Analysis_CR_Jupyter_lab2/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "d4664097-731b-4ff3-ac66-230460a8d67c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первый взгляд на данные:\n",
" Имя Возраст Баллы\n",
"0 Анна 24 88\n",
"1 Борис 25 67\n",
"2 Виктор 26 92\n",
"3 Галина 27 80\n",
"\n",
"Информация о данных:\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Имя 4 non-null str \n",
" 1 Возраст 4 non-null int64\n",
" 2 Баллы 4 non-null int64\n",
"dtypes: int64(2), str(1)\n",
"memory usage: 228.0 bytes\n",
"None\n",
"\n",
"Статистическое описание:\n",
" Возраст Баллы\n",
"count 4.000000 4.000000\n",
"mean 25.500000 81.750000\n",
"std 1.290994 11.026483\n",
"min 24.000000 67.000000\n",
"25% 24.750000 76.750000\n",
"50% 25.500000 84.000000\n",
"75% 26.250000 89.000000\n",
"max 27.000000 92.000000\n",
"\n",
"Сумма пропусков по столбцам:\n",
"Имя 0\n",
"Возраст 0\n",
"Баллы 0\n",
"dtype: int64\n",
"\n",
"DataFrame df:\n",
" Имя Возраст Баллы\n",
"0 Анна 24 88\n",
"1 Борис 25 67\n",
"2 Виктор 26 92\n",
"3 Галина 27 80\n",
"\n",
"Добавлен столбец 'Новый столбец':\n",
" Имя Возраст Баллы Новый столбец\n",
"0 Анна 24 88 98.56\n",
"1 Борис 25 67 75.04\n",
"2 Виктор 26 92 103.04\n",
"3 Галина 27 80 89.60\n",
"\n",
"Результат группировки по возрасту с агрегацией:\n",
" Средний_балл Средний_новый Количество\n",
"Возраст \n",
"24 88.0 98.56 1\n",
"25 67.0 75.04 1\n",
"26 92.0 103.04 1\n",
"27 80.0 89.60 1\n",
"\n",
"Студенты старше 24 года:\n",
" Имя Возраст Баллы Новый столбец\n",
"1 Борис 25 67 75.04\n",
"2 Виктор 26 92 103.04\n",
"3 Галина 27 80 89.60\n",
"\n",
"--- Операции с одномерным массивом ---\n",
"Сумма элементов: 62\n",
"Среднее значение: 12.4\n",
"Медиана: 8.0\n",
"Стандартное отклонение: 10.910545357588687\n",
"\n",
"Двумерный массив (2x2):\n",
"[[3 4]\n",
" [5 6]]\n",
"\n",
"np.linspace(0, 12, 6): [ 0. 2.4 4.8 7.2 9.6 12. ]\n",
"\n",
"Случайная матрица 7x7 из стандартного нормального распределения:\n",
"[[-1.41048064 0.1601463 1.21302384 0.76119754 0.59372944 0.17702091\n",
" -0.40433849]\n",
" [ 0.22558021 0.34869027 -0.04611187 1.30463668 -0.2116105 1.09412959\n",
" -0.3028079 ]\n",
" [ 0.7472189 -1.42426985 0.66542335 0.14882178 -0.12423088 1.64519142\n",
" -1.07455122]\n",
" [ 0.341088 3.11281246 -1.26258332 -1.36595081 -1.75938923 0.21232208\n",
" -2.08771346]\n",
" [-0.2689301 0.89645962 1.64034821 -0.37013519 -0.97062798 1.22600873\n",
" 0.81403093]\n",
" [-1.297162 -0.05528054 1.57441127 1.05422608 1.50423523 -1.14068372\n",
" 1.42343089]\n",
" [-1.09434944 -0.36383114 -0.10968065 -0.2893539 -0.20941489 -0.38803545\n",
" -0.7486716 ]]\n",
"\n",
"Матрица A:\n",
"[[3 4]\n",
" [1 2]]\n",
"Матрица B:\n",
"[[7 8]\n",
" [5 6]]\n",
"Результат умножения A * B (np.dot):\n",
"[[41 48]\n",
" [17 20]]\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# РАЗДЕЛ 1: pandas\n",
"\n",
"# 1. Создаём DataFrame\n",
"data = {\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
" \"Возраст\": [24, 25, 26, 27],\n",
" \"Баллы\": [88, 67, 92, 80]\n",
"}\n",
"df = pd.DataFrame(data)\n",
"\n",
"# 2. Базовый анализ\n",
"print(\"Первый взгляд на данные:\")\n",
"print(df.head()) # первые 5 строк\n",
"print(\"\\nИнформация о данных:\")\n",
"print(df.info()) # типы столбцов, память\n",
"print(\"\\nСтатистическое описание:\")\n",
"print(df.describe()) # основные статистики для числовых колонок\n",
"print(\"\\nСумма пропусков по столбцам:\")\n",
"print(df.isnull().sum()) # подсчет пропущенных значений\n",
"\n",
"# 3. Помещаем df в последнюю строку блока (в Jupyter это выведет таблицу)\n",
"# В обычном скрипте просто выведем df:\n",
"print(\"\\nDataFrame df:\")\n",
"print(df)\n",
"\n",
"# 4. Добавляем новый столбец с вычисляемыми значениями\n",
"df[\"Новый столбец\"] = df[\"Баллы\"] * 1.12\n",
"print(\"\\nДобавлен столбец 'Новый столбец':\")\n",
"print(df)\n",
"\n",
"# 5. Группировка и агрегация\n",
"# Сгруппируем по возрасту и вычислим среднее баллов и новый столбец\n",
"grouped = df.groupby(\"Возраст\").agg(\n",
" Средний_балл=(\"Баллы\", \"mean\"),\n",
" Средний_новый=(\"Новый столбец\", \"mean\"),\n",
" Количество=(\"Имя\", \"count\")\n",
")\n",
"print(\"\\nРезультат группировки по возрасту с агрегацией:\")\n",
"print(grouped)\n",
"\n",
"# 6. Фильтрация по условию\n",
"filtered = df[df[\"Возраст\"] > 24]\n",
"print(\"\\nСтуденты старше 24 года:\")\n",
"print(filtered)\n",
"\n",
"# РАЗДЕЛ 2: numpy\n",
"\n",
"# 1. Создаём одномерный массив\n",
"arr = np.array([2, 4, 8, 16, 32])\n",
"print(\"\\n--- Операции с одномерным массивом ---\")\n",
"print(\"Сумма элементов:\", np.sum(arr))\n",
"print(\"Среднее значение:\", np.mean(arr))\n",
"print(\"Медиана:\", np.median(arr))\n",
"print(\"Стандартное отклонение:\", np.std(arr))\n",
"\n",
"# 2. Двумерный массив\n",
"arr_2d = np.array([[3, 4], [5, 6]])\n",
"print(\"\\nДвумерный массив (2x2):\")\n",
"print(arr_2d)\n",
"\n",
"# 3. np.linspace() равномерно распределённые числа\n",
"lin = np.linspace(0, 12, 6) # от 0 до 12, 6 значений\n",
"print(\"\\nnp.linspace(0, 12, 6):\", lin)\n",
"\n",
"# 4. np.random.randn() случайные числа из нормального распределения\n",
"randn_arr = np.random.randn(7, 7) # матрица 7x7\n",
"print(\"\\nСлучайная матрица 7x7 из стандартного нормального распределения:\")\n",
"print(randn_arr)\n",
"\n",
"# 5. np.dot() матричное умножение\n",
"A = np.array([[3, 4], [1, 2]])\n",
"B = np.array([[7, 8], [5, 6]])\n",
"dot_product = np.dot(A, B) # или A @ B\n",
"print(\"\\nМатрица A:\")\n",
"print(A)\n",
"print(\"Матрица B:\")\n",
"print(B)\n",
"print(\"Результат умножения A * B (np.dot):\")\n",
"print(dot_product)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "41b9ed4d-9ecd-4385-b634-58352d8e0a60",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 800x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# 1. Базовый график с изменениями\n",
"x = np.linspace(0, 22, 220)\n",
"y_sin = np.sin(x)\n",
"y_cos = np.cos(x)\n",
"\n",
"plt.figure(figsize=(8, 4))\n",
"plt.plot(x, y_sin, label='sin(x)', color='red') # цвет изменён на красный\n",
"plt.plot(x, y_cos, label='cos(x)', color='green') # дополнительный график\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.title(\"Графики синуса и косинуса\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n",
"# 2. Столбчатая диаграмма (bar)\n",
"categories = ['A', 'B', 'C', 'D', 'E']\n",
"values = [3, 7, 2, 5, 8]\n",
"plt.figure(figsize=(6, 4))\n",
"plt.bar(categories, values, color='skyblue', edgecolor='black')\n",
"plt.title(\"Столбчатая диаграмма\")\n",
"plt.xlabel(\"Категории\")\n",
"plt.ylabel(\"Значения\")\n",
"plt.show()\n",
"\n",
"# 3. Точечная диаграмма (scatter)\n",
"np.random.seed(42)\n",
"x_scatter = np.random.rand(50) * 10\n",
"y_scatter = np.random.rand(50) * 10\n",
"plt.figure(figsize=(6, 4))\n",
"plt.scatter(x_scatter, y_scatter, color='purple', alpha=0.6)\n",
"plt.title(\"Точечная диаграмма (scatter plot)\")\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.grid(True)\n",
"plt.show()\n",
"\n",
"# 4. Гистограмма (hist)\n",
"data = np.random.randn(1000) # 1000 случайных чисел из нормального распределения\n",
"plt.figure(figsize=(6, 4))\n",
"plt.hist(data, bins=20, color='orange', edgecolor='black', alpha=0.7)\n",
"plt.title(\"Гистограмма распределения\")\n",
"plt.xlabel(\"Значения\")\n",
"plt.ylabel(\"Частота\")\n",
"plt.grid(axis='y', alpha=0.75)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "86981098-e893-4e89-b5df-599be65af9fc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 563.486x500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Создаём DataFrame\n",
"df = pd.DataFrame({\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n",
" \"Возраст\": [24, 25, 26, 27, 28, 29],\n",
" \"Баллы\": [88, 67, 92, 80, 83, 94],\n",
" \"Группа\": [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n",
"})\n",
"\n",
"# 1. Boxplot яркая палитра Set1 (красный, синий и т.д.)\n",
"plt.figure(figsize=(10, 5))\n",
"sns.boxplot(x=\"Группа\", y=\"Баллы\", hue=\"Группа\", data=df, palette=\"Set1\", legend=False)\n",
"plt.title(\"Распределение баллов по группам\", fontsize=14, fontweight=\"bold\")\n",
"plt.xlabel(\"Группа\", fontsize=12)\n",
"plt.ylabel(\"Баллы\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# 2. Гистограмма ярко-оранжевый цвет с фиолетовой KDE\n",
"plt.figure(figsize=(10, 5))\n",
"sns.histplot(df[\"Баллы\"], bins=5, kde=True, color=\"orangered\", edgecolor=\"black\", alpha=0.8)\n",
"# Линию KDE сделаем ярко-синей\n",
"plt.setp(plt.gca().lines, color=\"magenta\", linewidth=2.5)\n",
"plt.title(\"Гистограмма распределения баллов\", fontsize=14, fontweight=\"bold\")\n",
"plt.xlabel(\"Баллы\", fontsize=12)\n",
"plt.ylabel(\"Частота\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# 3. Точечная диаграмма яркая палитра Dark2\n",
"plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Группа\", style=\"Группа\", data=df,\n",
" s=150, palette=\"Dark2\", edgecolor=\"black\", linewidth=1)\n",
"plt.title(\"Зависимость баллов от возраста\", fontsize=14, fontweight=\"bold\")\n",
"plt.xlabel(\"Возраст\", fontsize=12)\n",
"plt.ylabel(\"Баллы\", fontsize=12)\n",
"plt.legend(title=\"Группа\", title_fontsize=\"12\", fontsize=\"11\")\n",
"plt.grid(alpha=0.5)\n",
"plt.show()\n",
"\n",
"# 4. Парные графики яркая палитра virginis (очень насыщенная)\n",
"sns.pairplot(df, hue=\"Группа\", palette=\"viridis\", plot_kws={\"s\": 80, \"alpha\": 0.9})\n",
"plt.suptitle(\"Парные зависимости в данных\", y=1.02, fontsize=14, fontweight=\"bold\")\n",
"plt.show()\n",
"\n",
"# 5. Корреляционная матрица яркая карта цветов \"plasma\"\n",
"numeric_df = df.select_dtypes(include=[np.number])\n",
"plt.figure(figsize=(8, 6))\n",
"sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\", linewidths=1,\n",
" linecolor=\"white\", annot_kws={\"size\": 12, \"weight\": \"bold\"})\n",
"plt.title(\"Корреляционная матрица\", fontsize=14, fontweight=\"bold\")\n",
"plt.xticks(fontsize=11)\n",
"plt.yticks(fontsize=11)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "86596df2-f9d0-4f28-9c7f-b8d8e63d79db",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Пример 1: базовый цикл с описанием\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Загрузка данных: 0%| | 0/90 [00:00<?, ?it/s]\u001b[A\n",
