy1aw8vnnn9fo6Ggz3l/BYOWTTz6pUVFRGhUVpTt27NBp06a5BSv379+vdrtdBw0aZO6treCf1c+Ki4vT+vXra1JSklt9VfNfA7fOLX369FGbzabvvPOOaTcJCQlm/vj4eNPvtspOS0szfd+UlBTzuxjWOMWhoaG6du1aU6f/+7//08jISPODj0FBQVqtWjXzMNInn3yi4eHhes8992hQUJC2atXKvEpubctnn31WQ0ND9c0331RfX1+98cYbTbkVKlQwQWarXFXVYcOGqcPhMNvfejClWLFi2rJlS42OjtabbrrJDCdhDRU2d+5cjY6O1s2bN2tCQoKGhoZqvXr1NDg4WFesWGG2g5XXigV06NDBLPO5557TxMREzcjIULvdrjfffLNbH7hs2bIaGhqqJUqU0LCwME1MTNRly5aZfWD1Laz7mB9++MHktY7lxo0bm9fxo6Oj9d1339XNmzebB1uCg4PN2OPWlxATJ040ZScmJrqVO3HiRNOHcLlcbmnWj9tZ+3Tv3r3mSweR/C8GrTFSrXbo5+enSUlJ5r7b+vLUatu33HKLVqlSxYx7fMstt2hMTIyOHz9eIyIizDa0humxfgvFSgsKCjL75pZbbtGoqCgzJNCECRM0JCTEjA3rqVxrPOeCPxCZlJRkgvGNGzfWXr16uX1BZ50jrN/oKHivWbZsWZPXUrDv8dVXX+mrr76qERERhe6lLud/OliZnZ1tvv0s+P/u3bubMey6d++ubdq0MWnW+CGqqgEBAeYbE+sXGUeMGKFVq1bVgIAArVy5sim3Tp06Gh0dbcaws8q1boJFRLdv315omVawygoYWHXLzs5Wkfxx0hISEnTfvn2Fyi04DkDz5s0L/SpuwW8ZHA6HduvWzQQOrUGqrWClVa7VMS1durT+5z//KZQWEBCgX375pVmu9Qty1nawBhC2AgEXbt8ePXpoy5YtNSoqSuvUqaM2m00XL17slm5tkwtvdq31uPAXMws+3VPwWwXr227rG/+C28PKd+HTD9WrVzfrMm/ePL311lvND1iUK1dO27Ztqx06dFCbzaYVK1Y0v8jbqFEjjY2NNSevhQsXmotwdna2RkdHmydbVNV0Wq1lF9yGixcv1ubNm6tI/pMuZcqUMdtw5syZarfbdcmSJXrq1Cl1Op1asWJFM8D55MmTzTKstvTbb78Vai+lS5fWGjVqmG9lrHxWu+vdu7epj9VhsZ5cLdhGrR9T6NOnj6qqBgUFaXh4uAmuLlq0SF977TX19/fX3NxcjY6O1pIlS5r1FMkPyPv7+2t0dLQJ3nvaPyJifsho8eLFplzrFzetfW0dS6+99po6nU719/fXtm3b6pkzZ/Snn34ygYrIyEizPeLj4/XJJ5/UvLw884RlsWLFTOdWNT+QYQWRGjRooOHh4W4doIKdP+vbzRIlSmiPHj1UVc038dagxKr532T26dPHjCPaoEEDbd26tTZq1EibN2/uNuZNwfbUsGFDFXEfs9Lajrm5uaqqZn1FRFNTU9Vms+l7772n8+fPV39/f33vvffczj2q6pZmlVu1alW3HxAqGAS1jrOCAQMrn4+Pjz722GN6IeuHJC51LFrfBhc8hi/MY6V5ejrCU6Dswo91Pil4XrDaREJCghmLxRpvsmvXrmacYtX8sSCtp6wvDPgW3A7+/v7aq1cv094vVueCy7TG3WvTpo2GhIRoqVKlCpVrtdFSpUqZ9lIwb58+fVREtH79+hoWFqYDBgzw2Fby8vLME9XWutxxxx3asWNHtzp9+umnpp5BQUHasGFDM8aklXbvvfeacs+dO6d79uzRH3/80bSHChUqqGr+L40eOHBAc3JyzDfdubm5boHYC7ePw+HQvXv3mmPRenrNevLXunaPGDFCIyMjNSEhQR944AGtWrWq23VdVc0TrFbAq2Ba3759NSQkRMuXL29+MM9K79u3rynX4cj/Fe4JEyaoj4+Pjhkzxi1vcHCwlihRQp1OpzmerP5Djx49zBd1+/bt06CgIA0JCdF9+/aZcYILspY7ZMgQ9fHx0ZtvvlknTJigoaGh2qlTJ7c+gsUaK8nHx0e3bNnisX1aP3rWsGFDrVOnjjZo0KDQcWEdn4mJiWZdrPrceuut5npd8Hi8WB+kYJrdbte9e/dqdna22/ZLSEjQVq1aafny5TUkJMS0a9X/jndrnSMKplWpUsVc/7Ozs92OCatc6xxsnZOtYHTDhg3NNnzhhRe0ePHieurUKQ0JCTFPjFvbcNKkSYX6Gtb6uFwuHTBggNt2stp3TEyMGcfNqpOV1qxZM42NjTXHk1XfiRMnqt1u14SEBH3kkUfcrifW9c/6pVmr/tbTOE6n01wLrOPYKnffvn06YsQILVmypObl5enAgQO1TJky5vpn9W169eplriN5eXkq8t+nXa0+nsVq2xemWdfbkJAQVf3vL55f2F4KBvhVC48rZ9XHavcF+6HNmzfX+Ph4rVu3roaGhprxRa3+7cXyli5dWkuVKmXGPb/w+mYFhaxyCy4zKipKy5cvr7169VJV1ePHj+vRo0e1R48eGhISogkJCSat4Haw1s+q07lz57R9+/bmh54KphVkPeFXqlQpj2n16tW76LXN4XCYt0IuPBYLtuWLHaeXu45av2Y8ZswYU6eOHTtq+fLlNTQ01ON2sJ7uv3BdO3bsqF26dDH7xkqzxvZNT0/XLl26aFhYmOlHWdvf+nXjoKAgdblcbuVa9b3w3GCx+qwlSpTQXr16uR1rlkmTJqlI/tNgBfvNBdthr1699NSpUyZoV7ANFmxn1rYueO6wtmXBcgcPHmy+pCjYzl577TXzpkLBcaD79u1rvgzMzc3V5s2bFxpDWjX/ePX399eePXt6PP6t/srF9r9Vf+vL0QvfrLrwHHmxPtqFTyT/kf7bhW90eGrLBfsNBeubk5Pjdm6x1vNyyyy4rlYdPN17Frzn9JTm6bpYcBt6ule1xpjv0aOHaad/ZN9c7tgt6udi26rg9AvXpWB9L7bPC24HT9dXT+3swn30Z9d74cKFf3qZ1va1Hryyrhme9rmVdql6X1j2H9kOl2qvnrZDUbevtZxu3bqZfsDgwYM1Li7OnH8vvLdOTEw055mC9xCWMWPGuN1L/RH/02NW+vr6Sq1atWTNmjXm/6tXr5Y1a9aYsUPWrFkjDRo0MPOlpaXJmjVrJC8vz4zTFxgYaMZ1W7VqldSrV09UVXJycsRms0lISIjs3btXSpQoIQ0bNnQr19fXVzZv3iy1atWSatWqFVrm2bNnTX2ttLS0NHE6nWK322Xv3r3y0UcfSUpKSqFyrTEARPLH3jh+/Lg0aNBAgoKCpFSpUtKlSxdJTU2V22+/XbZu3SpLly6Vffv2ScWKFeXgwYOFlnv+/HnJy8uToKAgWb9+vURGRpo0a5yH1q1bm/Eu9+/fL9nZ2VKtWjWzfV977TWJjIwUX19fj9s3Ly9PsrKy5D//+Y/s3bvXjKlZMN3hcEi9evWkWLFi0r9/f6lSpYqkpKRI06ZNZenSpWZ8DiutTZs2IiJSu3Zt+eKLLyQ6Olr69+8v27dvl+3bt0vbtm3NuCZOp1MqVKggIiJTp06Vm266SVwul/Tv31+ioqLk119/NeuyYcMG+fzzz6VMmTLy5Zdfyq+//ip169aVXbt2SUxMjPj7+8vevXslLy9P6tevL7/88osUK1ZMnE6nfPLJJ/L9999LXFyc+Pj4yJkzZyQnJ8dtrD9rTIi4uDj54YcfxMfHx7TRzZs3mzGBDh48aLbh7NmzJTo6WjIzM+XNN9+U8+fPyy233CJJSUmSnZ0td9xxR6G2tHTpUrHZbG7jI+bm5srevXvF39/fLd/Ro0dFROTAgQPi6+trynU6nZKRkeFWrrWdfvvtNwkKCpI9e/bIqVOn5OzZs1K+fHmx2Wzy0UcficPhMMs8duyYJCQkmP0tkj9ulqrKsWPHpFSpUvL1119LlSpVpHPnzvL000+L3W6XsLAwCQgIkIYNG5q8Vrl79+6V7OxsiYiIkMDAQLdy8/LyJDc3V9LS0sTPz0/i4+PlpZdeEhH3cerOnDkjERERkpOTI4sWLRIRkWLFisnp06fNPIGBgfLll1+KSP64XbVr1zbLKqhcuXLmPNKgQQMzztCqVavMfrfGMBMRcTqdZrydbdu2Sbt27aRBgwayd+9et3Kt9uTr62vGyirI2r+qKiJi1ldEZPPmzdKhQwfJysqSu+++W+bPn2/GOrHMnz/fY1peXp6cOnVKXC6XTJkyRXbs2CHbt28XkfzxZbZv3272RUG5ubmFxhGyyhMRKV26tNx0000SEhIiQ4cOld69e0u5cuVERCQuLk5KlCgh27Ztk06dOklUVJTcdtttIiLy3HPPycaNG83xvX37dre8pUqVklatWsk777wj77zzjnTu3NmMg9agQQN55513pFWrVlK9enWTVyS/PZQqVUpE8sdDs7anta5We1JV6devnyxevNiMs3MpPj4+kp2dLc2bN5evv/7a1Llu3boiIlKmTBnx8/OT06dPm2Va5/agoCDx8/OTn3/+2YzxV1BoaKj8/PPPUrt2bXMusvKeOnVK4uLi5JdffpHjx4+7jUNWsK18/PHHhdqatf4Ft4O1j6395ymtYLlOp1NKly5txq7y8fGR9u3bi0h+m09ISBCHwyGnT5+WSpUqic1mkxkzZkh0dLS8++670rlzZ3E6nRITEyPNmjWT7du3S2JioqiqtG3bVs6fP2+mi4ikpaXJ6tWrZebMmXLmzBn56KOPZPPmzZKWlmaOR2vfWWMe1qpVq1Da4sWLpWTJktK4cWPJy8uThIQEWb16tUn76KOPZP369ZKbmysVK1aUjz/+WFJTU+W1115zyxsSEmLGsrK2i9V/2LBhgxw9elTWrFkjEydOlDNnzki/fv0kJydHNm/eLO3atTPb0Vpu165dZdq0aVK1alXZv3+/jB492ow1bfURLGPHjpUhQ4aI3W6Xzz77TGrWrOm2f61yly9fLjfeeKOcO3dONm/eLAMGDJAdO3ZIp06dpFixYpKeni6+vr4yaNAgWbx4sZw/f15mzJhhtkNgYKA4HA5JS0sz41F36tRJ/Pz8pF69euZcOmPGDJPmcrlEROTNN9+UxMRE8fX1ddt+q1atkn379sn58+clISFB9u7dK7m5udKvXz9ZuXKlxMTESFxcnDRs2FD27t0rOTk5UrXq/2vv3qOiKvf/gb/3zDAMl2FGAZnhjtwElJtcRRgRgUEuiqjcTBAVKyH1GEr51YOX1FYXtczKW9oxZZmiqZXRzUqRgxmgeTmamStb2KmOZmZ5VD6/Pzj7+TICpuf8Vtr5fl5rPatkX2bfZu9nP/N8Pk8ojh07hilTpoh7ZEJCAk6fPo2pU6eK7b18+TLUarWoz7i6uuL69esW9axTp07By8sLW7ZsweXLl3H58mV88skn4hg+8MADaG1tRXR0NABg8+bNcHV1RVVVFXx9fUFEFsdpzpw5UCgU4jM7n1N5Wnt7O/75z39CkiSL66xXr17i+6ZQKCyeJ/Jz85tvvhHP5WeeeQY7duyAvb09VCqVeBb8/PPPeP3118V6fXx8oNFoRA6vN954A6NHjxbPvxEjRqC9vV3kpHJzcxPbHxMTA51OJ/LPyd59913Ex8d3Ow0AevXqBQBwcXFBTk6Oxf1bPn6dz82t2tvbcfjwYSxcuBB79+4V9VB52uXLl/HZZ59h7969Xe7LPS0r1w+uXr0Ke3t7bNq0STzf5G1ydnYW65WXO3/+PH744QdYWVmJHLA6nQ7Ozs64dOkSLl++DEdHRzGtMzlHbXt7O3755ReMHTsWp0+fhtlsFudaPva37gP9K1dad9PkZf39/ZGdnY2Wlha4u7tDq9WipaUFJpMJMTExYtqbb74JoKPe3NTUhKioKGRnZ+PQoUMwmUzQarVITExEU1MTPvvsM0RGRiI5ORl1dXVITk5GbGwsnJ2dMXPmTISHh8PJyUlcmzdv3sTRo0dx/fp1WFtbW2yvnHtQztXaeV/l5YxGozg38rR169YhMjISX3/9NYxGI3Q6HX788Uex3zqdDt9++y369OmDK1euoL293eL9Cui4BuV7g/y8lMn5deXt7fxdk8l5xwFY1Js7n4dr167h9ddf7/YceXl5YeHChVCr1fj4448trrPw8HDY29vj+vXrFus9deoUJEmy2E9nZ2d899134n1NoVBY3Ffk+o78Dtv5GSSTc839+uuv3X7/5frKgQMHYDabodfroVKp4Ovri5CQEBQXF6OlpQWpqamiXpOeng6dTge1Wg1XV1c0NDQgLCwMY8aMQWhoKMaMGYOoqCh4eXkhPj4eR48eFdehv78/nJ2d4eXlhbi4ODQ2Noo6XEBAADQaDQwGA3JyctDQ0ACj0Yjg4GAEBwejpaVFvOseOHAABQUFUCgUmDRpksW07uqqKSkpiI6ORnZ2NlJTU6FSqeDi4oKsrCzU1dXBxcUFTk5OYl8feughODo6orKyEjY2NggKCkJxcTEaGhrEcRgxYgQGDhwoPleeJu/rkCFDoNVquz2G8rLW1tYYMGAAwsLCcPr0aXEN2dnZYejQocjIyEBDQwPq6uqg0+ng4OCAoUOHivXKOepXrFghjmNtbS0cHBygVqsRFBSEZcuWiftCXV0dIiIikJWVhY0bNyImJgbu7u5ISEhATEwMgoODMXz4cNTV1eHgwYPiPhATE4PVq1cDgMg1vWrVKhw+fBheXl4YN24cnJ2dYTQaxXHIzMxEUFCQyF8ZEhICg8FgUUeuqqoSuaM1Gg32798vpgEdOeKjoqIQEhICFxcXcd+Wl5UkCXq9Hn369MG2bdvEMZBzKcrfo7S0NIvPdHR0hCRJIs//0aNHUV5eDltbWzg5OVlcSz/++COsrKzw0Ucf4aOPPoKdnR28vLxQXFyMxx9/XEyTt8va2hrBwcF47bXXUFFRAZVKhY0bN8LZ2RkGgwE6nQ6lpaUW18OSJUtEPnIPDw9xfTs5OaGqqgrW1taIiopC7969MW7cOIt3jCVLlgDoaAvrbr3W1tZQKpWIiooS52bixIlQKBQoKysT+5qRkYGzZ8+KesD27dvh7u4u3mM7v1srlUrxrgZYvifI5Hepu3JXTZt/QLW1tWRtbU0bNmwQefVsbW3p448/FnkZKysrqba2VoQGKpVKiouLI1tbW4teef7+/qRSqWj06NGk1WpJqVRScHCw6OGhVCppw4YNVFRUJEIn5ZBHX19fevvtt6m8vFyEknTO51haWkrp6enk4OBA7733nhgNTJIkqqqqos2bN4v1FhQUiNHuIiMjRbiBWq0mKysr2rZtG8XGxpJSqSRfX18qKCgQPf6WL19Oc+bMEa3lixcvpry8PPGrnpwbKzExkXbs2EEFBQWk0WjIyspKhCYnJCTQs88+S7179yZJkugvf/kLnTlzRvziI0kSLViwgKKjo8nOzo6KiorokUcesQi1lcPZ5JBXOS+CfBzl0c1Wr15Nc+fOJaAj5MbV1ZW8vb1Jr9fTiRMnaOnSpeIXgZCQEMrLyyOdTkdnzpyhxx57jMxmMwUGBpLJZBLhh2q1mgIDA8nPz4/c3d1JpVLR8uXLxXmMjIykhx56SPwiotfrxXz+/v4irE2pVJJGo6GioiLKzs4moCPsLSMjgxQKBanVanrkkUeovLxchNHk5+fTkCFDCIAYUVfuaebl5UVFRUXiOMmhLSqViiorK2nz5s3iWjp+/DgZDAaysrKiCxcuiPDZzMxMOn78uLjOzpw5I7rxK5VKqqmpodzcXBGuYTAYaNiwYZSbm0sFBQUUGRlJBoNBfGc8PT0J6Oilcet3ZuvWrSLHl5WVFen1ehF+5eTkJEbqtbW1JbPZTOXl5aTRaMjOzo4KCwvFeZPDW+ScJVu2bKHo6GhSKBSid6M8sumwYcPEtSSPaifnLuv8fQ0NDSVHR0eSJEmE2B45coTi4uIs8gC9+uqr9NJLL9GoUaNIo9GQvb29CAOwsbEhlUpFw4cPp+eee87iF01PT0/auXOnOP+d82nm5eXR+vXrSaPRiLBWOXWEfCzl8+7r60seHh5iVF1PT09qamqijRs3kq2tLdnY2JCbmxs999xz1Lt3b5o7dy7V1tZahFLKPUEdHR3J29ubhgwZQps2baLRo0eLHnO2trY0ffp0cQ2MGjVK5IN54oknRBhaWlqaGClaDufGv351W7hwIX3xxReUn58vlk1MTKTq6mpKS0ujtWvXktlsFukZrKysqLKyktatW0fl5eWUkZFBgYGBFnm4XnzxRcrLyyOj0Ug+Pj6ip6KdnR2VlJTQuHHjyMHBgTIyMsR6a2pq6ODBg3Tu3Dmqrq6msWPHkre3t0jPIK/33Llz9NNPP1FYWJjo5ZCYmEjNzc20a9cuUiqVFBkZKZazsrKi4cOH05o1ayg3N1f09pW/j2q1mpKTk2nEiBFkZ2dn8Xk1NTU0ffp0MpvNtG7dOkpNTRUpIYCO/HJr1qyh06dP0/jx4y3yPw0aNIj69OlDbm5u5OTkRAMHDhTHSL5/arVaGjRoEKWmplqEvM2ePZsMBgMNHz6clEolubi4WOSsnDp1KvXr148kSRIjJ8rXSmpqKh0/fpzS09NFDlKgY+TmGTNmkFKppNjYWLKxsRH3afk4SJJEycnJZGtrS+Hh4eK8OTo6UkJCAk2fPp2efvppGjp0KDk6Oorv+aZNm2jZsmX0+eefU1ZWFhmNRpIkiSZPnkxms1nk7srMzCSVSkX29vZkNpspPT2d2traqLCwUOQ5dnFxoby8PFIqlTRv3jzasGGD2Ifw8HCKjo4mlUpFH374IX3wwQekUqkoOjqalEqlOHdz586l5cuXk1KpJDc3N7K1tRX3PLPZTGq1WuSkVKvVNHDgQBE+7ebmRnv37iWVSiXuv66uruJ+Lf+63rdvX/Lz86O+ffuSQqEQz+LKykpxrh0cHCg1NVWEyRUWFlJ1dTVFRESInIZynin869fvIUOGkFarFc+2L774gtra2ixytw0cOJAKCgro/fffp4MHD9K8efOovr6eBg8eLOovCoWC9Ho9BQQE0O7du6m4uJi0Wq3YT71eT/Pnz6f58+dT7969SaFQUEhIiKgPKP+Vj4yIKC0tTfTyCw8PJ3d3dxo+fDhdvXqVJkyYQPb29iLc8aWXXqJ3332Xpk+fTlFRUQR05OHy8vISuY1ee+010mq11L9/f1KpVKRQKMjOzo5mz55Nn376qcX6/Pz8RI7u1tZWOnLkCCkUClF3SUpKEjnidu/eTUQkrs3Q0FBqaGgQodmrV68WEQXx8fE0YcIEam1tpdbWVrp06RI99NBD4hqsqKggd3d3mj9/vgjzl9MEyMdAfhZaW1uTt7e3iMyxs7MT9+iCggIxT3R0NA0ePFjUvaZNm0ZarZYWLVpEkiTRgAEDyNPTUzwX1Wo1JSUliR66Wq2WsrOzxXdGrquFh4fT8OHD6eGHHyadTkdDhw6l/v37k1arpYiICJF3dPr06SRJEs2bN48mTpxIISEhogdtUlKSuLaTk5MpISGBoqKiSKVS0cSJE8XzYsaMGZSSkiK+a3l5eTRhwgQCQPn5+eK5UV5eLiJt5Gf8iBEjREjj1q1bacqUKaKX8MiRI0V44ebNmy3y/D766KNUUFAgnqcLFy4UnymHtcXGxlJmZqYIT5TrWNu2baPAwEDKzc2lpqYmcnFxETnF4uLiaPTo0RQbG0upqakUEBAgcgjK9b/IyEhxH5BDD5csWUKHDx8mDw8P8fwaPXo0RUZGivNha2srjtHMmTOpoqKCgI5IltzcXBo4cKDIAde5p9WkSZPI3d2dQkJCRA87eZvq6+tpxowZ4p585MgRqq6uJkmSaNu2bTRhwgSKiIggABQcHEwTJkwgSZLorbfeopycHFKpVOTm5kZJSUn0wQcfUEVFhVhvdXU1GY1G8vb2JqPRSCkpKSRJkhhBXh4Rt3Ne1sWLF9Phw4fJ3d1dXEdyznpJkigzM5MyMzPJ2dmZFAoFDR06VPTwWbx4MZWVlZEkdeTdVavVNGnSJJIkiWxsbMhsNotetVqtlrRarRgJOzMzk3bu3CnSBGVkZFBzc7MIq/fx8aGqqirRK1XuHZWSkkIlJSXi3vDhhx+KXIHyu0ZQUBClpaXRgw8+2OX4yqmHgI50CfLxle+9Dg4OVFRURGfPnrU4hnKao+DgYCoqKqLHHnvMov4xd+5cSktLo8GDB4tzlJCQQDY2NpSQkEAqlUqc19DQUHEtyeHzERERlJ6eThMmTBB1DG9vbzFasJeXF/n4+NDFixepsbGRtm/fTsXFxWRnZ0eRkZFkbW1N48ePp/j4eJo6dSqFhIRQcXEx5