"Загрузка данных: 10%|██▋ | 9/90 [00:00<00:00, 86.16it/s]\u001b[A\n",
"Загрузка данных: 20%|█████▏ | 18/90 [00:00<00:00, 85.47it/s]\u001b[A\n",
"Загрузка данных: 30%|███████▊ | 27/90 [00:00<00:00, 86.14it/s]\u001b[A\n",
"Загрузка данных: 40%|██████████▍ | 36/90 [00:00<00:00, 86.62it/s]\u001b[A\n",
"Загрузка данных: 50%|█████████████ | 45/90 [00:00<00:00, 86.69it/s]\u001b[A\n",
"Загрузка данных: 60%|███████████████▌ | 54/90 [00:00<00:00, 86.82it/s]\u001b[A\n",
"Загрузка данных: 70%|██████████████████▏ | 63/90 [00:00<00:00, 86.73it/s]\u001b[A\n",
"Загрузка данных: 80%|████████████████████▊ | 72/90 [00:00<00:00, 86.94it/s]\u001b[A\n",
"Загрузка данных: 90%|███████████████████████▍ | 81/90 [00:00<00:00, 86.37it/s]\u001b[A\n",
"Загрузка данных: 100%|██████████████████████████| 90/90 [00:01<00:00, 86.40it/s]\u001b[A\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Пример 2: стилизованный прогресс-бар\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Обработка информации: 0%|\u001b[32m \u001b[0m| 0/130 [00:00<?, ?it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 8%|\u001b[32m███▎ \u001b[0m| 11/130 [00:00<00:01, 108.43it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 17%|\u001b[32m██████▌ \u001b[0m| 22/130 [00:00<00:01, 107.23it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 25%|\u001b[32m█████████▉ \u001b[0m| 33/130 [00:00<00:00, 106.42it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 34%|\u001b[32m█████████████▏ \u001b[0m| 44/130 [00:00<00:00, 105.55it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 42%|\u001b[32m████████████████▌ \u001b[0m| 55/130 [00:00<00:00, 105.22it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 51%|\u001b[32m███████████████████▊ \u001b[0m| 66/130 [00:00<00:00, 104.79it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 59%|\u001b[32m███████████████████████ \u001b[0m| 77/130 [00:00<00:00, 104.40it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 68%|\u001b[32m██████████████████████████▍ \u001b[0m| 88/130 [00:00<00:00, 103.76it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 76%|\u001b[32m█████████████████████████████▋ \u001b[0m| 99/130 [00:00<00:00, 104.47it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 85%|\u001b[32m████████████████████████████████▏ \u001b[0m| 110/130 [00:01<00:00, 104.81it/s]\u001b[0m\u001b[A\n",
"Обработка информации: 100%|\u001b[32m██████████████████████████████████████\u001b[0m| 130/130 [00:01<00:00, 105.03it/s]\u001b[0m\u001b[A\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Пример 3: обработка строк DataFrame\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Обработка записей: 0%|\u001b[34m \u001b[0m| 0/4 [00:00<?, ?it/s]\u001b[0m\u001b[A\n",
"Обработка записей: 25%|\u001b[34m███████████████████████████████████████████████████████████████▎ \u001b[0m| 1/4 [00:00<00:01, 2.50it/s]\u001b[0m\u001b[A"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обработана запись: Гунбин - 67 баллов\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Обработка записей: 50%|\u001b[34m██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▌ \u001b[0m| 2/4 [00:00<00:00, 2.49it/s]\u001b[0m\u001b[A"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обработана запись: Сидоров - 84 баллов\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Обработка записей: 75%|\u001b[34m█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▊ \u001b[0m| 3/4 [00:01<00:00, 2.49it/s]\u001b[0m\u001b[A"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обработана запись: Гареев - 42 баллов\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Обработка записей: 100%|\u001b[34m█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████\u001b[0m| 4/4 [00:01<00:00, 2.49it/s]\u001b[0m\u001b[A"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обработана запись: Морозов - 89 баллов\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"import pandas as pd\n",
"\n",
"# 1. Базовый прогресс-бар\n",
"print(\"Пример 1: базовый цикл с описанием\")\n",
"for i in tqdm(range(90), desc=\"Загрузка данных\", ncols=80):\n",
" time.sleep(0.011)\n",
"\n",
"# 2. Кастомный прогресс-бар (исправлено!)\n",
"print(\"\\nПример 2: стилизованный прогресс-бар\")\n",
"for i in tqdm(range(130), desc='Обработка информации', ascii=\" ▏▎▍▌▋▊▉█\", ncols=100, colour=\"green\"):\n",
" time.sleep(0.009)\n",
"\n",
"# 3. Использование tqdm с DataFrame.iterrows()\n",
"print(\"\\nПример 3: обработка строк DataFrame\")\n",
"df = pd.DataFrame({\n",
" \"Фамилия\": [\"Гунбин\", \"Сидоров\", \"Гареев\", \"Морозов\"],\n",
" \"Возраст\": [20, 23, 19, 25],\n",
" \"Рейтинг\": [67, 84, 42, 89]\n",
"})\n",
"\n",
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка записей\", colour=\"blue\", ascii=\" ▏▎▍▌▋▊▉█\"):\n",
" time.sleep(0.4)\n",
" print(f\"Обработана запись: {row['Фамилия']} - {row['Рейтинг']} баллов\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "a0789eb2-5321-40b2-be49-6c1d20cb3d5b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первые 5 строк:\n",
" name_pais name tag rank expLevel trophies \\\n",
"0 Afghanistan f34r #2UQ99VLU2 1 13 6148 \n",
"1 Afghanistan Ķìňğ Ãìmãĺ #QJRU92L 2 13 6005 \n",
"2 Afghanistan L☯I☯Y☯A☯M #800CLLPU8 3 13 5988 \n",
"3 Afghanistan FRAIDOON ISHAQ #9LLLJP8C 4 13 5920 \n",
"4 Afghanistan ⚡king behzad⚡ #P9VLCU8Y9 5 13 5912 \n",
"\n",
" name_clan tag_clan id_arena name_arena \n",
"0 PhatKatz #G9LGQR 54000015 Master I \n",
"1 God of War #V2RUJ88 54000015 Master I \n",
"2 اسیرسرنوشت #L2CC2L9C 54000015 Master I \n",
"3 Afghanistan #PGV80J0P 54000014 Challenger III \n",
"4 Delta Force #LR8P9L8C 54000014 Challenger III \n",
"\n",
"Информация о данных:\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 167233 entries, 0 to 167232\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 name_pais 167233 non-null str \n",
" 1 name 167226 non-null str \n",
" 2 tag 167233 non-null str \n",
" 3 rank 167233 non-null int64\n",
" 4 expLevel 167233 non-null int64\n",
" 5 trophies 167233 non-null int64\n",
" 6 name_clan 154763 non-null str \n",
" 7 tag_clan 154764 non-null str \n",
" 8 id_arena 167233 non-null int64\n",
" 9 name_arena 167233 non-null str \n",
"dtypes: int64(4), str(6)\n",
"memory usage: 12.8 MB\n",
"None\n",
"\n",
"Статистическое описание числовых колонок:\n",
" rank expLevel trophies id_arena\n",
"count 167233.000000 167233.000000 167233.000000 1.672330e+05\n",
"mean 469.010668 11.859280 5262.624847 5.400002e+07\n",
"std 291.745275 2.070822 1193.166262 1.125625e+01\n",
"min 1.000000 1.000000 23.000000 5.400000e+07\n",
"25% 211.000000 11.000000 5182.000000 5.400001e+07\n",
"50% 454.000000 13.000000 5609.000000 5.400001e+07\n",
"75% 719.000000 13.000000 5839.000000 5.400001e+07\n",
"max 1000.000000 13.000000 7408.000000 5.400006e+07\n",
"\n",
"Проверка пропущенных значений:\n",
"name_pais 0\n",
"name 7\n",
"tag 0\n",
"rank 0\n",
"expLevel 0\n",
"trophies 0\n",
"name_clan 12470\n",
"tag_clan 12469\n",
"id_arena 0\n",
"name_arena 0\n",
"dtype: int64\n",
"\n",
"Имитация обработки строк с прогресс-баром...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка игроков: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 167233/167233 [00:04<00:00, 34948.96it/s]\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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NZf3updn+idSdXmVVkKltodeqm3ppxoeXRlnWVUnHtI5THa+aQk5l03fUvqfvraBd68HfO8Sbbk5J93QcabpJfYZ6gHjKs662RMN6HnroIbvvvvvc0BgdJzo+VZHhBfGJSfM8qlzQdtf20H5S1ooEAIgyzngAANc1VTfimldeQZK61atbrQJ8dV1VS7ICC2UGV/dfBe56TtnY1XKn7s6aE1stnlvKHl8SdU1W4KAkfBpDqyBBN/f+bvJq6VYwo67D6lqrYE1BsyoRNAZXAZsyeHsJ51S+xIzxHgU6+j8F8woIFTg88cQTLlh/++23XYuyxhnrO6kFVC39/fr1c8Fiz549/5Y5vjiaH1xdoTUnuFro161b54Jvvae6FJd3XYnKruzjm1Oa9ZUspdl+Chy1HtWKqvWsAExdpRWQaZ36k6Zp/Wo/U9Cq1nWtd1UUaHiCMscr+FOgrkoWdanXfuufSaEs37002z/RLbfcEv9b30E5JvTaZCQTLOu6Ko4CcgXsCshVcaH1oXWqwFxDZBQAayiKf50pUFcQrRwM2pb6/hob709uWJ51tSX6LtpOjz32mNt/RMeNhusoyZ2OI5VVM2Yk0jZVLxiy2APIRFU0P13QhQAAZC4F3wpKFaCoNTZZ76dg3Ru3XhyNNdcUVldddVWFPzOTJXv7bYkqjTTmXV3wkRzq2aAeJJoZQS3zAIBoYMw8AAAAAAARQzAPAKhUlBH+5JNP3mIXdnVXLm5udAAAgChgzDwAoFLR+FuNEd6S2267LS3lAQAASAXGzAMAAAAAEDF0swcAAAAAIGII5gEAAAAAiBjGzJdAc7Bu3LjRsrKy3FyrAAAAAACkkmaOVyy61VZbuVh0cwjmS6BAfvr06anYPgAAAAAAlKhly5ZWrVq1kl9AMF8yrxZEK7Fq1aqbXYkAAAAAAFTUpk2bXKPyllrlhZb5Enhd6xXIE8wDAAAAANKlNEO9SYAHAAAAAEDEEMwDAAAAABAxBPMAAAAAAEQMwTwAAAAAABFDMA8AAAAAQMQQzAMAAAAAEDEE8wAAAAAARAzBPAAAAAAAEUMwDwAAAABAxBDMAwAAAAAQMQTzAAAAAABEDME8AAAAAAARQzAPAAAAAEDEEMwDAAAAABAxBPMAAAAAAEQMwTwAAAAAABFDMA8AAAAAQMRsFXQBAAAAACAos2fPtrlz5272NfPnz7eVK1dW6HPq1KljTZo0KfH5pk2b2h577FGhz0BmIZgHAAAAkLEef/xxmzp1atDFsNatW9vQoUODLgYihGAeAAAAQMa66qqrQtMyD5QFwTwAAACAjKWu7XRvRxSRAA8AAAAAgIghmAcAAAAAIGII5gEAAAAAiBiCeQAAAAAAIoZgHgAAAACAiCGYBwAAAAAgYgjmAQAAAACIGOaZBwAAABCIhQsX2urVqyv0HrVr17aGDRsmrUxAVBDMAwAAAEi7vLw8y8nJscLCwgq9T1ZWlo0fP97q1q2btLIBUUAwDwAAACDtFHzn5uaW2DI/f/58Gzx4sPXr18+aNGmy2ZZ5AnlkIoJ5AAAAAIEoTfd4BfLNmzdPS3mAKCEBHgAAAAAAEUPLPAAAAICkW7JkieXn55f7/9XN3v+7vLKzs61BgwYVeg8gjAjmAQAAACQ9kM/p1t02rF9X4ffSuPmK2LpadcsdPYqAHpUOwTwAAACApFKLvAL5gmadrLBGdmBrN2ttvtmcCa48tM6jsgk0mNcUEn379v3b8ipVqtjMmTNtxowZNmDAAJs1a5btscceNnDgQNtvv/3ir3vnnXfs0UcftaVLl9phhx1mgwYNsu233949F4vF7KGHHrLXXnvNTXdx5pln2o033uimrgAAAACQegrkC7epx6oGUiDQyPaEE06wzz//PP7z2WefuWyV3bt3tzVr1liPHj3sgAMOcEF/27Zt7YorrnDLZdq0aW6aij59+tgrr7xiK1euLFIx8Pzzz7tgf9iwYfbYY4/Z22+/7ZYBAAAAmWrTpk32/fff2yeffOJ+6zGAaAq0Zb5GjRrux/PUU0+5FnW1oL/11ltWvXp1u/nmm11LvQL3iRMn2gcffGBdu3Z1c1Ief/zxdtppp7n/feCBB6xLly62YMEC23XXXW3UqFF29dVXu8oA0XsOHTrULr300sC+LwAAABAU3UsPHz7cjWf3qOt57969rWPHjin5zKyCvJS8b1Q+H8iIMfN5eXn29NNP2913323VqlWzqVOnWrt27VwgL/q9//7725QpU1wwr+cvv/zy+P/vvPPObp5KLdf/L1q0yA488MD483qv33//3f744w/bcccdA/mOAAAAQFCBfP/+/f+2XIG9lt91110pCehrzp2Y9PcEELJg/uWXX3ZB9nHHHeceaxy8xsn77bDDDvbzzz+7v4sLyvX84sWL3f+K//l69f43VkfPlyWY13h7r0JBNOZey/z0vH6SsVzUO6E0y1UWLUvGcr4T24l9j+OJcwTncq5PXHO5j6ic90bqSn/fffcV+928x3q+Q4cOVrVq1aR8p2233da22rqabdyw3oKmctSpU8f9HebtVBn3Pb6TlXk7Ja6/0AfzKvC4cePssssuiy8rKChwLex+erx+/f9OCGvXri3xeT3nPfY/J97/l9a8efPiO7hOAqoIWLZsmRuj71HSPf2oosAb0y96rf7nt99+K/K56kFQq1Yt997+jde4cWPbaqutbM6cOUXK0KxZM9u4caP9+uuvRQ4WLdd6WrhwYZHvqfdZtWqVq/Dw6PP0uStWrLDly5fHl/Od2E7sexxPnCM4l3N94prLfUTlvjeaO3duvMz77