ebm0sSJE0V9V657yym7AgICSKFQ0NGjR0VeRJVKRTNmzBC5N+XnUXZ2NqlUKnr66adFXdTKyoqMRiP17duXioqKqLm5mQwGA0lSRw7B06dPk8lkooqKChozZgzZ29uTWq2miIgIevfddykiIoIefPBBam5upgkTJnS5t8h1RjlvqIODA2VnZ4ue7a6urlRdXU03b94U6ajUajVt27aNPD09KSMjgxobG+nQoUMiVcCaNWvIZDLRoEGDaNu2bbR7926LffXy8qKoqCjatWsXPfjgg5SYmCjSGyQkJBAASklJoVWrVpFKpSJPT0+SJIkKCwtJqVRSeXk51dfXU0tLC0mSRH5+fuJY9+vXj6qrq8lkMpFOp6OioiL68ssv6ZVXXiFJkshgMIjQ7759+5K/vz8RdUR6VVZWUk5ODrm7u4u80+np6RQfH08VFRX0008/0aOPPirerQcNGkSRkZGkUqlEFGLfvn3JYDCQUqkUzywfHx965513qKWlRdyvNBoNRUdHU1lZGWm1WjKbzZSQkEAZGRmk0+lIr9eLEdqnTJnS5bs8cOBAGjt2LKnVasrNzaXU1FRKTU0V6QrS09NJq9VSRUUFjRgxgkaPHk19+vQha2trCg4OJq1WS+Hh4SKirVevXiJSQc5VfuLECZHTedGiRSLabe/evRQSEkJubm6Un59PYWFhFBsbS0lJSfTwww+Tu7s7DRs2jEaNGkWlpaXiHiCP7D548GDy8vKi6upqEQYu38OysrLIZDJRVlYWubq6kl6vF9s0bNgwkeJPp9NRTk4OxcfHU3R0NKnVapo3bx6lp6eT2WwW9yA50iczM5MSExMpKyuL3NzcRGqZYcOG0ZkzZ2jfvn2iDnLx4kUymUyUn59PTz75JCmVSvLz8yNXV1dydnYmGxsbqqmpoe3bt4tlra2tSafT0cWLF0UbXElJCbm5udGePXvo7NmzVFdXR05OTjRr1qy7asv7r2+sJCJ6/vnnydPTk9RqNXl5eZHBYCC1Wk0xMTEUERFBJSUlRNQREiInvNZoNKLSLeczlCtLMTEx1NjYKPJP3GmRJIliYmKorq6ux3nkl8m7LfJgNz19rpyjqKfSOQn6rUV+Gehumfz8fPGSIFf8HB0dSa1Wk6urK7m5uXUJ8VQoFBQREUGlpaXk4+PTJaRUDqtvbGykFStWiDwt8vTo6GhqbGykV155pdvtmjhxIv3yyy+Um5sr9tva2ppycnKoqamJnn/+eYvtkiSJAgMD6ZlnniE/Pz+LY3Vrd303Nzf67LPPyGQyUUxMjKiUyhUpOURKvrHI19ntrpeSkhKRM+jW8xYYGCiu0XfeeYeAjkY0Oc/ZihUr6OTJkwR0vCjb2dlZfKac30N++ZO7f4eEhIickTqdTjRUT548mS5cuEDPP/+8RWNLnz59unxnVqxYYZH7Sv6vra2taIyW8wfJy+7fv59KS0u7PQ5ms5lqamrI19dXNIDKjfIuLi40adIk0SjS+VoKCwuj/fv3U01NTZdUCJ6enrRq1SoKCgqyyA3Xueh0OtFY3930zgNu3Fo658q8taSnp1s0cP6nRa/X03vvvfeb8/Xq1Us0uPxepadjK2/3rYNydC5FRUWi8fVuSklJCZWVlXUZhKDzdDm3Z3fTOudp7Fy0Wq3FADl3U263n/J6e5rHYDD0GL4SEBDQ4z185MiRNGzYsB63V6lUWoSfdS63DlrVucTExFjktrq16HS6HrdXbhzurvTq1avHc/ZbRW4M6Gk/e5r2yiuviHCf7oqcl7S78vLLL//b63344YfJ19f3jkJ3bt1P+WX5botcQe2uxMfHW4T831rkxq/uipx+pruyfv16IqIep/f0rAYgGnF6Wk7Oo9xdmTNnTo/T5IazntYrPze7K3LS/O7KrQNVdC5r164VjcXdlREjRtx22d9ar/xs7C7c8XbXUk/TNBpNl++xo6MjpaSk0NNPP01BQUE9XrMmk0n8OAlAhOynp6eLBqmerjH53t15EJHbFb1e3+O1Kf8wfLvle6rfurq69rheub7f3TSVSkWJiYlUWFhITk5OFtPkH7UKCwtFvsG72Sago6Hy1nqH/GNLYWGhxT2l87lMTEyk+vp6IiLR4AF0pAtJSUmh+vr6Hr+L48aNE2F83ZWnnnqKiIjKysosQhz9/f0pNzdXNKbI88uhy/K0no6lra1tl31Rq9UUHR3d7Xp79eol9qWhocHiR0N5fcnJybR8+XKR9urWIr+z3HodxcfHU319PZlMJiopKSG9Xi8+W95GeVBMeXA7+Ud1eZt6qleMGzdO3HN69eol6uryMVy3bh0BHQ2hnc95aGgovf3222Q2my3CZwcOHEjffvstlZaWik4x3RV3d3cqKiqi4ODgbo+9XP+VxwGQB8bYt29fj8cP6Bj01GAwiJy31tbWlJKSQv/zP/8j8mCq1WqRa1UOu5cbe+Q0NbeW2NhY2rp1q+jAotfr6c033yQvL68u51ouJpNJ/GjX0/bKqZNuLXq9nl599dVup9nY2FBAQAC5ublZvIP19N2Vf3hMSkoS+yrnFO1ufldX1y7fZb1eTzk5OWQwGEin05FGo7HoiBEWFkY7d+6kOXPmWNxfXFxcqLa2lkwmk9jetrY2cnFxIRsbG9JoNBQYGEi+vr4UFBQkGitdXFxE2O5vHcO8vDy6evUqpaWlic+VUwkYjUbSarWkVqtF/VmhUIjPDA8Pt7gPuLq6infpadOmdfku63Q6evzxxykpKYnGjh3b47UYFBREWVlZFs8AX19fMbBMQ0MDxcbGkiRJZG9vT0888QTpdDoKDw+nhoYGi/YNBwcHGjNmDMXExNDYsWMtBnkMDg6mGzduiO2VU0LI533q1Kl06dIlMplMYnBO+UdCORWZPMCOfB8IDQ2lkpIS0VhZWVlJc+bM6TII3Pjx4ykuLk40dndXhg0bJn7clv/m5uZGISEhVFlZSTU1NRbvz3Z2dpSbm0tBQUEit7D8PJdzpptMJsrLy+vy/uzr60urV68W94jOy3788ccW7W+XL18WKdHk/Ppz5syha9eu3VU7nvSvCiZjjDHGGGOMMcYYY4zdU//VOSsZY4wxxhhjjDHGGGN/HNxYyRhjjDHGGGOMMcYYuy9wYyVjjDHGGGOMMcYYY+y+wI2VjDHGGGOMMcYYY4yx+wI3VjLGGGOMMcYYY4wxxu4L3FjJGGOMMcYYY4wxxhi7L3BjJWOMMcYYY4wxxhhj7L7AjZWMMcYYY4wxxhhjjLH7AjdWMsYYY4wxxhhjjDHG7gvcWMkYY4wx9jsqLS2FJEmiODo6wmw248iRI/d60xhjjDHGGLvnuLGSMcYYY+x3Zjab0dbWhra2Nrz//vtQqVTIysq615vFGGOMMcbYPceNlYwxxhhjvzNra2sYDAYYDAaEh4ejuroaX3/9Nb777jsAwFdffQVJklBbW4tBgwZBo