ruv61q/YcMGF3CrEeybb75xz7/33nvWokWLpH2n0aNedOXQOvN/p0aNGrn7dc0f//DDD5cpeCmO7tWvv/56VzaVW/PK63t5MUHt2rXdcxLm7VQZ9z2+k5V5O+n4KK0qsYoePUmgZHbnnXeeffHFF+7gEyW/a968uRvr7hkyZIj98ssv9uSTT1qbNm1cYjt/d6CzzjrLJdVTl3r9rffVuHvRwdy6dWuXTE8nqS1RDaa69Ldq1crVUHqoLaMGkFpNamq9cwG1z7QS0PJBaw4tVNwbRaF1VPO0K+GdAgp/kOjxlh955JEuT1U6v5MCxdWrV5f7u6osCtYVGEV9O/m/U0XLzneqEtntpMcaOq541x+HhrZl/t///rdLVOcF8qIaQ9VK+emx10W+pOfr168fn0NSNXK77LJL/G/R82WhDZU4nV1J09sla7m/W/+Wlns7QUWX853YTux7HE+cI5J7PuRczvWJay7HU1jOEV7Cu+ICef9yvc5f3nSc97x79WTjXB6OfS/Z2yMTvlOsDG3toZh0XS3oSm7np1Z0TZfhfRn9njx5slvuPT9p0qT465XwTj9armBetXP+5/W3lpH8DgAAAJmktI1ZZW30AhCsUATzSmqXmOxOifBUS6huQbNnz3a/NWZD09GJuuW/+eabbqz9zJkz3RR2nTt3dtPSec8/+OCD9vXXX7ufhx56yM1fDwAAAGSSmjVrJvV1AMIhFN3s1T3eyzDp0dgXzTs/YMAAe/XVV22vvfaykSNHxpNXtG3b1k2hoXHz+fn5duihh9qgQYPi/6/55P/880/r06ePG2tw5pln2kUXXZT27wYAAAAE6Ycffkjq6wCEQygS4IWRlwCvNIkHAAAAgLBSgmh/FvSSqNFMGe0BRCMODUU3ewAAAACpoWnHkvk6AOFAMA8AAABUYppTPpmvAxAOBPMAAABAJVbaUbWMvgWihWAeAAAAAICIIZgHAAAAACBiCOYBAAAAAIgYgnkAAAAAACKGYB4AAAAAgIghmAcAAAAAIGII5gEAAIAKmj17tnXp0sU6d+7sfusxAKTSVil9dwAAAKCSUwCfOF/7ZZdd5v7+7LPPAioVgMqOlnkAAAAgSYF8WZ8HgPIimAcAAADKIbErfZ06deyGG25wvzf3OgBIBrrZAwAAAOXgdaWX1157zerVq+f+Pvnkk23ZsmV25plnxl+Xzu72CxcutNWrV5frf2fNmuV+165d2xo2bJjkkgFIJoJ5AAAAoIJB8vLly91POoLkJUuWWH5+frHPrVq1ym688UY3br88evTo4X5nZWXZkCFDbNttty3xtdnZ2dagQYNyfQ6AiqsSK++RXslt2rTJpkyZYm3atLGqVasGXRwAAAAEKC8vz7p27WqFhYUVeh8FyePHj7e6deuWO5C/IKebbdyw3oK21dbVbEzuaAJ6IKA4lJZ5AAAAYAsUfOfm5hZpmfdasaV///7uJnzw4MHWr18/dxN+1113xZ8fOXJkvGW+vIG8p3DTplBsr7CUA8hUtMyXgJZ5AAAAbM5vv/1mOTk5RVrd1XLv/faoEmCXXXZJ2sqcOXOmLViwoNjn1qxZY4888kiFP6NKlSp27bXXWq1atUp8za677mp77713hT8LwP+hZR4AAABIMQXoaoHXzbd4Abw/kNfzyQzkRQH05oLoAw88sMQeBFvi70FAAjwg3OhmDwAAAJTTJ598YkceeWQ8oPdTIK/n0y0xCN9tt91s3rx5W/w/va558+YpLBmAZGKeeQAAAKACFLCrK3316tXdY/3W4yAC+eIMHTq0yGMNAzjjjDPc7829DkC40TIPAAAAbGHKt9LQlHBKgKffGrvuTUdXFqmY7k3v2ahRI/v999/jwwBef/31Iq/R83odgOggAV4JSIAHAACQWYF8TrfutmH9ukDLsXW16pY7elRKpnu74IIL4gF9YiA/ZsyYpH8egLIjAR4AAABQBmqRVyBf0KyTFdYIpoU6a22+2ZwJriypCOYVsOu9NXWeKi/0GepJQIs8EE10swcAAAA8sVil/mwF7sOGDUv55wBIPYJ5AAAA4P+rOXci6wJAJBDMAwAAIJSC6BK+ttH+FqtW24JQZf1qq/H75EA+G0D0EMwDAAAgdBKTtS1dutROPfXUlCVrUyWBks9ZwMG0ysAYdgClQTAPAACAUCkp67pouZ5PdkCvln9lka/I1HTz5893vQfUm6BJkybleo9UTE0HoHIimAcAAEBoKJguKZD36Hm9Ltkt2AqiyxtIqzz333+/+3vs2LH28MMP08IOIKWyUvv2AAAAQOlddtllSX1dOqingIYA/PLLL+6xfuuxlgNAqhDMAwAAIDQ0Nj6Zr0vnkIAWLVoU+e0NCQCAVCCYBwAAACo4JOC9996za665xv2t33rsHxIAAMlGMA8AAIBQOuaYY+yzzz6L/+hxkBYuXGizZs2K/1x//fXxlvjffvvNJcAT/dbjfffd1z3W67z/0XsAQDJUicVisaS8UyWzadMmmzJlirVp08aqVq0adHEAAAAqLQW4q1evdn/36NGjyHMKiE844QTX0j1jxowiz40cOTL+d+3ata1hw4YpK2NeXp517drVCgsLK/Q+WVlZNn78eKtbt27SygYgM+NQgvkkrEQAAABU/iDZX+kgyl6vZHdqmfe62Ps9+uijrgJi9913t1tuuSUtlQ4AMicOZWo6AAAABEbBd25ubokt85uT2DKf6tbuxCBc088pa/2PP/5ou+yyi9WqVSv+3Jo1a+I9CZimDkAqEMwDAAAgUP4gef/997fJkydv8X/0uubNm1uQNM99o0aNXJI7DQU48MADrVu3bjZ69Gj79ttv3Wv0vF4HAMlGN/sS0M0eAAAgGJ07d97ia5QQLyz809P5KZAfM2ZMIGUCUPnjULLZAwAAIFS2FKiHKZAXBexvvvmm7bfffla/fn33W48J5AGkEt3sAQAAEDoK2DWlm7/LvbrWa/x5GKkr/bBhw4IuBoAMQjAPAACAUFLgrrnZlRRPye6CHiMPAGFCMA8AAICUWbJkieXn55f7/+fPn1/kd0Vazhs0aFCh9wCAMCGYBwAAQMoC+Zxu3W3D+nUVfq/BgwdX6P+3rlbdckePIqAHUGkQzAMAACAl1CKvQL6gWScrrBHc9GxZa/PN5kxw5aF1HkBlEXg2+/Xr19vAgQPdvJyHHHKIGxsVi8XcczNmzLCzzjrLWrdubWeccYb98MMPRf73nXfesaOOOso937t3b1u+fHn8Ob3Hgw8+aAcffLAddNBB9sADD1hhYWHavx8AAEDG+//3dhn7+QBQGVvm7777bvv666/t2Weftb/++suuu+46a9iwoZ1yyiku2cnJJ59s9913n7388st2xRVX2EcffWS1atWyadOmWb9+/VxFwN577+26XvXt29eeeuop977PP/+8C/aVVXTjxo1200032Q477GCXXnpp0F8ZAAAgo9ScOzHoIgBApRNoMJ+Xl2evv/66C7xbtWrlll1yySU2depU22qrrax69ep28803W5UqVVzgPnHiRPvggw+sa9eulpuba8cff7yddtpp7v/U8t6lSxdbsGCB7brrrjZq1Ci7+uqr7YADDnDP33jjjTZ06FCCeQAAkDEWLlxoq1evLvf/165d2zWyVNTaRvtbrFptC0qV9autxu//N8UdAFQGgQbzkyZNchcJdYP3qDVe7rjjDmvXrp0L5EW/NbfolClTXDCvgP/yyy+P/9/OO+/sLjZaXq1aNVu0aJHruu/Re/3+++/2xx9/2I477pjW7wkAABBEo0lOTk6FhhlmZWXZ+PHjrW7duuXOIK/EcxaCQFrlUHkAoLIINJhXK3qjRo3sjTfesCeffNI2bNjgAvUrr7zSli5danvssUeR16ub/M8//+z+Li4o1/OLFy92/yv+5+vVq+d+6/myBPO6AHoVCt5FLfGiqOf1k4zl4uUM2NJylUXLkrGc78R2Yt/jeOIcwbmc61PluubWqVPH9VTUMMbivpPuwzRM8bbbbrPGjRsXW3Y1uuh99Fnl+U7169e3US++EJ+arjzf6ddff/1bOcuznfQ9VB7/Z4RhO1XGfY/vxHZi3yv/8ZR4HIU2mF+zZo2bM3Ts2LF27733uiC8f//+VrNmTSsoKHAt7H56rIR5snbt2hKf13PeY/9z4v1/ac2bNy9+gtJFQBUBy5Yts5UrV8Zfs/3227sfVRToO3n0Wv3Pb7/9VuRz1YNA4/713v6NpwuUhhfMmTOnSBmaNWvmxv3rYuY/IWu51pO60Pm/p95n1apVrsLDo8/T565YsaJIokC+E9uJfY/jiXME53KuT5X7mrvnnnsW+52aNGni/q5atar7P/93Uvn0nXRPpfer6Hfy3t/7TipLcd9Jn5X4nbwbW385N7ed9HnFbSeVz79uwradKuO+x3diO7HvWZmPJzV2l1aVWFlC/yQbOXKkPfTQQ/bpp5/GC/3CCy+4ZHe6wDRv3tyNdfcMGTLEfvnlF9eK36ZNG3vsscesY8eO8eeV+f6EE05wXer1t5Lkady96GKkrPfqKtaiRYstlm3Tpk2uS7/G8uvi4aFWk5paap9pJfDOBbR80JpDCxUtiVFuHZ09e7Yb3qj7Kt1zBfmdNDxSPQgq0jKvXgS77LILrdgR2PfobRCNcwTbyQLZTnqsoeOKd/1xaOha5tXVScG2v/ahadOm7oSucfSqPfTTY6+LvOYILe55vac3f6ha+nVS9/72PrMstKH0k7ispNcmY7m/W/+Wlns7QUWX853YTux7HE+cI5J7PuRczvUpCtdc730S3yud9xEa29+tW7ctju2/5557Sj2+n3uj8O973MNyX86+V/zxFJlu9mopX7dunc2dO9cF8aLuOQru9dzTTz/tvowOdv2ePHmy9ezZM/6/SqCnMfaiCgD9aLmCeXVb0PNeMK+/tYzkdwAAAOGh4FuzFFUk677XMl/eRH0AEEWBBvMaR9O5c2c3P/ydd97pWs/V9V4J8I477jjXBV/dqs4991w3rl7jhTQdnZx33nmuFlfdD1q2bOlep/fStHTe8w8++KDttNNO7rHeS9PeAQAAIFySMf0dAGSaQIN5UcA9aNAgF3wr8d0FF1zggnS1xj/11FM2YMAAe/XVV22vvfZygb6SBEjbtm3trrvucuPmlSH10EMPde/jufTSS+3PP/+0Pn36uLEGZ555pl100UUBflMAAAAAAJIj0AR4YeYlwCtN4gEAAIComTVrlkuAp8YSfwI8AEA04tDAW+YBAABQdkuWLInP314emh7Y/7u8srOz48mHAQDpQzAPAAAQwUA+p1t327B+XYXfS3mHKmLratUtd/QoAnoASDOCeQAAgIhRi7wC+YJmnaywRnZg5cham282Z4IrD63zAJBeBPMAAAARpUC+cJt6QRcDABCAojPUAwAAAACA0KNlHgAAIKKyCvIy+vMBIJMRzAMAAERUzbkTgy4CACAgBPMAAAARVdC0oxXWrBtoyzwVCgAQDIJ5AACAiFIgTwI8AMhMJMADAAAAACBiaJkHAACIKDfPewZ/PgBkMoJ5AACAiMnOzratq1U3mzMh6KK4cqg8AID0IpgHAACImAYNGlju6FGWn1/+lvH58+fb4MGDrV+/ftakSZNyv48CeZUHAJBeBPMAAABlsHDhQlu9enWF1lnt2rWtYcOGFXoPBdDJCKIVyDdv3rzC7wMASC+CeQAAgFLKy8uznJwcKywsrNA6y8rKsvHjx1vdusFNKwcAiDaCeQAAgFJS8J2bm7vZlvnSdF9XyzyBPACgIgjmAQAAyqC03ePD0H19c0MCVOng/52q4QAAgNQgmAcAAMjgIQHqRVAShgMAQHgRzAMAAGTokIAtYTgAAIQXwTwAAEAlRRd5AKi8soIuAAAAAAAAKBuCeQAAAAAAIoZu9gAAAD5Lliyx/Pz8cq+T0mSJL43s7Gxr0KAB2wYAUCyCeQAAAF8gn9Otu21Yv67C62RzWeJLY+tq1S139CgCegBAsQjmAQAA/j+1yCuQL2jWyQprZAe2XrLW5pvNmeDKQ+s8AKA4BPMAAAAJFMgXblOP9QIACC2CeQAAgARZBXkZ/fkAgPAjmAcAAEhQc+5E1gkAINQI5gEAABIUNO1ohTXrBtoyT4UCAGBzmGceAAAgUZUqmf35AIDQo2UeAACEwsKFC2316tUVeo/atWtbw4YNKzS3u6aEUyb5oKkcKg8AAMUhmAcAAIHLy8uznJwcKywsrND7ZGVl2fjx461u3fJ1kdc0cJrbXVPCldf8+fPdHPP9+vWzJk2alPt9FMgzLR0AoCQE8wAAIHAKvnNzc0tsmS9tgKyW+fIG8h4F0MkIolXO5s2bV/h9AAAoDsE8AAAIhdJ0jw9DgLyl4QCqePD/TsVwAAAACOYBAABSMBxAPQlSNRwAAACCeQAAgCQNByitZAwHAABkNoJ5AACQFkuWLCl3YrnSdF1PV1I5uscDAMKAYB4AAKQlkM/p1t02rF9XoffZXNf10k73pmz1ZIkHAEQdwTwAAEg5tcgrkC9o1skKawQzd3rW2nw3f7zKQjAPAIi6rKALAAAAMkgslpmfDQBAktEyDwAA0qbm3ImsbQAAkoBgHgAApE1B045WWDOYLO5ZBXlUJgAAKg2CeQAAkDYK5Au3qccaBwCgggjmAQBAepPQZeBnAwCQbATzAAAg5TS/u6aFUzb5IKkMKgsAAFEXeDD/0UcfWZ8+fYosO/bYY+2xxx6zGTNm2IABA2zWrFm2xx572MCBA22//faLv+6dd96xRx991JYuXWqHHXaYDRo0yLbffnv3XCwWs4ceeshee+01KywstDPPPNNuvPFGy8oigT8AAOmmqeA0v7umhSuP+fPnuznm+/XrZ02aNCl3ORTIMy2d2fr16+3NN9+0hQsXWsOGDe3UU0+1atWqlXu9AgAyMJifPXu2denSxQXinurVq9uaNWusR48edvLJJ9t9991nL7/8sl1xxRUu+K9Vq5ZNmzbNXdAV4O+9997uAt+3b1976qmn3Hs8//zzLtgfNmyYbdy40W666SbbYYcd7NJLLw3w2wIAkLkURFc0kFYg37x586SVKRM9+eSTNm7cONu0aVORZWeddZb17Nkz0LIBACIUzP/yyy/uoly/fv0iy9WirqD+5ptvtipVqrjAfeLEifbBBx9Y165dLTc3144//ng77bTT3OsfeOABVymwYMEC23XXXW3UqFF29dVX2wEHHOCeV6v80KFDCeYBAEDGUtA+duxY22677dw9UYcOHezLL7+0Z5991i0XAnoA+D/qwbR69WqriNq1a7teUJUymD/kkEP+tnzq1KnWrl07F8iLfu+///42ZcoUF8zr+csvvzz++p133tmtIC1XN7FFixbZgQceGH9e7/X777/bH3/8YTvuuGOavh0AAEB4utarRV6BvH5vtdX/bgNPOukkO+6441zLvJZfcskldLkHADPLy8uznJwcN2y7IjTUe/z48Va3bt3KE8xrXPvcuXPt888/d93j1d1LFxO1qGscvMbJ+6mb/M8//+z+Li4o1/OLFy92/yv+5+vV+980OHq+LMG8NpxXoeBtiMSNqef1k4zl3nopzXKVRcuSsZzvxHZi3+N44hzBuTzo65Mq3f2tH/7r06+//hofOy8lXbc0FM/f+hH0dwrTNfeNN95w91oK1r0cQl4Z9fjiiy+2hx9+2I2lV66hKHynyrid+E5sJ/a98BxPdevWtdGjR9uqVauKPUfo2nTPPffYbbfd5oaBlVTGbbfd1urUqVPkuZK+U2IZQhvMq8tCQUGBq/1VIrvffvvN7r77blu7dm18uZ8eq1ZZ9JqSntdz3mP/c+L9f2nNmzcvvjNoA6giYNmyZbZy5cr4a5R0Tz+qKNBYf49eq//R9/J/rm4ydLOh9/ZvvMaNG7ta8jlz5hQpQ7Nmzdy4f+9GxtuBtFzrSevR/z31PtrhVOHh8W5uVqxYYcuXL48v5zuxndj3OJ44R3AuD8P1SUG6gskt3cQoR87m6POVAFc3TkF/p7Bdc//73//G/1+vUbnVk1HvoSGPXiWIvmNUvlNl3E58J7YT+164jqeaNWu6/0k8R+i1qoSWqlWrumHjOkfovYs7R6gspflOjRo1stKqEitL6J+irgvKLOsFzB9++KFLVnfQQQe5xHYa6+4ZMmSI65av8V5t2rRxGe87duwYf17dw0444QTXpV5/K0mext2LAvzWrVu77g0tWrTYYrlUc60u/a1atXIbx0NNLbXP1KjT8uGdC2jNoYWKVrf0tcyXthWUlvmSW6jUhX7EiBEuufC3337rglLPTjvt5PIMKXlw7969aZmnZZ7eBvSgoKeLbfl+T7OuKc+I4tO99torKb139FhDxxXv+uPQUI6ZTxw3sPvuu9u6detczYZqpfz02Osir2y4xT2v//My5aq7/S677BL/WxIT7W2JNlTidHYlTW+XrOX+bv1bWu7tBBVdzndiO7HvcTxxjkju+ZBzedmvT941OxXYTuaSBuuG8+2337aDDz7Y7rjjDmvatKkb8qhupArktZ40TR33Edwbbe644XjivpxzhBWJE/Xbu7ZV9D6iLG3tgU66/u9//9vat29fpNuCuoApwFfr+vfffx//Mvo9efJk17ou+j1p0qT4/6mbmH60XMG8ui34n9ffWkbyOwAAkInUwlOjRg33908//eS6paorqH7rsej5LbUEAQDCIdBgvm3btq4b/O233+4uJBMmTHBTzF122WUuEZ7GKWlsnOai128F/ZqOTs477zyXoEVdxmbOnOmmsOvcubObls57/sEHH7Svv/7a/Wj8XPfu3YP8ugAAAIHR8EMF70cddZS7x9K9kRLd6bcea7me1+sAAOEXaDd7zbeneU2VAfCMM86wbbbZxs4991wXzKubgjLcDxgwwF599VU3BmHkyJFuLJxXEXDXXXe5cfP5+fl26KGH2qBBg+LvrblT//zzT+vTp4+rYdbF6qKLLgrw2wIAAATHS/J2/fXXu0YQNYooUZN6LqprvZJFffzxx0WSwQEAwivwMfN77rmnPf/888U+p+Rz//jHP0r8X803r5/iKIDv27ev+wEAAMh0yrIsGiOvJMOaAtjL0K77Jm/6X+91AIBwCzyYBwAAQOqpkURZ671ejYnZ7DW70M477+xeBwAIP4J5AACADKDWd+UXGjt2rG233XZu+t8OHTrYl19+6YY9KgmehjuSAA9ApliyZImr3Cyv+fPnF/ldXqpM9WZkK4vA55kPK2+e+dLM7wcAABCFe5sLLrjA3TTm5eW5m9jElnklwsvNzeXeB0Clt2TJEsvp1t02rF8XdFFs62rVLXf0KBfQlyUOpWUeAAAgAyhLvbrWa355jZnXYyW70xh5da3X7EC9e/d2y5VoGAAqs/z8fBfIFzTrZIU1sgMrR9bafLM5E1x5yto6TzAPAACQAbws9U2bNnWtPYkBu5b7XwcAmaCwRrYVblPPoijQeeYBAACQ/mz2xfGWk80eAKKBlnkAAIAMymY/ZswYu/vuuy0r6//adAoLC91ystkDyDRZBXmR/XyCeQAAgAygrvW9evWyAQMG2O233+6S4alrvVrkFcgrq/3AgQNJfgcgo9ScO9GiimAeAAAgQ3Ts2NEF7CNGjHDJ7jxqkddyPQ8AmaSgaUcrrFk30Jb58lYoEMwDAABkmMSZidXNHgAyUWHNuiTAAwAAQLhNnDjRdbPffffdbfjw4fbee++533qs5XoeABANtMwDAAAkyaZNm/42f7vGqoelbOpe36FDhyIJ8Fq0aOEeaxz9E088YYceemhoygwAaZnnPaKfTzAPAACQBGrVVrC8ePHi+DJlj1fSuTCMRVclg8p2xx13FMlkL3qshHgaR6/XJc5BDwCVTXZ2tm1drbrZnAlBF8WVQ+UpK4J5AACAJHVfr1atWpHlK1ascMvDkFxOvQVEGeyL4y33XgcAqbJw4UJbvXp1hd6jdu3a1rBhw3L/f4MGDSx39CjLzy9/y/j8+fNt8ODB1q9fP2vSpEm530eBvMpTVgTzAAAAFey+/vDDD7ukcvvvv7/l5OTEp3zLzc11U7498sgjgXdfV7d/UbnUtT6RlvtfBwCpkJeX586TFU28mZWVZePHj7