9Ggf//++OijjyzW8/nnnyMjIwP29vZwcXHBAw88gO+//15MHzJkCCRJQl1dncVyERERkCQJ+/btE3/bs2cPwsLCYGNjI3p9jhw5ssd9qKmpEfOpVCp4e3vjmWeeue1+X7p0CVOmTIGLi4vYpz179ojp27dvR0hICKytrbtdn7e3N5YvX27xt9LS0ttuJwCcP38ehYWF6N27N+zs7BAVFYW//vWvYvobb7yByMhIaDQa9O3bF/Pnz8eNGzfEZ3buCdu5bNiwAQBw8uRJpKamQqfTiWl6vR4A8OuvvyIkJATl5eXi886cOQOtVov169ffdrtvt+/79u2DJEm4dOnSHa+DMcYYY+yPgBsrGWOMMcbuoStXrmDTpk3w8/ODo6OjxbSqqirMnDkTzc3NiI+PR3Z2Nn744QcAHQ1/Q4cORUREBD799FPs3bsX3377LcaOHWuxDjc3N6xevVr8u6mpSTSKyi5duoT8/HwMGTIEx48fR1tbW5f1dCckJARtbW346quvMG3aNDz66KM4ceJEt/O2t7cjIyMDBw4cwKZNm3D8+HEsXboUSqUSAHD48GGMHTsWBQUFOHr0KGpqajB37lzRIPjvunLlCkwmE7755hvs2rULra2tmDVrFtrb2wEAn3zyCcaPH49p06bh+PHjePnll7FhwwY88cQTAIBDhw6JXrDu7u5Yvny5+Hd+fj4AoKysDNevX8eBAwfQ1tZm0aio0Wjw2muvYePGjXjjjTdw8+ZNjBs3DqmpqSgrK/uP9o0xxhhj7L+R6l5vAGOMMcbY/zV79uyBvb09AODnn3+G0WjEnj17oFBY/o5cUVGBvLw8AMCLL76IvXv3Yt26dZg1axZWrlyJiIgILF68WMy/fv16eHh44NSpUwgICAAA5OTkYPv27Th37hy8vLywevVqlJWVYeHChWK5U6dO4erVq5g9ezZcXV0BADY2Nrh27dpt90OlUsFgMAAAPD09oVQqYWdn1+287733HpqamnDixAmxbX379hXTn332WaSkpGDu3LkAgICAABw/fhxPPfUUSktLb39Ab2Pz5s347rvvcOjQIfTu3RsA4OfnJ6bPnz8f1dXVKCkpEdu0cOFCzJo1C3/+85/h7Ows5lUqldDpdGKfZS0tLVi7di369+8PANDpdBbTw8PDsWjRIkyaNAkFBQU4d+6cRY/SO2FjY4NffvnlrpZhjDHGGPsj4p6VjDHGGGO/s+TkZLS0tKClpQVNTU1IT09HRkYGzp07ZzFffHy8+H+VSoWoqCjRc7G1tRUffvgh7O3tRenXrx+AjjBjmVqtxgMPPIC1a9fi8uXL2LFjB8aPH2/xOR4eHlCpVNiyZYvocXgnjh49Cnt7e2g0GhQUFOC5556Dp6dnt/O2tLTA3d1dNFTe6sSJE0hISLD4W0JCAk6fPo2bN2/e8TZ197kRERGiofJWra2tWLBggcVxnDx5Mtra2nD16tU7+gwfHx/s2LHjtvPPnDkTAQEBWLlyJdavX9+lF+1v6d+/P3bt2oWff/75rpZjjDHGGPuj4Z6VjDHGGGO/Mzs7O4vefWvXroVOp8OaNWuwaNGiO1rHlStXkJ2djSeffLLLNKPRaPHv8vJyDB06FC4uLkhLS4OTk1OX+V988UXMnj0bjz32GNRqNa5du4bMzMzbbkNgYCB27dqFmzdvorGxEVOnTkVkZCTi4uK6zGtjY3NH+/X/22997pUrVzB//nyMGjWqyzSNRnNHn7Fu3TqUlJRAq9XCxsYGN27c6LLs3//+d5w6dQpKpRKnT5+G2Wy+850AsGjRImRkZECn00Gj0fxHDbiMMcYYY/cz7lnJGGOMMXaPSZIEhULRJcy3sbFR/P+NGzdw+PBhBAUFAQAiIyNx7NgxeHt7w8/Pz6LcGoodEBAAf39/PP7445g8eXK321BSUoJ+/fqhvLwcLS0tyMnJ+c3tVqvV8PPzQ2BgoFi+p/Dm0NBQnD9/HqdOnep2elBQEA4cOGDxtwMHDiAgIEDktfx3hIaGoqWlBf/4xz+6nR4ZGYm//e1vXY6hn59fl7D8nsTFxSEnJwdRUVFobm7GggULusxTVlaGAQMGYOPGjZg9e3aPuT17EhgYiDNnzuDLL78UYeeMMcYYY/+NuGclY4wxxtjv7Nq1a7hw4QIA4OLFi1i5cqXoKdnZCy+8AH9/fwQFBWHZsmW4ePGiGJRl6tSpWLNmDQoLCzFr1iz07t0bX3zxBWpra7F27douDXxPPvkk9u/fj+TkZPz4449dtmnmzJmQJAnLli2DlZUVtFrtb440fePGDVy4cAHt7e1oamrCsWPHMH369G7nNZlMSEpKQl5eHp599ln4+fnh5MmTkCQJZrMZM2fORHR0NBYuXIj8/HwcPHgQK1euxKpVq7p85q+//ir+ffPmTbS3t+P69euwsrLq8rmFhYVYvHgxRo4ciSVLlsBoNKK5uRmurq6Ij4/HvHnzkJWVBU9PT4wePRoKhQKtra34/PPP77iX6/bt27FhwwYcPnwYnp6e6NOnj8X0F154AQcPHsSRI0fg4eGBN998E8XFxWhsbIRarb6jzwA6GrXlMPvz58/f8XKMMcYYY38k3LOSMcYYY+x3tnfvXhiNRhiNRsTGxuLQoUN4/fXXMWTIEIv5li5diqVLlyIsLAz79+/Hrl27RAi3q6srDhw4gJs3byItLQ0DBgzA9OnTodfru+0RGBMTgz/96U+QJKnLtC1btmDr1q3YunVrtw1+PTl27BiMRiM8PDzwyCOPoKqqCsXFxT3Ov337dkRHR6OwsBDBwcGYNWuWCGeOjIzE1q1bUVtbi/79+2PevHlYsGBBl8F1qqqqYGNjI8qmTZuwe/fuHnuMqtVq1NfXo0+fPhg+fDgGDBhgMQp5eno69uzZg/r6ekRHRyMuLg7Lli2Dl5fXHR2DU6dOYdKkSdi8eXO3+TpPnjyJqqoqrFq1Ch4eHgCAVatW4fvvvxeDCQEdDZH/6cjnjDHGGGP/DSQionu9EYwxxhhj7H999dVX8PHxQXNzM8LDw+/15tz3du7ciZ07d/5hG/vOnj0rRj/39/e/15vDGGOMMXZPcc9KxhhjjDH2h6ZUKu+qR+j95q233kJ5eTk3VDLGGGOMgXtWMsYYY4zdd7hnJWOMMcYY+7+KGysZY4wxxhhjjDHGGGP3BQ4DZ4wxxhhjjDHGGGOM3Re4sZIxxhhjjDHGGGOMMXZf4MZKxhhjjDHGGGOMMcbYfYEbKxljjDHGGGOMMcYYY/cFbqxkjDHGGGOMMcYYY4zdF7ixkjHGGGOMMcYYY4wxdl/gxkrGGGOMMcYYY4wxxth9gRsrGWOMMcYYY4wxxhhj94X/B0yMNiTvx2RQAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(test_df, \"тестовой выборке\")\n",