e6dcufiV4BdHmC6EQK5Js3b27pRjAPAABQAVOmTHE3py1btnQtNP6x6Hp8zTXX2PTp093r2rVrF9i61vh9dfvXnPL+MfOim2ot1xR1eh0ApIqCb1V0bq5lvjQt3rVr165QIJ+MXgQqp/93qnoRlIRgHgAAoAIUpMtFF13kWue///77IgnwtPyGG24IPJhXrwCN31e3fyW70xh5rweBAnn1INBwAJLfAUi10ga2QbV4l7UXgSoeUt2LoDgE8wAAAEmg1vchQ4b8LQHescceG5r1q3H7CtiVqE/J7jxqkQ/DuH4AiFovgtJIVS8CgnkAAIAKaNOmjY0ePdpeeOEFN+2bssX7x8y/+OKL8deFgQJ2jd8P6xR6ABAmDVPQPT5ZCOYBAAAqQGPl1YVS3TDVzd7Pe6zn9bqwUODO9HMAEG0E8wAAABXw448/xsdTarz8V199FX+uevXq7ree1+sIoAEAyfJ/aUwBAABQZt687Mq6nDgmcrvttnPL/a8DACAZaJkHAACoAG9e9j/++ONvz6mb/ZIlS4q8DgAqO5338vPzy/3/pZ3ybUuys7OTMo98WFWJJQ7ugrNp0yY3hYyS1ZAQBgAAbO6e4YwzznBTGB188MHWvn17171+3bp19vXXX7tu92qhf+2117inAJARgXxOt+62Yf26oItiW1erbrmjR0UqoC9LHErLPAAAQJJMnjy5yJj5atWqud+0nQDIFGqRVyBf0KyTFdbIDqwcWWvzzeZMcOWJUjBfFgTzAAAAFaAp3tQqL+vXry/ynPdYz+t1JMADkCkUyBduUy/oYlRqBPMAAAAVsGzZsvjfXjf7GjVq2Nq1a+Pd7BNfBwBARRHMAwAAVICXpX733Xe3e+65x80p7zn11FPtsssuszlz5pDNHgCQVATzAAAAFbBq1aoic8onUiu9/3UAkAmyCvIy+vPTgWAeAACgAqpUqeJ+z5gxw26//Xa74IILrGnTpjZ37lwbM2aMW+5/HQBkgppzJwZdhEqPYB4AAKACNH3Q6NGjrXHjxvbLL79Y796948/ttNNObvmvv/7qXgcAmaKgaUcrrFk30Jb5mpW8QoFgHgAAoAIUpNetW9cF7EqAd+655xY7zzzBPIBMokCebPapRTAPAABQAVWrVrXrr7/eBgwYYN9//32ReeYV1Kt7/XXXXedeBwBAshDMAwAAVFDHjh1t4MCBNmLECFu8eHF8+fbbb29XXnmlex4AMknW2vyM/vx0IJgHAAChtmnTJps2bZqb2k3BcatWrULZyq2A/dBDD41EWQEgVbKzs23ratXN5kwIfCVvXa26K09lRTAPAABCa+LEiX9r7VZSuV69eoWytVuBe9u2bYMuBgAEpkGDBpY7epTl55e/ZXz+/Pk2ePBg69evnzVp0qTc75Odne3KU1kRzAMAUMktXLjQVq9eXaH3qF27tjVs2NDSHchrHLqSyp1zzjluvva1a9faN99845arW3sYA3oAyHQKoJMRRCuQb968eVLKVBkRzAMAUInl5eVZTk6OFRYWVuh9srKybPz48S5re7q61qtFXjdxc+bMsS+//DL+nG4QtfyJJ55w3drpxg4AlauSWS3z/t9hqWQOG4J5AAAqMQXfubm5Jd40lbYro26a0hXIi8adq2u9fg455BDr37+/NW3a1ObOnWtjxoyxL774Iv46urUDQOWsZNb1KSyVzJUimN9nn302+7ymX5kxY0ZFygQAAJKoNC0XYevKuGzZMve7ffv2dvfdd7ubNmnRooV73LdvXzeHu/c6AEDlqGQurdpprmSuFMG8bgh+//1322+//axz586pKRUAALBMb7mRww8/3DZu3Ghvvvmm65ap+5BTTz3VDjvsMBfMe68DAERHpnePDyyYf//99+3pp5+2Z555xk25ctttt9luu+2WtAIBAAB4rS3qUv/www8X6Y6psfJeYqVMb5UBAGSu//VZK4Nq1apZ79697b333rNatWrZKaecYg899JCtWbMmNSUEAAAZp169eu73okWLXIK7888/33XL1G891nL/6wAAyDRlDuY9O++8sz366KOuhV5Txxx33HH29ttvJ7d0AAAgI+29997utwJ39QR86aWXXMIk/d5hhx3iGey91wEAkGnK3M3+jTfe+Nuybt262auvvmo333yzjR071nWJAwAAKK933nknPkVds2bN7Nxzz7Xq1avbunXr3DzzynLvve6ss85iRQMAMk6Zg/lbb711s89Pnjy53IXp0aOHq32/77773GNlxR8wYIDNmjXL9thjDxs4cKBLvOfRBVy9A5YuXeoS4QwaNMj9v8RiMdf9/7XXXnPj7M4880y78cYb49lwAQCoDJYsWWL5+fnl/v/SzOVbGtnZ2fFx7MmgZHdy00032ahRo4rMM7/TTju5a/qDDz4Yfx0AAJmmzMH8J598kpKCvPvuuzZhwgQ7/fTT3WONwVdwf/LJJ7vg/uWXX7YrrrjCPvroIzdWX/PKak5cBfjqYqc5CDVNzVNPPeX+//nnn3fB/rBhw1wWXN0MqFvepZdempLyAwAQRCCf0627bVi/rsLvtbm5fEtj62rVLXf0qKQF9F6m459++slNe5tIFf3+1wEAkGnKHMw3atSoyGN1d1NSvOIutKWlaWUeeOABa9myZXyZEuypO5267uu9FbhrbP4HH3xgXbt2dUlwjj/+eDvttNPc6/X/Xbp0sQULFtiuu+7qavGvvvpqO+CAA9zzqsEfOnQowTwAoNJQi7wC+YJmnaywRnZg5cham282Z4IrT7KCeU0/p6z1b731lnXo0MHuuOMOa9q0qc2dO9fdA2i5etvpdQAAZKIyB/MyZ84ce+yxx+yLL76w1atX27hx41x3do1p0/j5srr//vvdxfiPP/6IL5s6daq1a9cuXkmg3/vvv79NmTLFBfN6/vLLLy+SkE+181quygVluT3wwAPjz+u9fv/9d/cZO+64Y3m+NgAAoaRAvnCbypXVXQnuatasaX/99Zf997//dfceqijQbz0WPe8lwgMAINOUOZjXBfSCCy5wXdbVBV5ZZUUX03vuucdq164d7ypfGhoD991337lM+HfeeWd8ucbBa5y8nz7z559/dn8XF5TreSXE0f+K/3lv6ho9X5ZgXuPt/b0O1Argn+tW9Lx+krHcG+9fmuUqi5YlYznfie3EvsfxxDkieudy77OzCvIsSN7nqzz6Scb1SZXzCuSPPPJI++yzz1weHI/uOY444gj79NNP3evatGkT6u2UuJxrLtuJfY/jiXNE9K656TqXJ35WUoN5taIrCd1zzz3nHnuZ62+//XbX5V7d20sbzOv1SnDXv39/q1GjRpHnCgoKXAu7nx6vX7/e/b127doSn9dz3mP/c+L9f2nNmzcvvjPUqVPHVQQsW7bMVq5cGX+Nku7pRxUFGuvv0Wv1P7/99luRz1UPAo3713v7N17jxo1tq622cq0OfurxoHH/v/76a5EdSMu1nvzJf/Q99T6rVq0q0tNBn6fPXbFihS1fvjy+nO/EdmLf43jiHBHdc7l6nEnNuRMtDFQelT0Z1yetV7nwwgtdtnoF7qqs32233ey8885zw+q0TI0M3rUsrNvJwzU33McT2yka5z22E9upsu97jRKGtW9OlVhZQn8zV/v98MMPuxpxTRfTokULe/31191vtbL36tXLvv/++1K9l2rZdeHX+/kz5SvhnZLfNW/e3I119wwZMsR++eUXe/LJJ1051NW/Y8eO8ed1sT/hhBNcl3r9rSR5GncvCvBbt25t48ePd2XdEn03delv1apVkS581KhTW1YZawD5Tmwn9r1oHk9KAtezZ08raNrRCmvWtSBb5lWhoOuzrt3JOO/pGnz99de7RLb77rvv39b79OnT7aqrrnL3ELTM/9+6Ea5PXHO5j4jWuTxxOfd7mb2dCgsL473OtjSUrMwt8wqOvZbv4hLZJbaWbymDvWo02rZt6x57NRUffvihnXTSSe45Pz32ushr3Fxxz9evXz+efEc1+Lvsskv8b9HzZaENlTidXUnT2yVreUnJBItb7u0EFV3Od2I7se9xPHGOiN653PtsBfJhGDPvv2ZW9PqkCnhNQafhfHfffXeR9awbHc1yo3w5ep3/uTBup8q476Wq7HwnthP7HsdTpp8jYmVoay/zpOuHHnqoaxFX9wGPvpzGtanr/SGHHFLq9xo9erQbK//GG2+4H7X260d/6+KsFn7vy+i35rDXctHvSZMmxd9LCe/0o+UK5tVtwf+8/tYykt8BABB+ao1Qbz/1+tNQvh9//NF1W9RvPdbyK6+8kgR4AICMVeaWec3Xfs4559hxxx3n5ndXIK9u8ZoqRgG312W+NBLHA2yzzTbud5MmTVwyO3XD17y35557ro0dO9aNb9B0dKLxcsqcr+4HmtJOr+vcubObls57/sEHH3S1+qL3uuSSS8r6dQEAQEA0lG7gwIE2YsQI6927d3y5WuS13D/UDgCATFPmYF4X0DfffNNeeOEF++qrr1yyANWUq1v8xRdfnLSWb2XFf+qpp1yCvFdffdX22msvGzlypEsSIOqaf9ddd7leAprXVj0GBg0aFP//Sy+91P7880/r06ePq7U/88wz7aKLLkpK2QAACBM3z3sl/XwF7LrGKw+OEhApuVBiPhsAADJRmRPgZQovAV5pEg8AABCEJUuWWE637rZh/brAN8DW1apb7uhR8bw1AAAgtXFomVvmvURzmoJOWfa8pHP6ME0fs91225XnLQEAQBkpcFYArR5q5TV//nw3VK1fv35umFt5ZWdnE8gDAJBGZQ7mv/32W7viiitc1j0F8Bo3r+7s6navOeeVBE9j2AEAQHoC+mS0hiuQ17RyAACgkgbzGpeuIP7xxx+PJ6yTFStWuKyySkjz2muvJbucAAAAAACgvMH8vHnzXEZ7fyAv6l6vYP7qq68u61sCAAAAACpo4cKFtnr16gonIteU3qiEwbwyyGqs/OGHH/6352bPnk0XPQAAAABIs7y8PMvJybHCwsIKvY+GU48fP97q1q2btLIhwGD+jTfeiP+tKeE03+uMGTOsXbt2biOvXbvWfvzxR3v77bftggsuKPL60047LTUlBwAAAAA4istyc3M32zJfmqSnapknkK9Ewfytt976t2Wffvqp+0mkRHieKlWqEMwDAAAAQBqUtns8SU8zKJj/5JNP4n9/9NFHLvmdMtq3b9/e1dqo9kdz4Q0fPtwtP+qoo1JZZgAAAAAAMlqpgvlGjRrF/9b0c7fddpudccYZRV7TokULN8esuuBrvnkAAAAAAJAaWWX9hz/++MMF7cW+WVaWLVq0KBnlAgAAKaaedepVJ/pd0QzIAAAgxNnsDzroILvvvvvcVHRKgOeZPHmyPfDAA9axY8dklxEAACRZz549bebMmfHHmqnmpJNOsr333tuefPJJ1jcAAJUtmB80aJC7AdC0B9WrV3dBfX5+vhUUFLiu9nfeeWdqSgoAAFISyPtpuZ4noAeA8FmyZImLvcpL2ez9v8tLPbUbNGhQofdAAMH8Tjvt5KaemzBhgqvFX7ZsmdWpU8e10nfq1Ml1tQcAAOGkrvQlBfIePa/XaXoiAEB4Avmcbt1tw/p1FX4vTU9XEVtXq265o0cR0EctmPcocFeXe13sldF+6623Tm7JAABAUixcuDA+Hv7uu+8uMvVs1apV43MOb9q0yQ2lk169etntt98ef60C+9JOeQQASD61yCuQL2jWyQprFJ/DLB2y1uabzZngykPrfASD+e+++86Nj//hhx8sFou5Za1atbLrrrvODj744GSXEQAAlFNeXp4bGldYWPi357zAvbhWml9//dV69OgRf6yed+PHj3cV+ACA4CiQL9ymHpsAZQ/mlejuoosusl133dXV2terV89luH/33Xftsssus9GjR1vbtm1ZtQAAhICC79zc3HjLvBega7kq5hPdeOONtnLlSvf3yJEji7TME8gDQPCyCvIy+vNRgWD+0UcftQMOOMCeffZZ1zXP06dPH7v00kvt8ccft+eee66sbwsAAFKkuO7xarFv3Lix1ahRI75s7dq18UBemjdvzjYBgJCpOXdi0EVAVIP56dOn20MPPVQkkPe636kb3y233JLM8gEAgCRSpfy1117r/j7uuOPs6KOPtrPOOsvGjRtnH330UZHXAQDCp6BpRyusWTfQlnkqFCIazG+zzTa2cePGYp/Tcm8MPQAACJ82bdoUeawA3h/El/Q6AEA4KJBnzDykzPPI7b///m4MneaV91uzZo1bri74AAAgvD777LMKPQ8AACLYMn/DDTdY165d7cgjj7TOnTtb/fr1benSpe7Cr7F2FZ2zEAAApJ6u21OmTIl3ufe61tMiDwBAJQ3mmzRpYq+88ooNGzbMJkz43/yC2dnZbs55JcHbY489UlNSAACQVArcaYUHgGhx87xn8OejgvPMK2AnMQ4AAAAApIcaULeuVt1szoTAV7nKofIggsH8smXLbNSoUfbNN9+4lvkddtjBOnToYN26dbM6deokv5QAAAAAkMEaNGhguaNHufirvObPn++GRffr18/1uC4vBfIqDyIWzM+cOdO6d+9u69ats7Zt21qjRo1ccP/UU0/Zq6++ai+//HKx89kCAAAAAMpPAXQygmgF8s2bN2dTZFowf99999nOO+9szzzzjEt+51myZIlddtlldv/999vQoUOTXU4AAAAAAFDeYH7q1Kn24IMPFgnkRTVESoB3++23l/UtASDSFi5caKtXr67Qe9SuXZteTQAAAEhdML/ddtvZqlWrin1u06ZNVqNGjbK+JQBEVl5enuXk5FhhYWGF3icrK8vGjx9vdevWTVrZAAAAUHmVOZjv3bu3a5lv3Lix7b///vHlc+bMcd3r1ToPAJlCwXdubm6JLfOlTTSjlnkCeQAAAKQsmH/jjTdc8rsLLrjAdtllF9e9fsWKFTZv3jzXMjVy5Ej3I1WqVLGPP/64rB8BAJFSmqSfJJoBAABA2oN5Za8fMGCA7b777i6A14/frrvuaq1atUpqwQAAAAAAQAWCec0n/9dff7m/77333tL8CwAAAAAgREl5NfzP/7s4JOWtxN3sAQAAAADRTcqrfD4lISlvdBDMAwAAAEAlT8pbWiTlrYTBvLLYV6tWbYuvI+kdAAAAAIQzKS8yMJjfd999bfvtt09taQAAAAAAQHJb5slYDyDTLFmyxPLz88v9/6VJNFMa2dnZbipQAAAAQBgzDwCbCeRzunW3DevXVXgdbS7RTGlsXa265Y4eRUAPAAAAh2AeAEqgFnkF8gXNOllhjezA1lPW2nyzORNceWidBwAAQKmD+dNPP92222471hiAjKRAvnCbekEXAwAAAChbMH/vvfeW5mUAAAAAACAN6GYPAFuQVZCX0Z8PAACA8CGYB4AtqDl3IusIAAAAoUIwDwBbUNC0oxXWrBtoyzwVCgAAAPAjmAeALVAgTwI8AAAAhElW0AWYP3++XXrppda2bVvr3LmzPfPMM/HnFixYYBdddJG1adPGTjjhBPv888+L/O8XX3xhJ510krVu3dq6d+/uXu/3wgsv2OGHH+7e+7bbbrOCgoK0fS8AlYemhsv6a1lwP5qaDgAAAAhLy3xhYaH16NHDWrZsaf/4xz9cYH/99de7eZQVpPfu3duaN29ur7/+un388cfWp08fe++996xhw4a2cOFC9/xVV13lAvbhw4dbr1697K233rIqVarYhx9+aMOGDbMhQ4bYDjvsYH379nV/9+/fP8ivDCBCsrOzbetq1d0c70FTOVQeAAAAIPBgftmyZbbPPvvYnXfeabVr17bddtvNOnToYJMmTbJ69eq5lvaxY8darVq1bPfdd7cvv/zSBfYK4MeNG2f77befXXLJJfHp8w499FD75ptvrH379jZq1Ci78MILrUuXLu75gQMHuh4AN910k9WsWZOtD2CLVLGYO3qU5eeXv2VclZSDBw+2fv36WZMmTcr9PgrkVR6EhyqVV69eXaH30LVPFdQAAACRCuZ33HFHe/TRR93fsVjMJk+ebN9++60NGDDApk6davvuu68L5D3t2rWzKVOmuL/1/AEHHBB/TgF6ixYt3PNaPn36dNeS71FX/Q0bNtjMmTNdt3sAKA0F0MkIohXIq6cRKoe8vDzLyclxPcwqIisry8aPH2916waXYBEAAERTaBLgHXHEEa6VQy3pxx57rN1zzz0u2PdTd/nFixe7v5cuXVri8ytXrrR169YVeX6rrbZyN0ve/5eWbtTUbd9/45V486bn9ZOM5V7FRmmWqyxalozlfCe2E/te+Y8nfwtt4vH066+/xlvoN3ec+VtoOUeE/7xXp04dGz16tP31118lnsu1zXUtU86Wxo0bF/udtN11bQrDd9rS8sSyR2E78Z3YTux7HE+cIziXR+36lPhZkQjmH3vsMdftXl3u1WVeyeqqVatW5DV6vH79evf35p5fu3Zt/HFJ/19a8+bNi9+s6OZNFQQqpyoMPNtvv737UUXBmjVr4sv1Wv3Pb7/9VuRzdcOuHgd6b//G082eKh3mzJlTpAzNmjWzjRs3xoMCbwfScq0HBRL+76j3WbVqlf3xxx/x5fo8fe6KFSts+fLl8eV8J7YT+17Fjicv18eWTrzqar85KsNDDz1k2267LeeICJ33GjVq5M7ZxZ3L9XqpWrWqe1zcd/Jf08Lynbg+RWPfYzuxndj3OJ44R1iljJ90b1FaVWJlCf3T4IMPPrAbb7zRzjjjDLdyHnnkkfhzL730kr388sv29ttv24knnui6OJ533nnx56+99lo31l6J8DT2XsnyNNbec8ghh7jKgmOOOWaL5di0aZPrst+qVSt3I+ahlYCWD1qoolGrGZaW+dKWnZb5ytfi+9NPP1nPnj3tySefdEMsKsN3omWe7cS+x/HEOYJzOdcnS+k1V481pFzDxP1xaCgT4ClgPuqoo+LL9thjDze2vX79+n+rYdHrva7zGsOqx8Ul1FOXxerVq7vHXjCvmhmNcdT7loU2lH4Sl5X02mQs93fr39Jybyeo6HK+E9uJfa/8x9Muu+xiqcA5ItrnPW954nUkyt+J6xPbiX2P44lzRMnnQ87lXJ+Scc0tS1t7oPPMq6uBktQtWbIkvuyHH35w3ROU7O7HH3+Md5kXZbnXnPKi33rsUXeJGTNmuOVaIZruzv+8Kg3UBWPvvfdO2/cDAAAAACAVAg3mFXArA72SA82ePdsmTJjg5oJXt8SDDjrIdt55Zzc//M8//2wjR460adOm2Zlnnun+V93wlf1ey/W8XqfWMU1LJ+eff749++yzbn56/Z+615999tlMSwcAAAAAiLxAg3mNARgxYoQLsM855xw3D3O3bt2se/fu8eeUtb5r16721ltv2fDhw+PZnhW4P/74427eeQX46kKv570uLxpTf8UVV1j//v3dXPQa+6455gEAAAAAiLrQJcALCy8BXmkSDwAAkGjWrFnWo0cP14NMCfAAAACSGYcG2jIPAAAAAADKjmAeAAAAAICICXRqOgAAwkozreTn55f7/+fPn1/kd3llZ2e76VgBAAD8COYBACgmkM/p1t02rF9X4XUzePDgCv3/1tWqW+7oUQT0AACgCIJ5AAASqEVegXxBs05WWCM7sPWTtTbfbM4EVx5a5wEAgB/BPAAAJVAgX7hNPdYPAAAIHRLgAQAAAAAQMQTzAAAAAABEDN3sAQAoQVZBXkZ/PgAACC+CeQAASlBz7kTWDQAACCWCeQAASlDQtKMV1qwbaMs8FQoAAKA4BPMAAJRAgTzZ7AEAQBgRzAMAsLl53jP48wEAQHgRzAMAQmXhwoW2evXqCr1H7dq1rWHDhuX+/+zsbNu6WnWzORMsaCqHygMAAOBHMA8ACI28vDzLycmxwsLCCr1PVlaWjR8/3urWLd949wYNGlju6FGWn19yy/jSpUttzZo1JT6/aNEie+655+ySSy6xnXfeudjX1KpVy+rXr7/ZsiiQV3kAAAD8qsRisViRJXA2bdpkU6ZMsTZt2ljVqlVZKwAQkpb5+fPn2+DBg61fv37WpEmTlLTMl6bSoWvXroFXOgAAgMyNQ2mZBwCESmmDcAXyzZs3tyAo+M7NzU3KcAACeQAAUB4E8wAAlEMqW/4BAAC2JGuLrwAAAAAAAKFCMA8AAAAAQMQQzAMAAAAAEDEE8wAAAAAARAwJ8AAAabVkyZLNzt++JZqazv+7vJi/HQAARBnBPAAgrYF8TrfutmH9ugq/l+aar4itq1W33NGjrEGDBhUuCwAAQLoRzAMA0kYt8grkC5p1ssIa2YGt+ay1+WZzJrjyEMwDAIAoIpgHAKSdAvnCbeqx5gEAAMqJYB4AkHZZBXkZ/fkAAAAVRTAPAEi7mnMnstYBAAAqgGAeAJB2BU07WmHNuoG2zFOhAAAAooxgHgCQdgrkGTMPAABQfgTzAJAhFi5caKtXr67Qe9SuXdsaNmyYnGzyAQr68wEAACqKYB4AMkBeXp7l5ORYYWFhhd4nKyvLxo8fb3Xrlq+LfHZ2tpvfXdPCBU3lUHkAAACiiGAeADKAgu/c3NwSW+bnz59vgwcPtn79+lmTJk022zJf3kBeNKd77uhRbn734qxatcpuvPFGi8ViVtFKhyFDhti2225b4msUyDPHPAAAiCqCeQDIEKXpHq9Avnnz5ikthwLozQXRY8aMCc1wAAAAgLAimAcAhApBOAAAwJZlleI1AAAAAAAgRAjmAQAAAACIGIJ5AAAAAAAihmAeAAAAAICIIZgHAAAAACBiyGYPAJXAkiVLSpy7vTQ0z7z/d3kxdzsAAEB6EMwDQCUI5HO6dbcN69dV+L0GDx5cof/fulp1yx09arPzyAMAAKDiCOYBIOLUIq9AvqBZJyuskR1YObLW5pvNmeDKQzAPAACQWoyZB4DKIhbL7M8HAADIIFuFoXuounV+9dVXVr16dTvhhBPs+uuvd38vWLDA7rjjDpsyZYo1bNjQbrvtNjvssMPi//vFF1/YPffc417XunVr9z677rpr/PkXXnjBnn32WVu9erUdf/zx7r1q1qwZ0DcFgNSqOXciqxgAACBDBBrMx2Ixu/rqq61OnTo2ZswY1zVTAXtWVpbdfPPN1rt3b2vevLm9/vrr9vHHH1ufPn3svffec4H9woUL3fNXXXWVHX744TZ8+HDr1auXvfXWW1alShX78MMPbdiwYTZkyBDbYYcdrG/fvu7v/v37B/mVASBlCpp2tMKadQNbw1kFeVQoAAAAZEIwP2fOHNfq/p///Mfq1avnlim4v//++61jx46uxX3s2LFWq1Yt23333e3LL790gb0C+HHjxtl+++1nl1xyifu/e++91w499FD75ptvrH379jZq1Ci78MILrUuXLu75gQMH2qWXXmo33XQTrfMAKiUF8oXb/O9cCgAAgMot0GC+fv369swzz8QDeY+6xU+dOtX23XdfF8h72rVr54J/0fMHHHBA/Dl1n2/RooV7XsunT5/uWvI9bdq0sQ0bNtjMmTOtbdu2afl+AMpPvW90LqiI2rVru548mcIloMvgzwcAAMgkgQbz6l6vLvKewsJCy83NtYMPPtiWLl1qO+64Y5HXq7v84sWL3d+be37lypW2bt26Is9vtdVWVrdu3fj/l5bKpG77Hg0B0DI/Pa+fZCz3hh+UZrnKomXJWM53YjuFad/TkJucnJy/PVdWen/15tHc50F/p1SeI3Qu1ZRwyiQfNJVD65vzXniOJ65PXHPZ9zieOEdwX7656xDnCAvVNTfxs0KdAM9PY9pnzJhhr732mkteV61atSLP6/H69evd3wUFBSU+v3bt2vjjkv6/tObNmxffwXXDrAqCZcuWuQoDz/bbb+9+VFGwZs2a+HK9Vv/z22+/FflctRSqx4He27/xGjdu7CodNPzAr1mzZrZx40b79ddfi+xAWq71oBZM/3fU+6xatcr++OOP+HJ9nj53xYoVtnz58vhyvhPbKaz73kMPPVTk9Vq2zTbbuONMvWwWLVrkevZo6Myee+5pv//+e5HjaaeddnJB5Z9//ul+wvCdUnmOeP65Z+2nn34q8p0aNWrkzoeq/NTnPvzww2W6QBRH50MlKfXWr97bO+fKbrvt5qal0/rlvBee44nrE9dc9j2OJ84R3JeH8X6P61Otv93v6f6ttKrEKnpnl8RA/vnnn7dHHnnEjj32WDfGPS8vzz32vPTSS/byyy/b22+/bSeeeKJruTvvvPPiz1977bWuy74S4XXo0MEly9NYe88hhxxid955px1zzDFbLM+mTZtcl/1WrVpZ1apV48tp+aC3AbWa4WhJnDVrlvXs2dOeeuop22uvvejpUooWX2/oQkW2kzd0gRZfelmF/RxRmuXFlZ3vxHZi3+N44hzBuTzI65Mea0i5hon749DQtswPGjTIBekK6BXIi1p2Zs+eXeR1qtHxus7reT1OfH6fffZx3ek1tZ0ee8G8aptUOaBx+mWhDaWfxGUlvTYZy/3d+re03NsJKrqc78R2itq+5/323pPjacvbaZdddrFk47zHvleafa8iy7k+cX0qaR9j3+N44hxRvvMkx1OVUF+fytLWXvw7ppGmj1PGenX/VGu7R/PG//jjj0W6b06aNMkt957XY4+6gKiLvpZrhbRs2bLI82plV7eSvffeO23fDQAAAACAVAg0mP/ll19sxIgRdvnll7tM9Rp76f0cdNBBtvPOO7v54X/++WcbOXKkTZs2zc4880z3v2eccYZNnjzZLdfzep1anTQtnZx//vn27LPPuvnp9X/qXn/22WczLR0AAAAAIPIC7Wb/ySefuLHpTzzxhPvxUyInBfr9+vWzrl27WpMmTWz48OHxaaYUuD/++ON2zz33uOWabk6/vS4QauVXQqz+/fu7JEwaJ69EWQAAAAAARF1oEuCFjZcArzSJBwCknxLg9ejRw/XOad68OZsAAAAAGRWHBj5mHgAAAAAAlA3BPAAAAAAAEUMwDwAAAABAxIRinnkAmWfJkiWWn59f7v+fP39+kd/llZ2dbQ0aNKjQewAAAADpRjAPIJBAPqdbd9uwfl2F32vw4MEV+v+tq1W33NGjCOgBAAAQKQTzANJOLfIK5AuadbLCGtmBbYGstflmcya48tA6DwAAgCghmAcQGAXyhdvUYwsAAAAAZUQCPAAAAAAAIoaWeQCBySrIy+jPBwAAAMqLYB5AYGrOncjaBwAAAMqBYB5AYAqadrTCmnUDbZmnQgEAAABRRDAPIDAK5EmABwAAAJQdwTyAYKeGy+DPBwAAAMqLYB5A2mVnZ9vW1aq7Od6DpnKoPAAAAECUEMwDGWbhwoW2evXqCr1H7dq1rWHDhuX+/wYNGlju6FGWn1/+lvH58+fb4MGDrV+/ftakSZNyv48CeZUHAAAAiBKCeSCD5OXlWU5OjhUWFlbofbKysmz8+PFWt275k9cpgN5cEB2GSgcAAAAgrAjmgQyi4Ds3N3ezQXJpWrwVJFckkE9mpYPKmspKBwAAACCMCOaBDFPalmoF8s2bN7ewVjqURqorHQAAAICgEMwDCCW6xwMAAAAly9rMcwAAAAAAIIQI5gEAAAAAiBiCeQAAAAAAIoZgHgAAAACAiCGYBwAAAAAgYshmD6TYpk2bbNq0abZ8+XLbfvvtrVWrVla1atWUfd6SJUssPz+/3P+veeb9v8sjOzvbGjRoUO7/BwAAALB5BPNACk2cONFGjBhhixcvji/baaedrFevXtaxY8eUBPI53brbhvXrKvxegwcPLvf/bl2tuuWOHkVADwAAAKQIwTyQwkB+wIAB1qFDB7vjjjusadOmNnfuXBszZoxbPnDgwKQH9GqRVyBf0KyTFdbItiBkrc03mzPBlYXWeQAAACA1GDMPpKhrvVrkFcgraF+/fr19+eWX7rcea/kTTzzhXpcSsVhq3jfsnw0AAABkCFrmgRTQGHl1rT/55JOtW7duf+tmf9JJJ9kXX3zhXte2bdukf37NuROT/p4AAAAAwoNgHkgBJbuTp59+2g455JC/dbN/5plnirwu2QqadrTCmnUtCFkFeVQmAAAAAClGMA+kQN26/wukW7ZsaXfffbdlZf1vREuLFi3c42uuucamT58ef12yKZAv3KZeSt4bAAAAQPAI5oEkWbhwoa1evdr9/dtvv7nfBQUFNmvWrHgwL4WFhW6597ptt902/lzt2rWtYcOGyUlCF5AgPxsAAADIFATzQBLk5eVZTk6OC9T9Zs+ebT179izx/x555JEijxX0jx8/vtwt9prfXdPCKZt8kFQGlQUAAABAahDMA0mg4Ds3NzfeMv/TTz/ZQw89ZKeffrqbou7PP/+Mv7ZevXp22GGH2RtvvGE33HCD7bXXXkVa5ivS9V5TwWl+d00LV5KlS5famjVrSnx+0aJF9txzz9kll1xiO++8c7GvqVWrltWvX7/E91Agz7R0AAAAQOoQzANJ4u8ev/vuu7tEd0uWLLGxY8faBx984IJ7Be/HHXecm2degfIJJ5xgVatWTeo2UBBdUiCtHgTqKZDYg6A4CuhLUtEeBAAAAAAqhmAeSAEF6L169XJBu34OP/zw/x1wW23lHmvOec03n+xAvqw9CMqroj0IAAAAAFRMlVgsFqvge1RKmzZtsilTplibNm3SHnCh8lAX+xEjRhSZZ14t8ldeeaV17Ngx0LIBAAAAiG4cSss8kEIK2A899FB777334t3sU9G1HgAAAEBm+b/5sgCkhAJ3L8mdfhPIAwAAAKgognkAAAAAACKGYB4AAAAAgIhhzDxQCppibnNzt2/J/Pnzi/wuL+ZvBwAAACAE80ApAvmcbt1tw/p1FV5XgwcPrtD/b12tuuWOHlXiPPIAAAAAMgPBPLAFapFXIF/QrJMV1sgObH1lrc03mzPBlYdgHgAAAMhsBPNAKSmQL9ymHusLAAAAQOBCkwBv/fr1dtJJJ9nXX38dX7ZgwQK76KKLrE2bNm5u7s8//7zI/3zxxRfuf1q3bm3du3d3r/d74YUX7PDDD7e2bdvabbfdZgUFBWn7Pqh8sgryLOuvZcH9FOQFvQoAAAAAhEQoWubXrVtnN9xwg/3888/xZbFYzHr37m3Nmze3119/3T7++GPr06ePvffee9awYUNbuHChe/6qq65yAfvw4cOtV69e9tZbb1mVKlXsww8/tGHDhtmQIUNshx12sL59+7q/+/fvH+h3RXTVnDsx6CIAAAAAQDiC+dmzZ7tAXsG731dffeVa2seOHWu1atWy3Xff3b788ksX2CuAHzdunO233352ySWXuNffe++9duihh9o333xj7du3t1GjRtmFF15oXbp0cc8PHDjQLr30UrvpppusZs2agXxXlI8qblavXl3u1Ve7dm1XAVRRBU07WmHNuhYUtcxToQAAAAAgFMG8F3xfd911rju9Z+rUqbbvvvu6QN7Trl07mzJlSvz5Aw44IP6cAvQWLVq457V8+vTpriXfo/fesGGDzZw503W7RzTk5eVZTk6OFRYWlvs9srKybPz48Va3bgUD8SpVLFBBfz4AAACA0Ag8mD///POLXb506VLbcccdiyxTd/nFixdv8fmVK1e6rvv+57faaisXzHn/X1oKItVt3x8YJgaWel4/yVguib0USlqusmhZMpaH9TvVqVPH9bJYs2ZNsWVX7w1N96acCI0bNy72O6llXu+j/y3Pd9p2223dlHDKJB80lUPl8coalu1UGfc9vhPbiX2P44lzBOdyrk9cc7mP4N4oluZ72MTPCnUwXxIlq6tWrVqRZXqsRHlben7t2rXxxyX9f2nNmzcvfvOvgFAVBMuWLXMVBp7tt9/e/aiiQEGnR6/V//z2229FPlddvtXjQO/t33gKRlXpMGfOnCJlaNasmW3cuNF+/fXXIjuQlms9qBu6/zvqfVatWmV//PFHfLk+T5+7YsUKW758eXx5VL6TcieofInfqUmTJu7vqlWrus/xfye9Vv+j/UGfX97vpPLcPeiueFf/nXbayX3e77//Hn+t3u/hhx8u08FXHK0D5XbQOvRvj2222caVXevsr7/+iq/PsG2nyrjv8Z3YTux7HE+cIziXc33imst9BPdG6bqHbdSokZVWlVhFo48k2muvvVwrrLrda4y7ulg/8sgj8edfeukle/nll+3tt9+2E0880XW/Pu+88+LPX3vttVavXj2XCK9Dhw4uWZ7G2nsOOeQQu/POO+2YY47ZYlk2bdrkuuy3atXKBW4eWhLD1TqqnAs9evSwJ5980gX8QW6nRYsWuYC/It9JvQh22WUXWrFpmae3AT0o6OnCNZceSfSyKte9Eb3h6OFHr0WLdE9MPdaQcg0T98ehkWqZb9CggQvU/FT74XWd1/N6nPj8Pvvs47rTV69e3T32gnm1xKlyoH79+mUqhzaUfhKXlfTaZCz3d+vf0nJvJ6jo8ih/p7Bsp7LUom1JZdxOfCe2E/sexxPniOSeszmXc33imsvxxDmi8t3DlqWtPTTzzCfS3PE//vhjvMu8TJo0yS33ntdjj7rHzpgxwy3XCmnZsmWR59XKri63e++9d5q/CQAAAAAAyRXaYP6ggw6ynXfe2c0Pr/nnR44cadOmTbMzzzzTPX/GGWfY5MmT3XI9r9epe7K66HuJ9Z599lk3P73+T93rzz77bKalAwAAAABEXmiDeY0PGDFihMta37VrV3vrrbds+PDh8fnCFbg//vjjbt55BfjqQq/nvS4QGlN/xRVXWP/+/d1c9Br7rjnmAQAAAACIulAlwAsTLwFeaRIPIDizZs1yCfDUQ8OfAA8AAAAAKnMcGtoEeMgMS5Yssfz8/HL///z584v8Lq/s7GyXVBEAAAAAooBgHoEG8jndutuG9esq/F6DBw+u0P9vXa265Y4eRUAPAAAAIBII5hEYtcgrkC9o1skKa2QHVo6stflmcya48tA6DwAAACAKCOYROAXyhdvUC7oYAAAAABAZoc1mDwAAAAAAikcwDwAAAABAxNDNHoHLKsjL6M8HAAAAgLIimEfgas6dGHQRAAAAACBSCOYRuIKmHa2wZt1AW+apUAAAAAAQJQTzCJwCebLZAwAAAEDpkQAPAAAAAICIoWUegctam5/Rnw8AAAAAZUUwj8BkZ2fb1tWqm82ZEPhWUDlUHgAAAACIAoL5DLVw4UJbvXp1hd6jdu3a1rBhw3L/f4MGDSx39CjLzy9/y/j8+fNt8ODB1q9fP2vSpEm530eBvMoDAAAAAFFAMJ+B8vLyLCcnxwoLCyv0PllZWTZ+/HirW7f8megVQCcjiFYg37x58wq/DwAAAABEAcF8BlLwnZubu9mW+dK0eKtlviKBfDJ6Eaic/t+p6EEAAAAAAGFDMJ+hShvcBt3iXdpeBKp4SGUPAgAAAAAIE4J5RL4XwZakqwcBAAAAAKQLwTxCjy7yAAAAAFBUVsJjAAAAAAAQcgTzAAAAAABEDN3sK6klS5ZUeP52/+/yYv52AAAAAEg+gvlKGsjndOtuG9avq/B7bS5LfGlsXa265Y4elZS55AEAAAAA/0MwXwmpRV6BfEGzTlZYIzuwcmStzTebM8GVh2AeAAAAAJKHYL4SUyBfuE29oIsBAAAAAEgygvlKLKsgL6M/HwAAAAAqK4L5Sqzm3IlBFwEAAAAAkAIE85VYQdOOVlizbqAt81QoAAAAAEDyEcxXYgrkGTMPAAAAAJUPwXySLVy40FavXl2h96hdu7Y1bNgwOdnkAxT05wMAAABAZUUwn0R5eXmWk5NjhYWFFXqfrKwsGz9+vNWtW74u8tnZ2W5+d00LFzSVQ+UBAAAAACQPwXwSKfjOzc0tsWV+/vz5NnjwYOvXr581adJksy3z5Q3kRXO6544e5eZ3L6/SlnVLFMgzxzwAAAAAJBfBfJKVpnu8guPmzZtbKimA3lwQHabhAAAAAACAsiGYz0BlGQ6g1vlUDQcAAAAAAJQPwXwG2tJwgNKq6HAAAAAAAED5EMxnKLrHAwAAAEB0ZQVdAAAAAAAAUDYE8wAAAAAARAzBPAAAAAAAEcOY+TJasmRJuedv19zt/t/lxdztAAAAAJDZCObLGMjndOtuG9avq9BK39x0b6WxdbXqljt61GbnkQcAAAAAVF4E82WgFnkF8gXNOllhjWwLQtbafLM5E1xZCOYBAAAAIDMxZr48YrHM/GwAAAAAQCjQMl8ONedOTP6WAAAAAACglAjmy6GgaUcrrFnXgpBVkEdlAgAAAABkuEodzK9bt84GDhxo//znP61GjRp2ySWXuJ+KUiBfuE29pJQRAAAAAICyqtTB/AMPPGA//PCDvfjii7Zw4UK75ZZbrGHDhnbcccdVPAldQIL8bAAAAABAOFTaYH7NmjU2btw4e/rpp61Fixbu5+eff7YxY8aUO5jX/O6aFk7Z5IOkMqgsAAAAAIDMVGmD+ZkzZ9rGjRutbdu28WXt2rWzJ5980goLCy0rq+yJ/DUVnOZ317RwJVm6dKmrSCjOokWL7LnnnnNd/XfeeecS36NWrVpWv379Ep9XIM+0dAAAAACQuSptMK+gervttrNq1arFl9WrV8+No8/Ly7Ptt9++VO+jwL9KlSrxxwqiEwNtPa+fFStWWM+ePd3/bI4C+s1RRcPrr78eb333Pj/mm5bOq5DQMv9y7//LujyxzN53SsbyxLJvbjnfie3EvsfxxDmCcznXJ6653Edwb8Q9LPflmRprxMowFXmlDeYLCgqKBPLiPV6/fn2p32fevHnxnaFOnTq244472rJly2zlypXx16hiQD/6zMGDB8db5rVsm222scWLF9uGDRvir1dlgBLy/f7770U23k477WRVq1Z1lQJ//vmn+5FmzZq5Xga//vprkR1Iy/WZygfg/46NGze2VatW2R9//FGktV/5AvTey5cvjy/f0ndS2f09DfRa/c9vv/1WZD3qvfUZWl/+76SybLXVVjZnzpwi65XvxHZi3+N44hzBuZzrE9dc7iO4N+IelvtyYo15ReKnRo0aWWlViZUl9I+Q999/3+6++277z3/+E1/2yy+/2AknnGBff/211a27+anlNm3aZFOmTLFWrVq5ANtDKzYt85WxBpDvxHZi3+N44hzBuZzrE9dc7iO4N+IeNhb4fbkeT5061dq0aVMkDs2olnl1h1crtFq01TLsdb1Xi7haBEtLGypxfH1J4+2TtdzfrX9Ly72doKLL+U5sJ/Y9jifOEck9H3Iu5/rENZfjiXME97DclxNrlPU+oixt7WXPAhcR++yzjwvi1brumTRpkrVs2bJcye8AAAAAAAiLShvV1qxZ00477TS78847bdq0afbxxx+7xHPdu3cPumgAAAAAAFRIpe1mL3379nXB/IUXXmi1a9e2q666yo455pigiwUAAAAAQIVU2gR4FeUlwCtN4gEAAAAAANIZh1babvYAAAAAAFRWBPMAAAAAAEQMwTwAAAAAABFDMA8AAAAAQMQQzAMAAAAAEDEE8wAAAAAARAzBPAAAAAAAEUMwDwAAAABAxBDMAwAAAAAQMQTzAAAAAABEDME8AAAAAAARQzAPAAAAAEDEbBV0AcIqFou535s2bQq6KAAAAACADLDp/8efXjy6OQTzJSgsLHS/p0+fnsxtAwAAAABAqeLRzakSK03In6Erb+PGjZaVlWVVqlQJujgAAAAAgEouFou5WHSrrbZysejmEMwDAAAAABAxJMADAAAAACBiCOYBAAAAAIgYgnkAAAAAACKGYB4AAAAAgIghmAcAAAAAIGII5gEAAAAAiBiCeQCo5HOV+n8DAACgciCYByqosLAw9OtwwYIFQRcBAfnxxx/d7ypVqrANgAyRl5cXdBEQgGXLlrHegQxDMJ8hF8yff/7Z5s6da/PmzYsvC2NL3eLFi2358uW2evVqC7tvvvnGlTMrKyvUAf39999vgwcPtoKCAgsz7Zt//PGH2/5Ijscff9zOPPNMmzp1aqhX6ZIlS2zFihWh30fz8/PdT9jLidT45JNPIrFq77jjDhsxYoQ7rsLsjTfesH79+lnYTZw40aZPn25hp/V5wgknxCtwkXnCeF8fVevXr7eo2CroAkT9wv7SSy/Z7bffbk2bNrWweuSRR+zTTz+1v/76y7bZZhs7++yzrVu3bqFrqVM5v/zySxfQH3bYYZaTk2P77ruvhdHkyZPtxhtvdIHSZZddZrVq1XIBvQL7MLn33nvt1VdftbFjx1rNmjUtrB566CH77LPPXKDUokULu+qqq0K77d977z3X+qFt3q5du9Ae+4MGDbLXXnvN6tata2vWrLGwGjp0qDvuf//9dzvyyCPtrLPOcvtAGMupShFVOrVs2dIOP/xwd/yH0fjx410FbtWqVd0+2qVLFwvzzWfYrkUlrdMXXnjBfv31V7v44ostzJo3b27PPfecbbvttu5636BBAwubDRs22NKlS91+qutU3759LWx0Tdfxfs8999gBBxxgW2+9te29994WVqeddpq71l9//fX28MMPh/I8iuQbPXq0LVy40G655RZ3Lg3zOfX99993lYy6fzriiCOsXr16FkZjxoxx56iuXbtanTp1LOzCFXlEjG7i//Of/7gg1N/iHSY6sf/jH/+wu+++2x544AE7//zzXeD00UcfWZi8+OKLLvBQgNynTx/75ZdfbMqUKRbmmyXdKGs9PvHEE/EW+jDViuoGSdteN6F77bWXhdXbb7/tynnnnXfaDTfcYKeffnpoA3kd6wMHDnTBp1q+1ONh+PDhFjb33XefvfXWW/bhhx/aMccc4/7Wvhm2HiS6CRk3bpxdc8011rNnT/vvf/9rX3zxhYXNK6+84srZo0cPu/baa22fffZx+2sYt71u4rWfrlu3zr7//nt79tln3U8YaX/0bjrVCrJx48b48rBR5c0hhxxiEyZMcIFyGH388cfutyrre/fu7a6p2nfD2EKvwPi8886zU0891aZNm+bOpWGja3qzZs3cMa97EjXe6BwVxp4DOta9e7769eu7Moe5hT7xXilM906eMJ6HiqNKu+eff979iBfQh82QIUNcI4Maw/Rb16mwmjRpkrvH++CDD1yvwbCjZb4CFMxtv/329u9//9u1Jj/44IPWuHFjC5PZs2e71q7WrVu7x7owaefUwXT00UeHpgbvp59+ci0IBx10kPvRhUnd2r799lu3nvfff38L0wleNyI777yz+1vr+KmnnnIt9NnZ2e6GdKutgj20Fi1a5C7wJ554YrzleNOmTS4IVZl18m/btq2FgWqUFRypBVE/2id1c6eb++222852331397qg91Wt03/+85/uONeN/Z9//ukqSrya5rvuusvCMqwiNzfXBZ877bST7bjjjq7SUesuDMe635w5c1zlTYcOHdyPhgJpqIVyPOgY0jEWhm2v1kOV7+CDD3aP1c1e5yVVjOpcoCA/DBRwaB/VTZPKqp4uGmqhnlnq8RCmFgZ/TyYFxzrfa9mtt97qtrvOV1rHQVPlnbouH3jggW4761yvgF4uueQSC1vPATUs6Frk9RrR9pdzzjknVC30OqZr167tgnltd/V4UkAflm736rL+9ddfu0rx4447zu2rqhR7+eWXXSWErllh6zmgc6Z6Den8r56NCugfffTR0LXQ+499DavTdT5s1ybtn14ZtT51bdL9vra9foeJjiNte137FXiqZ0bYWuhnzJjhGhcUILdp08YdW6rAv/LKK22XXXaxsIj9/3Wm873OSaoc0/56/PHHu/v7sKJlvgJU69moUSP7/PPPXRf2m2++2XXBC8sOqR91Y1PQ4dFJaLfddnOtXwqWgj7QVUZ1ZdF6W7t2rVummzgFHwro1VJ/6aWXugtSWOgEX716dVcZcuihh7qL6HfffedupCQMY+u0nS+44AK37TW2X7Qe1Tujf//+7mZP3YaD5NUc60TpdQPXtlfvEQ1d0Y2IutvrQipB76teWRUgyw477GDnnnuuXXTRRW5fDUMwrxweGkrz+uuvx282FcT99ttvrhIvLLxeAto/Fbxru+tHFaNqXVSZFTgFve29fVTl9Ofx0JAVVYbp4q6W8LC0fOs40nldPYdE5TvjjDNcK4MqJMLEu1HWDah6N9WoUcPtv9r22icUyGufCJIq8FRRr/ORhljovKr9Ul2tw9ZC7/Uc0P3IM88845YpoNc5VOeDsLXQe8GGAhFV6KnC5IcffghFC703BECVY1551MNJ11A1PCigD0MLfWLPAVXgqiJcdO5U5U3YWuj9QfKwYcOsV69e7pqvhoawDAfz9xjS+f2xxx5z508Fo1dccYU7P4WJtm+rVq3cPZ3uQ70W7zC10OvcrrJ4jTPqXq8f3ZNed911oTmXVvn/212V97rHVwOTKnDfeeedUOfKIZivALV46aKum2ddKFUjFpaA3muFO+mkk2z+/PnxG2bxgpHibpDTfeCrDGrZuvrqq+Pl0sVozz33dDckGreimnH9rQtoGHjrSDWhurDrAq+xPyq3bkhU26jW+SC7aKmyQTcfuiFWF3Z1u1arnG6a1bVZNflPP/206zYYFG//69Spk+spopOlbkRVS//kk0+6sqo1Sa2fb775pgVNrYXaV1VT61EPh6OOOsrtA7qgBn1B0vh43WxoWIVXoafz03777RevZApD10Fte93QqTuwtq1u5rUfqIJE61A3eWqxC3rbe/voySef7Coa3n333fhz2k87duzoKnF0TIVheECTJk1cpaiXqE1BiW7oFdSHMZmPjnfdIOuY0nlevbOUj0LjFJVDQeevIPdXHfMa+qOeYTfddJMb+qV9NEwBvXoOqAebularXDr2ta8S0CdnCIAqGNQlOGwBvXoOeHkG1HNAeRxULg2tCGtA728pVsWDhlfq3kn3Umpk0HkrDAG9V9mgSnCdj3QsjRo1yh1rOu+rAiLIgN6feFv39Rp/3r59e9cLV9cjVS6HLaBXI2LDhg1dPCK6B9W5XRXPul/VfWoYKvJE5dK1R2XVsF9dlzSEQb3etA8o3gudGMpt5cqVsSVLlsQfFxQUxI455pjYOeecE5s/f35o1uyiRYtiGzZsiG3atMk9HjlyZOyUU06JrV+/Pv6a6dOnx8JkzZo1RR6PGDEi1rt379jatWtjhYWFsTBYtmxZ7Pzzz48/Pv3002P7779/rF+/fvF1G1RZvc+dPXt27IgjjogddNBBsbfeeqvIa5566qnYFVdc4dZ1UOX09slhw4a5ffKSSy6JDR06NP78X3/9Fbvvvvti1113XSDbfsWKFUUev/vuu7GzzjorNnbs2L+97pFHHon16tUrtmrVqljYqNwtWrSIH+dhOIa8MkydOjX29NNPx84777zYK6+8En9e+6W2/c033xxbt25doGVWWbR927RpE7vjjjvcPnrAAQfEhgwZ4sp1/fXXx1544YVAyubfR3WMvPHGG26deseW1l27du1ib7/9dixsPvjgg9gFF1zgrk8zZsxwf7/44ouxq6++Onb44YfHFi9eHFjZ/PvbrFmzYrfcckvs6KOPjn3//ffx8/8999wT6969e+y5554LpIwLFy6M9ezZ0913TJky5W/l0nHlGTduXKxz586xxx9/PPb7778Huk5//fXXWF5e3t+W69w5atSo2Lnnnhu79957AyljSeUZNGhQ/PkPP/wwdvbZZ7tzwX//+9+0l0/3F7qP07Xo7rvvLrZcOgd4dFwde+yxRZYF6T//+Y+7pvvPSQMGDIgdd9xxsTfffNNd94Ok7T9x4sTYXnvtFTv00EPjx7xMmjQpdtlll8XOOOOMIvf/6fLxxx+7+6Q5c+YUOT/98ssv7m+dS3Wvp+v9ww8/HH9NENdP/7VJ+6z/WNHfOld519dXX33VHWfz5s0LtJx+Oud/9NFH7u/hw4e763/79u1j06ZNi4UNLfMVoFY5tc57LSDqJqhWJLXQq8ZUY2zCQC3eqvn0ahtV86lhAV5LvboRqTueyh10DZ7XCpOYeb1atWqu25u+Rxi6W4vKonWmFk+1Kq1cudK1KKlrprqOah0HVVZ9rtalujSpplatsxqnlLhONV5Nv4Mqp7dPqmVBrV9q+VLiLo9qnNW1VTXk6d72aiVQq5z/ONaQCpVTNbRqGfG3iCuTsFoawzDMIpF6jKh1WV3w1GU8DMeQt4+qe6BalZT00Nv2Og/pHKAuuN74+SDLrLJofLQSiXrJObt37+6GAXm9i7766qu0l8vbR5V7QOtMLRwa26dxs96x5fXQ8J/b1Ssn3UMDimthV28BHd8a269eDxq6oP1UuT7U8qXeGjqmguDf39RTTC2yOvbV+87fQq/hLMpPot4kYes5kNhCr1Ym9XrSMLagWmX12RqapOukt08mdrlXj0Jtd/XMCcsQALVsJ7bQK1+O1u+sWbNC13MgsYVe1/kBAwYE3kNH50/1atC5yxtaKUooqtZl9cjTc+menth/ftL217AV9XJTy7y62HvrTceaWubVRVzD7NKdHM2feFv3JtpPdX7ScAv9rWul9lfdk+ocryEC3ncK6tok/pkgFHuoRV7nKu/6ql5uOp7SPRzsk2Lu87x9QetS53ZR/KFjSNdYHe9hm5acYD5JtKOqa7UX0OuEpRs/Bflh4V04dZOnLiQqq5LjqIuopi8LQxIS7wZUN3IzZ86ML9cJVSdPL9tx0HSwq+uqbjZ1Yte0auoypuQ96tKsLqL+oDQIXnZ9jetXNvNdd93V3TR7tI51Ix2GfVSVDrrZ7Ny5sws41eVKVH5dLIMoZ+JFU1R5pwu4bqJ1nGsYiEfLdGOvE34Y6WKpba6gMwzb3L+P6nyki7u6smnspHceUsWjuuaF4bjXMBUFmSqjulZrLLJH59Igpij09lHlFPFmVPFXzmm96aZY69hLfqfX6gZP54UgEl5p7Lm2sShwV8I7L8hTJYSuQzq3KojSVEte0sF0SazQ9iq9NxfQ69j3xoSmu5x77LGHq2gqrlyJAb3yJ+iar0rndNM2VuCpQE7bVmXz32/4A2gFqaos0zCroBQX0CuJlz9w1lhvL4FbOvnXk1cu3W8WF9B7lcu6B1CFU7qvT4mVeLrWewkEde/pD6IU0GusstZxOmcz8p+flFfCC0A1llvDJtW1+l//+lf8OqRKRx1zxx57bNqTivoTb+v8qMru4l6j/UKNSko4pwqSIK9N/m3sXe+1vv1DKnTO0jkh3VMoNy1mVjJvX9D5UrGdKu21vjXzkrrcq6JElQBhGLIYF3TXgCjaXHcVdXHxujsG3dU+sZxet8vRo0e7LuF33XVXbL/99gu8i31iOfX422+/dd2EVM6cnJzYwQcfHEh3ti2VVevytNNOc93Z/fvA8uXLY2HbR9W18pBDDnFDAy699FLX9T7odapy+ss6d+5c1515n332iZ166qluyIrKqS646abuXh06dHBdq9SdUY+9supvdbFWGW+88UbXtXngwIGuC5a6vob1/KQumfpO/m6DYSmn1untt9/utvfFF18c69GjhzvuZ86cGQvb+Undby+88ELX3VFDVQ488MDYTz/9FPg+Wtw1Jz8/363Tzz77zA1nadWqVVrP+f71p67TWlcq78knnxw//6j7r4Yo6RylLpdapzfddNPfrqvpLOtvv/1W7Gu8Lvf+ru1ax97/BjUcpKShAFrnF110UezRRx8t8vqNGzemtXxaRzpH6tz+/PPPl1iGoNZjWYYADB48OP58UMOqiiuX7un8Xe41dOmGG26I/fjjj4GU0bvnFN3TffLJJ27fVNnVVVnd1fWj677fs88+m7b907+f6d7jpJNOcvdJGvb38ssvu+UaVqV75X/+85/FnovSeSxpyNyZZ54ZW716deyEE07427Be//dRWd9///0i96dhuTZpvx0zZowbCvD111+7IXW63qd7CNC8zZRT1ycNtdBQVZ1fPU888UQgwwE2h2B+C7wDQyd3b3zHlqTrxqO85Zw8ebLbQXVySvdJvrTl1DrUuCqN69YJNYgDZ3Nl9Z8w/Rd+/8UrbOtUJ09dCHTB13r1j7kK0/oU7ZcaP62xX7q5CkJxF03/fvjnn3/GvvjiC1c5ojGJ+kl3pUNpt71/v9RYxXQfT6UtpypC3nvvPTfmU/uoNw4wjOdRBaAPPvigu7AHcbNUmhs7jyqddMPSsmXLwCpvVZmgcuiYUQWNKmkVEHsB/ZVXXumuSyeeeKIL9P05XdLBf4zoBlN5EEoaE/vzzz/Hbr311ljbtm2L3OSl4/yfeK70BxLFBfQ6T/Xt29eN+Q46V8YPP/zggjdV6HjXn3RXKhTHWy+ff/65u3HXPulfV/7AOTc31+2jDzzwQJHnwhjQa0y6Kkb/+OOPtJYr8Ti4//773Xrt1KmTG7uvRhqdX7/55htXaXv55ZcXe01K576hhhmdIxWwaz/V8aLKEG/cuc71Cvg0pj/IfVaVIqr09rZ7cXm6gj7OS3NtUs4xXeOVG0X7gwLpIBpt3i2hnN46VI4C7/oehnNVSQjmN8O/MbWxlZzDn1AiquXUxV0n/HTfgJalnEGfjEpT1iAC98q8jwbdslXai2ZJNx1KgBnmbR9EJWNZt32QyrI+w3Dsl/bGTmVVUk4lcgqql4MC+WuvvdZV0vjpZvmoo45ywZOOIVXkvPPOO/F9NYh9VjfzqlhQoqvNUZmVmDWdN3hR6jngb+lWcOT1XFFCXgVwunH2AvowHE+q5FKSXSUI3FLgrIrmBQsWpLV8Ues54A+WDjvsMLd+ldBS+6d6NanCSd9DjUtK4qhzrvaNdHjooYfi979afzrPqIedgku/Z555xrXUq0eB6LhSYskgRSXxdmmvTaq01X6gYDpM5ZwXspb3LSGY3wIdxGrBVvdUnSjVspHYXS2K5Ux34BG19RmlslLOzL1osu0zc32WdR9VS3K6gw9/oKF12KVLl9jxxx//t0zV6tmi1rrEHgNBtILoBl9dPdXNVuustMFvOsoalZ4DibMVKGj39kkFbBqCpoqQq666ygVKXhfrIAP6qAwBCHvPAW1Tfb6f1qdmp0hc39ofFMR7QwI0bC0d+4AqDFTOxIpC9WDwKkH85dBQKg1T8YSh4snj9V7yzvs6l6a7x2V5rk1hCpRXllBOzQoRlvu80iCYL4FOgKot0sGhqXK8E5DGxKor4J133hmLYjmDOhFFZX1GqayUM3Mvmmz7zFyfZd1HNUwh3YFHSdcYTY2mcajqvpqYU0S9IK655ppYuiUGZxqv/49//MN1p/WCobDdwIe554CfWuPVnf61115zOYQ0bE7HknpfiPZNBVVqtQ3DTXNYhwBEpeeAWla1bTUVpp+Od7XCe7wgWvuFzlP+XgapPtYS31vjyb3eK6rM0fCexCEJGi+feG4K0/nAW5867+t6pcqHdA9Ritr9U9TLWRyy2W8mk6kyFCsjef369V1GYGUwVFZTTfMxbtw4lxFYmS+jVE4vS2PYyxmkqJSVcmbubBVs+8xcn2XdRwcPHpzWmQD8WaE1I4UyBN933302YcIEN1uFslgry/bIkSOLTO3z/vvvp30aMpXVy6auqS8104OmE9UUk3fccYebncSbbk7fKQyZi7VN+/fv72YE8LJol5RBX5mhr7zySpc52svInyo6Lvyzz3jLNN2kMkJr3Wqml5ycHGvRooVbr8oirUzhmlUh3bPoeOtMmcA15ZymmlK5lEVdmco1hZ8ycGvdhWG7a9rb8ePH26effuqy2EviNvVn3z/rrLNsl112SWsZNf2tpsVUtnydM++55x63XMe9pvjSNleZ9beXvVz/k3gNTeU9qvfe2qaa2UfnR2V6//XXX11meJXvmmuucY91DVDZvv32W5c9Pl1lLElJx7nWp3fe13lW0w/qWhAmYbt/ino5i0Mwv5mDRXNgam5uTTujqQt0oGvaD009phOlpnzQHO3+uTLTgXKyTtlH03d8heWiyXGfmeszSvuod5P74IMP2pAhQ9y60tSSKoeCdU3reOSRR7opyhTQa1ovTzqCTv/688qqSpqrr77aTTWl8r3++utuyikFdrrR13b3vls6p57zyun/rWkaFXRoSidv+k4FcVsKOLVuU0lTeb300ku2cOFCF9QXFBS4MipgUqXNhRde6IL222+/3S3XjbLmQFewr2m/NG1qOmmdffjhh64y4frrr3cVJAqANYe0piPT9GnaJzRVVRgqclRxo0oRrUPtj15FQ3EBvf93EPuptr3OQR988IENHz7cVSppmrSvv/7anRO0P2i9an9p0KBBfK7xVPNvQ21TTX+pqfFU0aSgXtMJ67HOWZpfXhWPmnpQ56/bbrvNglifOn7+/PPPLW5T77yv/bdx48YWpLBem6JazlILumtAWHhdlJShWFktv/zyS/fY6zKkBEI333xz/HVKlqHueOnOtE05Wafso5k7WwXbPrPWZ1T2UX9Xfo07V7d5TTck6nqr6fA0LlYJsET5CDReWus+SBpSoTHy2v5KDKuZHpQnQbMq6DupK7CmSFU27nTzd+XVfqdxnUuXLnWPX3/9dVcuf5frILv+aoaCM844I9atW7dYu3bt3Dh9da3XsAp1rfcSTHn7h8Z9q1t7UMI+BCBKyQOL+3wt0yxEnTt3jo0cOdIt01h6HfOtW7d2v5U/wevWnOrv4D8/KS/KSy+95La1hgbomNL0wpoO0zu/K2nfc889516X7mScUUlqHJVrU5TKWRH/6+8CV+v18ccfu9rY3XbbzdU0X3rppa5mrlGjRrZo0SL3e/HixTZ27FjX9ebWW29NW62ih3KyTtlHk1czq+Ppk08+sSeffNJ1q1NLrFpmNsfrJphOHPeZuT6jsI/6u9Z7rV9qnTvooIPsX//6l+te3bdvX9t///1dy9zFF19s3bp1s7p169qJJ55oQVKX/7PPPtsOPvhg++ijj+zzzz+3O++807Ucquu9WkPVUqdhAN62CKLngNajunqqLOo6f9xxx7myqKVbr+vVq1e850C6W2WlQ4cOrou1tq+6qYtaCdXC+cwzz7iWLv2oJ4bWpVq61CqbDurur9ZVtRAXNwRAXe0ThwD07t3btdqPGjUqkPXp9RzQttd622677VwrvHqz6NhX67zOXY8//rg7f/mPwXTzPlet2jNmzHD74FFHHWVdu3Z1fz/99NPud48ePeyCCy5wrZ316tVz20O9C/T9Unm+8h8T6lmlHgHNmzd353yVQT1ynn32WfdbLfQ33nij60ng5x8ekGoqq4ZTXHvtta6nkFradVxpPWsIQFhE4doUpXJWWNC1CWGh2ldNnaPEIaolVK1dx44dXYZN1d4pSYZqblVLpil+0j0/O+VknbKPZm72crZ9Zq7PsO+j/ha1Rx55xLUUK4mc5pAfMGCAy6b+6quvuueVWOqggw5y69wvXUnG/K1zXougMsIrMZ+2t5LeqSVONEWVshkrEZI/oVe6kwmGuedAIvVcUcI9JY1SJn1vukHNda7s6tr2apHVvNLpbJVXrwFNifj777+7Mmn/VJnUGrtixQo3y4J64oie11SJXlI0tdoHIew9BxKP/WHDhrntq/Ws86rKqgSSWuc6prSOdX5IlM4Eg1999ZVLDuf1GNI0nUp6p/nNNT2Zej2ceuqp7tzln7YunaKWiDXM16YolrMiCOZjMdddSScgTZvjn3td893qBk8XSl381c1N3TK9roLpRjlZp+yjmXfR5LjPzPUZpX1U60mBmn4rm7amePJu7j2akk7dRtV9NN03yv7AQ0GnN2+0ugJrXe69996ua63niSee+Nt80um+sZfbbrst3sVWWewV4KmLvQLUb775Jt59+YILLghsujQdQwqUFGDKv//9bzf9lObk9rqHq8vqZ5995sqtioh0CvsQAJ1fVIngp/1Tc7GLun6ru7qywitwV4WZ1r0qGLWOgxj64/f999/H7rvvPrd/elT5oIBJlTvecaahNokVeemiyjAdI506dSoyl722tyrINKTKm9LxpptuCnTogvZN7a+quNG5VBVjWr+qcFDFnbLrB3VNitq1qTAi5UyGiPUjSE33CyVkqVWrlstgOWnSJJf8RNQFUM8rcY+6DaorW6tWrShnxNdnlMpKOdOfvVwJui666CLXtfGcc85JW3fQRGz7zFyfUdpHRQnjlCSoXbt2tscee7h1q7IpsZTWsbqtaz0q6Zm+S+fOnePfLx38XZCVdO25555zWevVjfLUU091XeqVTE7dldXlV93ZJ0+ebDvttFOR90l1ef3dgVUGdUVXt3olh1P2+ptvvtn9qPuyulur26gy7itxm7ovJ75HurqC33XXXS6DubosK/HhYYcd5p5TF/Dnn3/eZTPXMXfggQe6fSPdwjwEQNTdW5+rbv3KWt+kSZMSkwcquaCOo8MPP9xat27tkgfquwRBx5WGoqgruDRr1iy+Dx5yyCHuPKr9tUuXLnbSSSe5rvX6O11l8w870JCePffc06ZMmeKG0mifFJ37tW+oy7WGr+j89cADDxT7HqmSeMyWlIh1n332iSdiVbI+bXtdH4IQlWtTlYiUMxkyMpj3Dh5dMHUR0jipG264wY3f0RipmjVr2sknn+xeq7Ezep1O+ukek0Q5Wafso8k/nsJ+0eS4z8z16S9rWPdRfb6XGd272dW4YwUYqhhRlnoF9cq6rrGnykvw7rvvuoBF+Qa0Xr0s3KnOsO7xtqOmytJ4XU2JpgBegYYCPAXDqrzRb93MK7BT2ZSJO10Bsj9weOONN1z28iOOOMIFwArivEombyyvXq/t7d/m6R4vr8BSU/jpWNLNsPJMaLuqAkfB57bbbuvGIGs8up575513AgnmRfuexhsrkFNljgJkzVig9ahxtCrvjjvu6AJozWCgwDOdNNZcOTn0++WXX7ajjz7ajTVXLgftl5pZQVTRoDJ743nTHcj791PtaxrPrQqlyy+/3FU4KUjyjmtV4CmAUqWeKno0jl5Sfez7y6hcJ9oPdT7SrAUqs85VOr50HhVVnuiakLhvpjOQVyWjfnT+0TbXuUnXKu/Y1zVAv1u2bOkqfXSOTXcgH/ZrU9TKmWxV1DxvGcTb0BMnTnS1oapZ1NRDupnTiUnz4uqgUo2NPzmPanS8+T0pZ/TWZ5TKSjnTd9Fcv359/KKpIE5zYut1N910k7vB00UzndMmse0zc31GYR9Vwi3Nt6zEdokJokRBh9bbo48+6lrB/DfDuqHybpRSnfCqONOnT3etb0qApcRn+nzNH6zEcupV0LFjR/vyyy9dwkMFGtoX0pGcq7ieA9rO6jmgcimYHzp0qOs5oFZuJe7SPqDAVC1K999/vwXliy++cAGngmG1JCtIVrCs4E29LxTo6yZZ06ip3OmcMss7ljRP9LJly1xQqZZjlU8J7tQLQwnPVC5tY93k6xjTct30p5sSsHk9B9TTQcfPe++95yq/9tprLxfMq+fAq6++6ipFNI97uisc/EGSzqXatjr/KCjSsaMEon369HGBvSodtE+okkdBdLpa5P3US2TMmDEumNcxr/Olzl+qrFHFoyoXtJ5feeUV1wNCv4OowN1cIlb9rd/qNaBErKqIUE+ooBKxhvXaFLVypkLGzTOvDajaeZ10tPFUQ6OTkpd5U1l2VfulzJzjx4+P/98222xDOSO8PqNUVsqZmnWqi6a6BCqbrYI33TwtXbrUPa+WI7Vy6GZeAZ5q9NWVMYj5j9lHM299hn0fVUu2up7rR8Gl1ptu6FetWhV/zbhx41wvB7XUzp49u8j/e4G81nlQWYJVoaD1532+buy0/nRDp8oedcdWy+Ipp5wS7z2QjrL6ew6oLGpFVDCk1rnvvvvOVZIoe71+qxeEughrH1BlhATVHqOWTAVxqiRRS7ICYt04X3XVVS5oVpdmdWNW0JTuua+9IQDdu3d3Ld46jlRBoiEAKp/2Z1WOKKjTd1ClibZ/EIG8v+eA9gVViqjXg3oOqMJBFVEKOBTYKZhXD410B/LiBfI6/rVvvvbaa+540XlT604VO6oo0fAk7cvKxq7/0TGW7nnkFy5caP/+979dJYkqE3Q+13AfVYh4w6dUVg0FUaCvQFnr3v8e6aBeLOq5pLKpkkbndf1W7wztrwrytc21HyiIVytyugP5sF+boljOlIhlECW1UEIEJbtQpk1RkiMlPVKCCSVG0mMll1DSCSUgUQIKyhnt9RmlslLOzM1ezrbPzPUZlX1UmYCVHEzJurSulKFaSe+U+MqfSFDZobV8xowZsSAUl7xK6+rYY491ydD82eyVDGufffZx30UJpoKaX3jatGmxI4880iUQ9D5fCc+0vidMmOAeq+zjx4+Pvfnmm/Es4Ome+1oJ7T766KN40rX3338/1qtXL5fN3J+USwm8Pvzww1hQtI8qWeDYsWPdYyXdU+IrL/O71rNmK9A+ocRs6U4iF5XkgYnH08qVK12CuO+++849VoI7HT+aEUL0XZSkTQn7lDU8Xfupv4xKdqdzkmaq8GjdXXPNNS5TvZLc6Tyv40uJ0ZQQ09sm6UwiGZVErFG4NkWtnKmQEcG8d4AuW7bM/dYB/MYbb7iskZomRdOS6KDRdDSaTkd0wC9dupRyRnh9RqmslDNzL5ps+8xcn1HZR70bZU2Ndswxx8SeffZZt461Tr1pqBQUPf30027aL1Ew77+ZTndZRcG5giAvcFeFjdalf/3q5k/ZrK+44gp3c6dgJQgK5vX5mi7LT/unZgXwAvogp/T74IMPYgcccIAL1Pbdd1+3b3oUHCmAnjt3rpuC7JBDDnHTkgVF2dQvuugid8wvX7489uCDD7qp6FQuzRCgKQe1H6hiIqip3bQ+VR6tz549e7pgQz7//HMX0Gt/VdA8ceJENxNEEPzB7VtvvRUbPXq0O0d5FQ2i7Pr+gF7HnR6rwlRBfKozw/vLeO+997rjRZ+vyhyv8k70t85XmqVC+6rOpZp1Q+s6nVn2vfJqxgTti6r8SPx8zayhijxlW9eUnkEK87UpiuVMlYwI5kW1xLrh0EXnySefdDXHHTp0iN11111FasLPO+88ylmJ1meUyko5M/eiybbPzPUZpX1U862rdV4t7/7pnXTTrHWtAE/BvldZku7pnfw39ffcc4+7qdfcwl27do1NmjTJlUlBk+bmVoWEWrkV8F1++eXuf9Rao3m9Uy0KPQe8z/fWqabB23///V1rq/Tv399VPqjlS/uF5u725pHXPO1Bt3hpujRVMl155ZVuOrrTTz/dBZeaIk039mq9DVLYew4kHk/Dhw9361PnUf1+4YUXirxWPTN07lKw7/Uw0NR0mprSq6RINa1DBeZad6rE07n9hhtuiB83ou1+8cUXu+uAKOjT+SodvbK89anjxaMKUq2jE0880VWW+KmyVMeTVymdblG5NkWlnKmWEdnsFyxY4MahXHzxxW6c1wEHHOCStyiBjJZ54+JUuaExU0qWoDFr6cwMSzlZp+yjmZe9XDg/Zd76jNo+Kirneeed5xJFffrppy5Jk8aXK0GXxshq/LzGzWpcor6HyprOrPXe9tMYaI0115hYJbxS8jBNN6Xs+kp+pbGSGk+rpFcan67Hkp2d7faRdCW7Uxk1LlbTeGncrpKfaXy3xkx70yVq39R4eSUT0xhk5SlQQq9U0v6n/U3jTr3cEcopoKmclCthxYoV9tNPP7l1pTH+SsKnhIEad6zvp/WYzjHd3rE0a9YsNwZZ+6OyVysR49tvv+2OeeUZ8Kae0lhvTQEXJI3d1jF/2mmnufWp8b2JyQN1THnJA4MY0+sdTxpXrBwDOu51vCgXgfI16Jypc4D07t3bJb9U0j7tN8pNoLH12p+VCyDVOUiUUV85O5Sd3JseUz/aB1Ru0XVAOR10/GgfER1nl112mUt2msqEp5tLxKr8AzoH6bjTucFLxKppM3XMBZWINezXpqiUM10qXTZ7L2uh6EZCiQ+UOEYXQ13UvSy8OsnrR8mQdJDrhKqTqRJPeAc65YzO+mTbZ+76jFL28qisU8qZufvolgJR3aTrxlk386oM8YJm0Xy+3nRZ6Zqn2U/r9IUXXnBJopT4yCuTskFr/d1yyy0uc7H8+eefrnz6UQJE3fTr+FJAkOps4JrrWFPQ6bhXsKbp25SIUQmvNL2fAlAFy2+99ZZbz5pXXvNhK/BQErxUUfZ3zQmuwFcJ11RZo+BcAbvWV9++fV2FjSohNJWTHmtGACXoUqVDuhPdeetUAaYSGur4UECsyhvv2NF21zGmJIxa59p39aPANChKDqigV9MPfvPNN269tW/f3k2TpgonrW8FnkFTwksliVOlgjLDK7O6pnFUUjbtw/37948H9P7t4c0Cof07FdMRJk4/pn1TFY2auUCVSspSr+dVEaHzlY5pBcdK1OdJ96waSsSq5IuaWk4VCirbP//5T/db5VcAqqkJzz77bJegtbjvmWpRuTZFpZzpVKmqKHTB00lcWVVFNTQ77bSTq63RDYZq41VzK9roqk3UxUonf01doot5Om6UKSfrlH0087KXc9xn5vqM0j4qJdXve4G5ggwFcwr4NC2ZF8jr/7xAXn+nM5DX5+nmXEGHKsgULHlUJpVTN9Caruqzzz5zFWlecJqTk+OCPL0mVYF8ST0H9Lkql/ZjzdOtQE77gfZd3dwrENLr0tVzQJUgag3UfOsKMjQlnipDFOCrFVnBkgJ+L0O5gju1eH311Vdpm0Nen+e/oVc5b7vtNlcRoooFtcIr0NRNviolFSBpXnkFUsocrsqIdAby3vGkngPKtK2eQ17PAZVfFTfa7qpoUoCvc1NQPQcSs7lr+6qSQQG8psMTtXgq4NQ6Hzx4sMsY79H38c9YodemoozesaRjXZnJtd+qgkHzx6vXgM6nolkK1KNFx5YqJvzSFcirvFon6rWgc7uy6WumApVJ217HlI6dK664wpo2beoq8BR0Srp7B4f92hS1cqZVrJJQkpOTTz7ZjYvUWCSNlVGmVf+YCY2Ve/jhh/+WmCWdGSwpJ+uUfTTzspdz3Gfm+ozSPppI61DjT71y+2nMqZJ3aZxvUOu0uLHnSgqncdxKgnTjjTfGE/J5Y1WVBE3jvT1KNjZ9+vS0JUNSIjuN2VXZPErSpmXKReBlCReNldV+npeX55KMaX9esGBByss4efJkNx5eY45VLo2DVhm9ZFJat952V94J5R9QOdPhxRdfjD3zzDNFxmEruZ0yrIvKoXHTGmussbNekj4dVxofHVRi2ygkD0xMHqkxyFqfytGgZKHKO/DYY4/FX6Nj64knnoide+65aTv+/WVUWXQ8d+rUKZ7LQWPQdS7VefO3336Lv1brN10JI6OaiDUq16aolDPdKk0wL48++qhL0KEkMrow6oDRYyXD0IGsC6mW6STgP9ApZ7TXZ5TKSjkz96LJts/M9RmlfdSjcimZnRLeFXczrWnn9LySC6Y70Z2/HKJEdspirR8viZSCJU1DpZs5ZS73BJGYz9v+CoqUOMxLEuenioZLLrnEBUb/+te/3P6rjOHKsq/Xa9o6BVepLqO3brQfKlBTpc2ZZ57pyq2M6kpspmBz6NCh7mZayeX8maNTSZ+z9957x4M3VXKIbuAVzCvwVMZqr7JG2759+/buu6QzY30Ukwf6g3EFSNrGWndXXXWVq9BTObUelUxSFUv+84T3v+ms0FMlrdaZKpJGjhzp9osxY8bEA3rtI6qIStzu6Q7oo5CINSrXpqiUMyiVopu9141J48nU1UJjztSFUglv1H1F3avURUzd7dQ9SONU1CVnyZIllDPC6zNKZaWcqe1ype16wQUXuO5pHTt2dN2runTpYkcffbTdeeedbtypulerq6MoSU66kjSx7TNzfUZxH/Vo3alMytOgLuEer+u8yqZu30qMle5x8f6x+A899JD78cqvxGHqsq7x5epyqS7NykWhbsKidaz/TexOnKpy+re/uvWqS7+62aocSh7nlUt5NNTVeu3ata6ruIaMaCy9uouqy7jGKyvBU7J98MEHbh1p2IS/S69yIaj7urood+rUySWUVJd7JTbT2ORJkya57s3qeu0l60u1KAwB0NAI/fjX5+aSB3700Ud20EEHuXHe6navnA1KhphuXllHjBjhEgRqzLF+dD5SuWbOnOm6hCsvgoaAaJ/0zhNe1/p0dQn/+eef3XAFDbNSrgYljtTn33XXXW6Zhv1o31AuAm0Lv3Ql4ywpEau6eW8uEWsQKczCfm2KWjmDUimCeW1kjYHTgXL55Ze7MSc//vijGx+pg1njKJUgQeOmNH5KJwMll9KGp5zRXZ9RKivlzNyLJts+M9dnVPZR/424v8KjWbNmLqBUIiHROveCVK3Lp556yo1PTRevUsELxjU+Xjf1SnSnse8ah6zvoWBIgebpp5/ukktqbKqyXfulugLCX+GgwOK+++5zPxo3q4oG5W9QGRWAKID3AnpVOg0YMCD+PoceeqhL7ORlYk8mJQpUsK6yKJeAjhWvzMoxofIoEZvGpSrg1PdQpZmSCWp9KnDae++9LV3q1q3rkvLpuFHgriBZiex0w64ZAXQDr+NMZRXNVqDvpsqedNzQqyJBQa43TleVDqJcDqJAXuP1ladD5yOtY1U0aT0qyFSlSJCBhyqWdKxon9Q69CrrtH8qyNd5VOdUJZFTMOU/P6VzbLe3j2o8vta5MpRr7L7OAw8//LCr+NJ59euvv3bnhXTQ+dqj86SObSUGVD4X5cRQmZV4U/kcVMmk8fE6zpXnQcdVjx493PGW7jHyYb82RbGcQakUwby/xk0ndZ00vaRIOphVS6qLjxLciC6Ow4cPjyfuoZzRXZ9RKivlzNyLJts+c9ZnlPZRfzIpBXdaf7opVoumAsijjjrK3cgvXLgwvs69YFo3UVrmBfmppERxCiSUwMwrg9eqreBCU+Wp7JoKSy2zCkLVeqvAWQkRVemTLlHpOaD1pptiVYqoEkct7gqM1OouWp/KRq4gWa3Iunl+/vnnXQDtT3aYDvo8rRO1wnbv3t21yilZ2JtvvulatVVOBZ8KoLUfK5mc9hn1Kkh10sAo9RzwSwx0VFZV3GlfVOum9gX1ctLUaepNoMqoTz75xFUAqRLPa5FPJa8ixE/nHO27CuaVzFLrUZUPqsxTQKfjSb1cFOil4/wUpUSsUbk2RaWcoRKrhDRmQmO5NGZGY5P8Y81WrlxZJHlKkCgn65R9tGzHi8aXKWmV3z/+8Q83Dk1jJP1j5KZMmeLGqfXs2dONUZs1a1YsDDjuK+/6jNI+6h877pXhoYcecomujj76aJf4TLkGNIZW45K9scDptmLFCpdsa8iQIS6BmJc8TGMllQRR61Rjkl955RW3XImPlAzJe5yu8bJKGuZft0rEdNxxx7mcDqIEjW3atIm9/fbb8QRnGvN54oknuvHpQdC4fJVJ6zA3N9flGbjooovc9tbY4+uuu87lpvBo/0hHEj5vff3666/x49fbX5UXQfkFdGxr/LbG9Kvsosfdu3d3P0p6lm5hTh7ol5g3wjs2Pv30U5cPQ8kvr7/++vj4fe0Xp5xySqxPnz5pGSOfmIdBY8+1rnS+FK1TlVnJDp9//nm3bNGiRS4R6kcffZS2sfFRSsQalWtTVMoZNpUymNcFSgljlATDy8YbRpSTdco+WvkumlvCcV8512dU99Fp06a5cs+bN88F7PpRhvAePXq4darA6bLLLotnBE5nAjkFuWeffba7UVciO1UsKFDXjZ2MGDHCJcLyspmLknUpUZcX9Kdj3ao8iVnKFQgpmJdPPvnEBc1jx451iduuvvpqlxhNZVUAle7EXH7K5r/ffvu5/VL7wj//+U+XiE3Jz5SsTfuyVyGRLgrQ9tprL7df3nnnnX9LCqcbdyW8Eu0TSiymdeutRy+ATpewJw/0KCmof90899xz7thR8OSVRetQx7s344IqU3QOUKLJdBxLmrFASeO8yjElNdSxo2XaT7VvqKJJ5yPtp08//XQ8WaQqcbwypuuYikIi1qhcm6JSzjCqNN3s/TTOr3Pnzq67kDdvbDq6rZUV5WSdso+WjrpKqguj5gceOnSo67Z2zz33uG5Wmm9U87Zq3Jy6WL3++uvxeWYlbF2tOO4r5/qM4j6qbsoaV+6NPVQ3b/2oi6jGzqpLrbpgq6uohipIOhPeNWnSxJVLyY00BlrdftVtWWNj1eVXY6jVZX327NnWv39/N15WiRHVfVnJutKxblUubVuN29TYc28ogMZAa12qu7q6qev3Oeec48YgT5kyxXVvV1dQJXBK13CF4mgYitab14VeXdM1R7vKr67XmvNc49PV5TldY1CjMAQgSskDRfkl1P1YCe5Ex7OGIml/VBLRa665xuVN0L7YunXreBmvu+469x3VNVzfM9Xn1j333NN9vhLwKYfEnDlz3LAprW+VRXlRdN7SOUvdqnXMaV1rznntI173/1Qnu4tSItaoXJuiUs5QilUyXu2Mau6OOOKIv02tExaUk3XKPlq2Y0UtBAcffLCbikbL3nzzzVi3bt1iLVu2dNP6fPXVV66bpf5WzW265o4uC477yrk+o7KPFteqfvnll7tWUHVrLK51Q63iavVUy5e6PaebWq712eop4LXQq7VOrV1q/VLr9rhx49yc02pBVPdgb0hAqlvnotJzoDTUKt+qVStXVpVR5VLrp+Z1T3cLctiHAESt54Dntddei+2zzz6u/OodMGnSJLdcQxLUEq/pJtVNWd2YdRzpmFIrfbqOJ4/KcMstt7jP17rT/uhRS7x6DKnbvWibq/zeuc2b8i0dvPWhsuicrl4uHg1V0v6r/eTKK690v7t06eL23XSKyrUpKuUMq0rXMu/VzihJQsuWLV3CES+5TJhQTtYp+2jlzV5eEo77yrk+o7CP+hOzqcXDm75HCZyUQErJ2VRmz/8fhufKrqRdaiVVIqx08LcAq+VaLVsqv5IcqSVcLXJqoVeZ1WKjlhu11qilUQnntF7Vkpzq1rko9BwoLR0/Kt+HH35oAwcOdN+ndu3a7jukswXZ3+NGmeHVsq1kYUrEpiRYamHW+tYxr/J++eWX7vXXX399vGdOqkWh54BH090pYZ2SAipbvpJEKpmdepB450rNSqDtrF4aaqHXsabjSOcunR9SfTw999xzrow9e/a0xx57zCU31DG/2267uXXozaghOn40xaN6DQwbNszNcqDy69ymc7CX1TzTE7FG6doUpXKGVqwS0xhA/YQd5WSdhl1Y9lHVwCvBkBKeiFptNA5RY6X/9a9/uRpw1eQriU/YhWWdbgnljP4+6m/9VWuGxpqqxfj222+PL1fLp3IP+BMI+pPQKVGbWkvS2XvA3+qiMamXXnppkRZ6tXqqtSsx2V06W7vD3HOgPLT91YqoMd/pzI9QEh03apW744473LpUy6ta5NVyq3KqpV7L0t3DIcw9Bzwqj3qO9OrVy+2jOvd4LfRadxrfr/3VM3PmTNdCf8ABBxTpjZHK/UCJAtVTReciHR8av++VSS3d1157rUt09/XXXxf5P+Ue6N27d2h6toQpEWuUrk1RLmeYVOpgHkDlE4WLJjJbWPdRJWFq3769Cy6VlE0Jpe6555748wpI1NXWyxrtBZxffvmlu6FOdXdrf9AwfPhw15XywgsvjAfrxQX0StKmYCWdEgMIrUt1Ry4uoFdCOY9/RoB0dgcuK90kB9G1PipDAMKcPNCjz9cx6+/WrVkhPMq0r4D+pZdeKhLQ61ylbszpqGgaOHCgSxrnZfgX/9/eDAGqYDj33HNd0ki/dGTWj1oi1qhem6JazrAgmAcQKVG5aCJzhWEfff3112Nz586NP1aroFqHvSl/dJPcunXrWIsWLeKZq0VTUCkY8VMA5WWzTwdl01fPAY3tVauMWmG86cdUsaDAWeOSlR3aC+7SJWo9ByoLBc4K6G+77bZApnOLUs8BBTqqBNOUbp7isryrt4DG0I8ZM6bIuHRPKgN6ZfhXvg6vsqukyi3lF9A0j8psrsrGxCnLwnQsqVeBzlteBUoYeraE8dpUmcoZFpVuzDyAyi0s2cuBsO6jGmOqMdpjx4514wxFmdM17lVjDDXW99lnn3VjO5WB+b333nNZg5URWpmiH3300SLvp//V+Ol0UN6Dzz77zI0vveiii+zoo492YyQ1PlJjaw8++GA3vldl1bhZlc3LYJ3OvAMjRoxw43dVRmWp1jhqlUvjPr2x/RpDr3wDGtfvF5Zx8lGiMccvvfSSy2KtsdJhOee3atXKjd3XcXP77be7cimng/7WeHnlc9A47nRtcx0HCxcudOcAnYe8Zd7na5y3yvjEE0+4rOH9+vVzGcI1Llm5HPxSmXNCx4fKqDHSUtxY9/Hjx7t12KhRI+vWrZt77UcffRS6Y8k79/Tq1cudJ7Vu0z3zR1SuTZWtnGERvj0NACrBRROZKQz7qAKMxx9/3E2HpEBDU2ipLEcddZTtsMMO9sUXX7jEbUp8p6m09Ldu5p9++ul4WYO6cfrzzz9dwrN9993XBfZK4KXkZkoipr/1fVRuBSC60U/nTb23DZUcTMmtzjjjDLf+FMyrXAroFeBr3SmJnL6LgiUFn6i4Fi1auESHSoQXpnN+mJIH6jjQPqnj/Pvvv48v89O6U5I5JZ3T9Gma2u3TTz9Ne