"build_graph(test_df, 'Social_Media_Usage_Hours', 'Тестовая', 'Время в соц сетях, ч')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"9) Приращение данных с помощью oversampling и undersampling"
]
},
{
"cell_type": "code",
"execution_count": 305,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в обучающей выборке после oversampling:\n",
"Social_Media_Usage_Hours\n",
"2 135\n",
"0 135\n",
"1 135\n",
"3 135\n",
"4 135\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"from imblearn.over_sampling import RandomOverSampler\n",
"\n",
"def oversample(df):\n",
" X = df.drop('Social_Media_Usage_Hours', axis=1)\n",
" # метки y должны быть дискретными, а не неприрыными -> конвертируем в целое число\n",
" y = df['Social_Media_Usage_Hours'].astype(int)\n",
" \n",
" oversampler = RandomOverSampler(random_state=42)\n",
" X_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n",
" return resampled_df\n",
"\n",
"train_df_oversampled = oversample(train_df)\n",
"val_df_oversampled = oversample(val_df)\n",
"test_df_oversampled = oversample(test_df)\n",
"\n",
"check_balance(train_df_oversampled, \"обучающей выборке после oversampling\")"
]
},
{
"cell_type": "code",
"execution_count": 306,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в контрольной выборке после oversampling:\n",
"Social_Media_Usage_Hours\n",
"1 48\n",
"3 48\n",
"0 48\n",
"4 48\n",
"2 48\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(val_df_oversampled, \"контрольной выборке после oversampling\")"
]
},
{
"cell_type": "code",
"execution_count": 307,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Social_Media_Usage_Hours в тестовой выборке после oversampling:\n",
"Social_Media_Usage_Hours\n",
"3 46\n",
"4 46\n",
"2 46\n",
"1 46\n",
"0 46\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(test_df_oversampled, \"тестовой выборке после oversampling\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Датасет 3. Факторы, влияющие на успеваемость студентов"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://www.kaggle.com/datasets/lainguyn123/student-performance-factors"
]
},
{
"cell_type": "code",
"execution_count": 308,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Index(['Hours_Studied', 'Attendance', 'Parental_Involvement',\n",
" 'Access_to_Resources', 'Extracurricular_Activities', 'Sleep_Hours',\n",
" 'Previous_Scores', 'Motivation_Level', 'Internet_Access',\n",
" 'Tutoring_Sessions', 'Family_Income', 'Teacher_Quality', 'School_Type',\n",
" 'Peer_Influence', 'Physical_Activity', 'Learning_Disabilities',\n",
" 'Parental_Education_Level', 'Distance_from_Home', 'Gender',\n",
" 'Exam_Score'],\n",
" dtype='object')\n"
]
}
],
"source": [
"df = pd.read_csv(\".//csv//StudentPerformanceFactors.csv\")\n",
"print(df.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1) **Бизнес-цель:** повышение успеваемости студентов за счет улучшения факторов, влияющих на успеваемость студентов.\n",
"2) **Эффект:** улучшение показателей успеваемости и увеличение конкурентоспособности образовательного учреждения.\n",
"3) **Техническая цель:** разработка модели машинного обучения, которая сможет предсказывать успеваемость студента (например, оценки на экзаменах)\n",
"4) **Входные данные:** 'Hours_Studied', 'Attendance', 'Extracurricular_Activities', 'Sleep_Hours'\n",
"5) **Целевой признак:** 'Exam_Score'"
]
},
{
"cell_type": "code",
"execution_count": 309,
"metadata": {},
"outputs": [
{
"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",
"sns.scatterplot(x='Attendance', y='Hours_Studied', hue='Exam_Score', data=df, palette='viridis')\n",
"# форматтер для x\n",
"plt.title('Зависимость оценки за экзамен от посещаемости и часов учёбы в неделю')\n",
"plt.xlabel('Посещаемость')\n",
"plt.ylabel('Количество часов, потраченных на учёбу в неделю')\n",
"plt.legend(title='Оценка за экзамен')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"6. Обнаруженные проблемы:\n",
"- Точки расположены относительно равномерно, значит, зашумленности нет.\n",
"- Точки распределены относительно равномерно по осям X и Y, смещениея нет\n",
"- На графике есть выбросы, но они не критичны"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"7) Разбиение на обучающую, контрольную и тестовую выборки.\n"
]
},
{
"cell_type": "code",
"execution_count": 310,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Размер обучающей выборки: 3963\n",
"Размер контрольной выборки: 1322\n",
"Размер тестовой выборки: 1322\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"# обучающая и тестовая\n",
"train_df, test_df = train_test_split(df, test_size=0.2, random_state=42)\n",
"\n",
"# обучающая на обучающую и контрольную\n",
"train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n",
"\n",
"print(\"Размер обучающей выборки:\", len(train_df))\n",
"print(\"Размер контрольной выборки:\", len(val_df))\n",
"print(\"Размер тестовой выборки:\", len(test_df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"8) **Оценка сбалансированности выборок.**<br/>"
]
},
{
"cell_type": "code",
"execution_count": 311,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в обучающей выборке:\n",
"Exam_Score\n",
"68 467\n",
"66 441\n",
"67 420\n",
"65 404\n",
"69 368\n",
"70 322\n",
"64 301\n",
"71 255\n",
"63 226\n",
"72 180\n",
"62 164\n",
"61 108\n",
"73 84\n",
"74 60\n",
"60 50\n",
"59 24\n",
"75 22\n",
"58 17\n",
"76 11\n",
"80 4\n",
"77 4\n",
"78 3\n",
"94 2\n",
"79 2\n",
"86 2\n",
"98 2\n",
"84 2\n",
"92 2\n",
"99 2\n",
"82 2\n",
"89 2\n",
"87 1\n",
"95 1\n",
"57 1\n",
"83 1\n",
"85 1\n",
"97 1\n",
"96 1\n",
"101 1\n",
"88 1\n",
"93 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def check_balance(df, name):\n",
" counts = df['Exam_Score'].value_counts()\n",
" print(f\"Распределение Exam_Score в {name}:\")\n",
" print(counts)\n",
" print()\n",
"\n",
"check_balance(train_df, \"обучающей выборке\")\n",
"build_graph(train_df, 'Exam_Score', 'Обучающая', 'Оценка за экзамен')"
]
},
{
"cell_type": "code",
"execution_count": 312,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в контрольной выборке:\n",
"Exam_Score\n",
"66 166\n",
"67 155\n",
"68 145\n",
"69 138\n",
"65 127\n",
"64 106\n",
"70 104\n",
"71 69\n",
"63 68\n",
"72 54\n",
"62 46\n",
"61 37\n",
"74 27\n",
"73 24\n",
"60 14\n",
"59 11\n",
"75 9\n",
"76 4\n",
"58 2\n",
"82 2\n",
"94 2\n",
"86 2\n",
"88 1\n",
"56 1\n",
"79 1\n",
"84 1\n",
"97 1\n",
"95 1\n",
"57 1\n",
"91 1\n",
"78 1\n",
"100 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(val_df, \"контрольной выборке\")\n",
"build_graph(test_df, 'Exam_Score', 'Контрольная', 'Оценка за экзамен')"
]
},
{
"cell_type": "code",
"execution_count": 313,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в тестовой выборке:\n",
"Exam_Score\n",
"65 148\n",
"68 147\n",
"66 144\n",
"67 142\n",
"69 118\n",
"70 116\n",
"64 94\n",
"71 84\n",
"63 77\n",
"72 70\n",
"62 54\n",
"73 33\n",
"61 26\n",
"74 19\n",
"75 17\n",
"60 13\n",
"59 5\n",
"58 3\n",