/I4fZ4Sx0ni+UaPa9as6QJ+VdxpujqdB1RJGTZhScQahWtTZSpnmKTvyAWAFF00ddEHwiDofVSta2p9VxZ4ZdrWjZBujnRjpBZDlU+B8P777+9u6FevXu2CY2WPPvDAA+Pvk44bJ/UUSAwg1AKr+YQXLVrk5pZW66GCt+XLl7vs5sp2rfmFld08sbU83T0HVMGgIEitsvoempf9kksuca/T/NfqOaAs4omtoyi/ffbZJ9Q9B1TBU6NGDVeJE2Twocz1//rXv9yxpMz7iVTJoHOS9mdlD1cllNfDJR37aYMGDaxTp04u27vOk40bNy7y2Vp37du3t2XLlrkyqnXe62mQ7mO+tHTeve6669zfYbwnCfraVNnKGSYE8wAiJ+wXTSCofdSbqueBBx5wLVq6QX7hhRdc4Ny9e3d3U6xpkxQQf/fdd/bUU0/ZypUrXUDvTe+U6ind1HJZp06deCCvFk2VT60wusH3AnUF82rdVDCi4QJt2rRx3W2POOKI+Hul+6a+pJ4D+k76W9OOaaoyVZjsueee8f8jkM+cngMa+hFksKnj6IYbbnBDQHR8e+ch8Y5vVeLtuuuuRYbPpLvCSUNoNN2lyqjKRp2bvMpImT9/vjuGFOj7hTGQ909XGXZRuX+KSjnDgGAeQCRF4aKJzBbUPqo5zjW2WK3H6kL73//+1819riDjyiuvdF1VdaP/ww8/uHGoakH2utanOpBXi+XMmTPdmHO1zg0ZMsS1aKolUZ+vlk3d2OumXuVVEK/WOY3jV0uNAvl0VTpEsecAghWWngPqNaJx+4MGDXKVd5qfW8G7jpk1a9a4c4OOOfXOkVQG8YsXL3bzhCfSmGjNF6457++77z53rvKGJaiCUcN+NFwgMZhH5tw/RaWcQSOYBwCgElECLN2k64Ze1OKlFmMlZlu7dq0LNNUFNz8/342vVbBZXOCaCurqr6RgCjTUtfebb75xY84VZHz11VcuMZ8C+WuuucaN8VcSrNdee83d1CuhXzoqHaLccwDwaOiM9uM77rjDJk+e7BKJaQiAKqIU4Cv5pYL4VFY4qdJg+vTpLr+FP3+A95nq4q9Kuvfff9+N3z/++ONd75f169e7Sgf/Mc+xBBSPYB4AgIgq7iZXAboCdbXIey2Fyqqu1jm1hOt/evbs6YJ87z3SEcgrIFZrvAL0008/3fUQ2HHHHV15FSgrEZ+6+iqg1w2+ehGceOKJLlDW+FkF8KmudIhSzwFgc7QfnnDCCa77v5JhKiGeui6rQko9c3Qcpfp40jE0ZcoUe+aZZ1w+CW/oiT9AP/fcc12Oj4kTJ7rAX+elvffe21VGpKOMQNRV0fx0QRcCAACUP5BXd1W1Xmtsobqoalq0tm3bui7gXldFTUGnhHharqzb6Rofq7HkGv+qzNXqpq7Wa7W+XXDBBS5Jn1revVY7tYqrnArojznmmHgCOUlHgKzyqOeAggn1HFAiO03b5+85cMopp7ieA1qXqphQYO/1HFCwRCsioiBdFU6aTu6tt95yPVhUEebvOr2lcfpUigFbRlUXAAAR5AXyaj3WzbJuio877jjX6q5gUy3f6qqqVm210GscvVqONTY1XZmrL774YlcGtWyLAuKTTjrJBb9q8T711FNdsKxpstRCX7duXdeaqOzFU6dO/dsc2ZnecwAoj+KO9VQeT/7PU0Cu40LDUrT8iiuuiFfeJZYpsZz0bgG2jJZ5AAAi6ssvv3TjURUQK/jV2FgFpH379rVZs2a5+a//85//uORXCjL1OF2txxqjr2zV6rK+/fbbu2UaC6vu6V7WanVR79q1q+t+6wX0omzbSs6XjkqHKPUcAKLkkUcecRn+c3Jy3OwPs2fPtj322MP1evHP9gCg/AjmAQCIIHXrVgCvMaZ9+vRxy5QZWi3w9evXd1OmKbBXQjwFmnpdupLdKcFW7969XTd/Bb2SGJR7Ab0ywauFXr0H1BquRF2eVAfyiT0HRJUKaoX3yqX5rf0VDQrotY617ocOHcq0c0AJ5wD1ElJlnXq6yMcff+yS3en8o+e8bPoAyo80qwAARIwC0AULFtgbb7zhpkLzqNu3krR5SdmUBE/Tp6ll3ks6lepAXgG4KhCmTZvmAuGSgnK1bt9///2u1V5d25UAS9Pk+aUykFfPAXXn19h3Zd3Wj1oSFcirokHlUqui8hEo+76ygIuGApxzzjnxQJ7UQ8DfrVu3zubOnet+ezRDhYYCqQeR5pdXzx0AFUMwDwBAyCkI91MyKSW509Rob775pguEEwN6dbPXFHR+6ZjeSQGuWrE1Ll4ZtL1lidR1XXOzK3u8ehJ8/fXXbshAuloN1bVeGba9IQAKyjUEQNRjQAG9WuxVYaJ1qeBf4+NFY+jTlXcAiNr5SXRcHXvsse78pKDec/TRR7vnvv32W/v000/TXFKg8iGYBwAgxPzj2z/55BM3L7vGvqtVWV3pNcZbXVY1ft6jJHI33nijWx4UBcKqTFAvguLstttubly8xtFLdna2G3OuIQGpFJWeA0AU6Njxzk9KavnAAw/Y008/7Y77s846y81t/+STT7qeRF4+DPVuUU6KIM9PQGVBylUAAELMu1FWYKn5ojWmXC3H9957rws4Nd2TAv7LL7/c3UR36NDBvd77HcRUaWq5vuGGG9x81upOe9111/0tUZxu6jWOv06dOkX+N9VJ5BJ7DqhSoaSeAyq3xs1rqjr1HND3AmB/O7c89NBDLo+HjhtNj6nEmzr21fvlhRdesPPOO8/atGnjKtLkwgsvdMcdUzkCFUMwDwBAyOnG+J133nHBugLLCRMm2Oeff+4CXwX2t956q2shU0I3ZV9XVnZPugN5zwEHHODGmg8aNMh1a9fNu8buq8xqtdMYdbXe++edDqLngLoCa9hCaXoOCFnrgaLnFgXoyimhoF2JLCdNmmSPPfaYa3lXToqWLVu6WSA0TKVVq1YuwPd64TADBFAxBPMAAIRMYrdv3fQq6FUgr5tiBckDBw50XcAVyGtqOnWrb9y4sXtNWJx99tmu5f2OO+5wSa/Uq0DdbnXjrwD/lVdeCaR1Lsw9B4Aonac07l0zVyjRpoJ0Hcft2rVzM2wMGzbMevTo4X5rZgu/dMyqAWQCxswDABAyXiCv6dG8G9+lS5faRx995KZvUyCqjOqiIHnGjBkuSO7evbu7Qdbrw0A39hq/rzHnxx9/vCuXehJ06tTJjf3X31oWRO8Br+fAM88846ae88b0hqXnABD2ZHc6Tx155JEuUFfr/Jw5c1ziSB3PBx54oEvSqeNJlXqJuTMI5IHkoEoMAICQ8LdQq1u9usyrVfuII45wydd0c6wAVMmjRDfK6gpes2bNUN8oKyDWmP5EagUPsqxh7TkAhJH/ONAMDwrQNQ5eFYxr1651vzUc5ZBDDnHnJlWYacaNzz77zKpXrx508YFKqUqMCVIBAAhV13oFkWpt12/dLA8ePNgFl5oH/c8//3QBvbLZv/zyy5afn++y24c92AzzNG6apk7JBZUQT/PMN23a1HXB93o5hK1yBAjy+FWyO005p3OQ8nMol4eOkb59+7rj6NFHH40H9P7/Y4w8kHwE8wAAhIjGcOtHN8br1q1zrfPbbrut9evXz3VL143yDz/84MZ977jjjm7aJy3nRjn5WKdAUSNGjHC9hFShqCSRSrrZvn17e/jhh+MBvcbRqwJSPYrCXskIRB3BPAAAIaAWLLV0KXGUxqF6XelFc8krq/p9993nWo3VDbxatWouAZ5avWg9rtw9B4AwdK1XLyANl1HXec0CoZ4syliv1zRv3txefPFFF9Bfc801tmrVKnvuuefYcECKUV0GAEAIKJDU2He1BivZnXiJ7EaPHm1LliyxO++80yWZ8uZJ98Zz0w08OesfQNEKLi+Q//nnn11lo5bpfKOhKZqKTnk83n33Xfvpp5/s+uuvt5kzZ9rQoUNdYkkAqUcwDwBAwFmhPbpRVrK4b775xlauXFkkSNeUc5q/+bbbbotnhvbfbANAKnqqqGu9KhJ1zlKLvM5R3377rUtqd/DBB1utWrWsQYMGbry8Kh5F56XiznEAkos7AAAAAuy6qunmlMBON8G///67G3OqJHdq5VJrvLrXi7rVa77mFStW2P333++W0ZoMIBW8c8t7771n3333nRvqo7nkL7vsMttjjz1s4sSJbupG/a1zk37rPDZo0KD4e1DRCKQe6VkBAEgz7yZ3yJAhLiu0EkhpHLyy119yySWu+6oSS1155ZWu9Utd75ctW2aPPfaYzZ492yXAA4BkUsWhKgvVyi6qXHzrrbdcK3yvXr3iQ3+UpV6v/fHHH+2TTz5xQXxeXp61bdvWndtIHAmkDy3zAAAEYOrUqfbBBx/Y448/7qZ6Ouuss9w4VLV2KbGd5pk/77zzrFOnTnbMMce4Lqze2FWNrVfrPrPLAkgGdaNXwH700Ue7ikRVGGq2jO7du7us9Wpx15h5Df1Rq/1dd91lixcvtieeeMIF+KqI9LrWK9gHkB5kswcAIACfffaZa5lX8qiPP/7YbrnlFrvppptcK72yQqubfZ06ddxrp0+f7lrkp02b5lrKxo4da3vuuSfbDUCFKWBfu3at60qvisI//vjDzj///CIVjwreNR2mpsLUa0St88rt4SXjZFYNIP0I5gEACMCCBQtswIABduCBB9rTTz9tt956q5199tn2yy//r707D4lqjwI4fnxEGBZpBUZUIlFman+YtEgUSUWpQVlQ0oJRUWQJoVgwUhm0+Ud/JURUtBCEmi3YBgVBmGbbH0VJ9ShSizJbaV98nPO4w4z6h7waZ+7z+4FhujO3Se/A7Z57lt/fMmvWLLtonjRpkmW6dDq0XlDrevL5+fk2DA8Aftf27dvt3LJ3717vzUOHx+Ox1/RGoy5Dp7M6wsPD7dykz75D8nzngADoOvTMAwAQIB8/fpSIiIgO39MJ0FqOWlpaaus2ayCvNPulwXpUVJRt6wVyXl6e7fv161froQeA36WZ9Xv37sncuXMtaPftdV+3bp3U1tZ6s/Aa0OtDq4nmz58v5eXlNvjOQSAPBAe30AAACAAtk9eLXx0M1REtTdUsu06BbmxstKF3NTU1tvScZrsSEhJsP98eVAJ5AH+CZtV1tQxt4YmPj/cLyLVKSF/XFTb0HKVtQDrXQwfcrVq1SpKTk/2WzQQQPJTZAwAQAFqWqpPp09PTrRc+MjLS732nRFUvmjXLVV1dLX379rXhdzpUSkvqmQoNIJCZeT0/LVq0SHJycuw17Z3XZecSExNtKTql5fXnzp2TyspKO0c5Nxc5PwHBx201AAACQLNYmtlauHChBe6FhYXtAnqVlJRkZfV6Ya0X0hrMM0wKQCDpOUmD8WHDhkldXZ3MmzfPWny0F14n2ju98OrZs2cW3Ou5yRdT64Hgo8weAIAA0QtgXYNZJ9aXlJT4ldzrxbJeUGvPallZmfXWO1OhtbSeMlYAgaLnGe2Hz83NtUy8DsBre25SLS0tVo6fkpLClwGEIMrsAQAIMF2zWTP0GRkZVnLvDLerr6+3nlRdv1n7UhkiBaCr6c3E4uJiyc7OtvNUbGysvd7c3CxFRUX2rK1AZOKB0EMwDwBAFwb0mZmZUlBQYGs566ApzcJXVFRYj7zvUk8A0BX0HKQ98Zs3b5aBAwdKdHS0rRmvtP3n0KFDzPAAQhTBPAAAXRjQ67Cp1NRUaWpqsp7VEydO2IWyXjxTWg8gWBoaGmwQp1YMDRgwQOLi4iQtLc0y8pyfgNBEMA8AQBfSHvmsrCyJiYmRqqoqAnkAIY2p9UDoIpgHACAIGTBd9omMF4BQ4tvqQ9sPEPoI5gEACBJKVwEAwH9FMA8AAAAAgMuwzjwAAAAAAC5DMA8AAAAAgMsQzAMAAAAA4DIE8wAAAAAAuAzBPAAAAAAALkMwDwAATH5+vsTFxcmBAwc4IgAAhDiWpgMAAPLhwweZOHGiDB06VL59+ybnz5+XsLAwjgwAACGKzDwAAJCqqio7Ch6PR548eSK1tbUcFQAAQhjBPAAAkOPHj8uECRNk/PjxEhMTI8eOHfM7KosXL5YNGzbInj17JDU1VcaMGSOrV6+WpqYmv/0ePHggK1eulOTkZHvk5uZKQ0OD9/1r165ZKb8+t/18fThev34txcXFMmXKFElMTJSxY8faZzU2NvJtAQBAMA8AAB4+fCh37tyR2bNn28HQ50uXLsmrV6/8Do6+VllZKUVFRRZo379/3wLwz58/2/uPHz+WBQsWSEtLi+zcuVO2bt1qgXx2dra91lmtra12Q6C6uloKCgpk//79smbNGqmpqZFNmzbxhQEAQDAPAAA0Kx8ZGSlpaWl2MObMmSM/f/6UiooKv4OjQbsG1unp6ZKZmSmlpaWWmT958qS9v3v3bunVq5ccPHhQpk2bJjNnzpTDhw/Lly9fZN++fZ0+0C9fvrTP2bZtm2RkZMi4ceNkyZIlkpWVJXV1dXxhAAAQzAMA0L19//5dTp8+LVOnTrWg+/379xIREWFl9GVlZfLr1y/vvlo2P2TIEO/2qFGjbPv69eu2rX32Wg4fHh4uP378sEfv3r0lJSVFrl696vfv6uc6++hDs/GO6OhouwmgP4OW1WuG/siRI3Lr1i0bzgcAAER6cBAAAOi+Ll++bCXwmoVvm4lXV65ckcmTJ3uD7Lb69+8v7969sz+/fftWzp49a4+2+vXr57edk5PTbh+9EeDQGwy7du2S58+fW9VAfHy83SQAAAD/IpgHAKCbl9hrdl37231pplz71HUQnhPMv3nzpt3f1756Xc5O9enTx4bjLV26tN1+PXr4X3Joz31CQoJ327cX/saNG7J+/Xrrx1+2bJn3JkJJSYncvHnzt39nAAD+DwjmAQDoppqbmy3zvnz5cutLb2vGjBk28O7Fixe2rYG0BvRRUVG2fffuXSuD1ynzTmb90aNHlkV3gne9KaBD7HRCvr7uiI2NlaSkJO+2lvY7bt++bWX4a9eutRsESnv4nVJ9fe+vv1iQBwDQvfE/IQAA3ZQOrtN+dR0y1xGdaq9BtPbOOwPwNPC/ePGinDp1yjL3I0aMsGF4Speqe/r0qU2i1330RoEG5GfOnJGRI0d2+ucaPXq0PW/ZssX68C9cuGDZ/vr6env906dPf+C3BwDA3QjmAQDopjTrPnz4cAvIO6ID6AYPHizl5eUW1OsgO1333ePx2KR5XZdeB9X17NnT9teA/ejRoxIWFiaFhYWSl5dn2X+dej99+vRO/1xaJbBx40bL0K9YsUJ27NghgwYNsmn5ilJ7AABEwlp9x8cCAAB0QPvXlU6VBwAAwUdmHgAAAAAAlyGYBwAAAADAZSizBwAAAADAZcjMAwAAAADgMgTzAAAAAAC4DME8AAAAAAAuQzAPAAAAAIDLEMwDAAAAAOAyBPMAAAAAALgMwTwAAAAAAC5DMA8AAAAAgMsQzAMAAAAAIO7yDxDWwnlBvkohAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from tqdm import tqdm\n",
"\n",
"# ------------------------------\n",
"# 1. ЗАГРУЗКА ДАННЫХ\n",
"# ------------------------------\n",
"file_path = \"players.csv\" # Укажите ваш путь к файлу\n",
"df = pd.read_csv(file_path)\n",
"\n",
"# ------------------------------\n",
"# 2. БАЗОВЫЙ АНАЛИЗ\n",
"# ------------------------------\n",
"print(\"Первые 5 строк:\")\n",
"print(df.head())\n",
"\n",
"print(\"\\nИнформация о данных:\")\n",
"print(df.info())\n",
"\n",
"print(\"\\nСтатистическое описание числовых колонок:\")\n",
"print(df.describe())\n",
"\n",
"print(\"\\nПроверка пропущенных значений:\")\n",
"print(df.isnull().sum())\n",
"\n",
"# ------------------------------\n",
"# 3. ПРОГРЕСС-БАР (имитация обработки строк)\n",
"# ------------------------------\n",
"print(\"\\nИмитация обработки строк с прогресс-баром...\")\n",
"# tqdm автоматически обновляет одну строку, не создавая новых\n",
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка игроков\", position=0):\n",
" pass\n",
"\n",
"# ------------------------------\n",
"# 4. ПОСТРОЕНИЕ ГРАФИКОВ\n",
"# ------------------------------\n",
"sns.set_style(\"whitegrid\")\n",
"\n",
"# График 1: Гистограмма распределения трофеев\n",
"plt.figure(figsize=(10, 5))\n",
"sns.histplot(df[\"trophies\"], bins=30, kde=True, color=\"royalblue\", alpha=0.7)\n",
"plt.title(\"Распределение количества трофеев среди игроков\", fontsize=14)\n",
"plt.xlabel(\"Трофеи\", fontsize=12)\n",
"plt.ylabel(\"Количество игроков\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# График 2: Точечная диаграмма (уровень опыта vs трофеи)\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(x=df[\"expLevel\"], y=df[\"trophies\"], hue=df[\"rank\"], palette=\"viridis\", size=df[\"rank\"], sizes=(20, 200), alpha=0.6)\n",
"plt.title(\"Зависимость трофеев от уровня опыта\", fontsize=14)\n",
"plt.xlabel(\"Уровень опыта (expLevel)\", fontsize=12)\n",
"plt.ylabel(\"Трофеи\", fontsize=12)\n",
"plt.legend(title=\"Ранг\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.grid(alpha=0.5)\n",
"plt.show()\n",
"\n",
"# График 3: Boxplot распределение трофеев по аренам\n",
"plt.figure(figsize=(12, 6))\n",
"arena_order = df.groupby(\"id_arena\")[\"name_arena\"].first().sort_index().values\n",
"sns.boxplot(x=\"name_arena\", y=\"trophies\", data=df, order=arena_order) \n",
"plt.title(\"Распределение трофеев по аренам\", fontsize=14)\n",
"plt.xlabel(\"Арена\", fontsize=12)\n",
"plt.ylabel(\"Трофеи\", fontsize=12)\n",
"plt.xticks(rotation=45, ha='right')\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n"
]
},
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