"57 2\n",
"55 1\n",
"89 1\n",
"88 1\n",
"98 1\n",
"97 1\n",
"77 1\n",
"80 1\n",
"76 1\n",
"87 1\n",
"93 1\n",
"Name: count, dtype: int64\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Temp\\ipykernel_7960\\3933200995.py:4: FutureWarning: \n",
"\n",
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
"\n",
" sns.barplot(x=genre_counts.index, y=genre_counts.values, palette='viridis')\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"check_balance(test_df, \"тестовой выборке\")\n",
"build_graph(test_df, 'Exam_Score', 'Тестовая', 'Оценка за экзамен')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"9) Приращение данных с помощью oversampling и undersampling"
]
},
{
"cell_type": "code",
"execution_count": 314,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в обучающей выборке после oversampling:\n",
"Exam_Score\n",
"67 467\n",
"73 467\n",
"65 467\n",
"63 467\n",
"64 467\n",
"68 467\n",
"69 467\n",
"66 467\n",
"72 467\n",
"71 467\n",
"76 467\n",
"70 467\n",
"61 467\n",
"94 467\n",
"62 467\n",
"60 467\n",
"74 467\n",
"59 467\n",
"78 467\n",
"80 467\n",
"86 467\n",
"77 467\n",
"75 467\n",
"79 467\n",
"87 467\n",
"58 467\n",
"83 467\n",
"85 467\n",
"95 467\n",
"99 467\n",
"92 467\n",
"84 467\n",
"57 467\n",
"96 467\n",
"97 467\n",
"98 467\n",
"82 467\n",
"101 467\n",
"89 467\n",
"88 467\n",
"93 467\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"from imblearn.over_sampling import RandomOverSampler\n",
"\n",
"def oversample(df):\n",
" X = df.drop('Exam_Score', axis=1)\n",
" y = df['Exam_Score']\n",
" \n",
" oversampler = RandomOverSampler(random_state=42)\n",
" X_resampled, y_resampled = oversampler.fit_resample(X, y)\n",
" \n",
" resampled_df = pd.concat([X_resampled, y_resampled], axis=1)\n",
" return resampled_df\n",
"\n",
"train_df_oversampled = oversample(train_df)\n",
"val_df_oversampled = oversample(val_df)\n",
"test_df_oversampled = oversample(test_df)\n",
"\n",
"check_balance(train_df_oversampled, \"обучающей выборке после oversampling\")\n"
]
},
{
"cell_type": "code",
"execution_count": 315,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в контрольной выборке после oversampling:\n",
"Exam_Score\n",
"65 166\n",
"69 166\n",
"70 166\n",
"64 166\n",
"61 166\n",
"75 166\n",
"62 166\n",
"66 166\n",
"72 166\n",
"67 166\n",
"68 166\n",
"63 166\n",
"71 166\n",
"59 166\n",
"74 166\n",
"73 166\n",
"76 166\n",
"82 166\n",
"56 166\n",
"88 166\n",
"60 166\n",
"84 166\n",
"58 166\n",
"79 166\n",
"95 166\n",
"97 166\n",
"86 166\n",
"57 166\n",
"91 166\n",
"78 166\n",
"94 166\n",
"100 166\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(val_df_oversampled, \"контрольной выборке после oversampling\")"
]
},
{
"cell_type": "code",
"execution_count": 316,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Распределение Exam_Score в тестовой выборке после oversampling:\n",
"Exam_Score\n",
"65 148\n",
"71 148\n",
"64 148\n",
"66 148\n",
"72 148\n",
"70 148\n",
"63 148\n",
"74 148\n",
"69 148\n",
"67 148\n",
"62 148\n",
"89 148\n",
"55 148\n",
"73 148\n",
"61 148\n",
"60 148\n",
"68 148\n",
"75 148\n",
"59 148\n",
"58 148\n",
"88 148\n",
"57 148\n",
"98 148\n",
"97 148\n",
"77 148\n",
"80 148\n",
"76 148\n",
"87 148\n",
"93 148\n",
"Name: count, dtype: int64\n",
"\n"
]
}
],
"source": [
"check_balance(test_df_oversampled, \"тестовой выборке после oversampling\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Scripts",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}