diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "2639187a-6aa5-49d3-962d-7b95a9fb3668",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Сумма чисел равна: 12\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "num1 = 5\n",
+ "num2 = 7\n",
+ "result = num1 + num2\n",
+ "\n",
+ "print(\"Сумма чисел равна:\", result)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "867c788d-43e0-464a-9e2d-f1a819107978",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Среднее значение: 3.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Пример данных\n",
+ "data = np.array([1, 2, 3, 4, 5])\n",
+ "print(\"Среднее значение:\", np.mean(data))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "79db8bab-927e-416e-bd13-42cbf9b7629e",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "04be2824-cadc-41d1-b611-26fe8550d5dd",
+ "metadata": {},
+ "source": [
+ "Этот блокнот содержит анализ данных за вторую неделю. \n",
+ "Мы будем использовать библиотеки `numpy` и `pandas` для обработки данных.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "dde82e22-d274-4b32-97c9-51bebc16b436",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Анна | \n",
+ " 21 | \n",
+ " 89 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Борис | \n",
+ " 22 | \n",
+ " 76 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Галина | \n",
+ " 24 | \n",
+ " 82 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Имя Возраст Баллы\n",
+ "0 Анна 21 89\n",
+ "1 Борис 22 76\n",
+ "2 Виктор 23 95\n",
+ "3 Галина 24 82"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "# Создадим DataFrame\n",
+ "data = {\n",
+ " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+ " \"Возраст\": [21, 22, 23, 24],\n",
+ " \"Баллы\": [89, 76, 95, 82]\n",
+ "}\n",
+ "df = pd.DataFrame(data)\n",
+ "\n",
+ "# Выводим DataFrame в последней строке\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "cf4eea1f-41cc-4885-b945-6006051d682d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ " Новый столбец | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " Анна | \n",
+ " 21 | \n",
+ " 89 | \n",
+ " 97.9 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " Борис | \n",
+ " 22 | \n",
+ " 76 | \n",
+ " 83.6 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ " 104.5 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Галина | \n",
+ " 24 | \n",
+ " 82 | \n",
+ " 90.2 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Имя Возраст Баллы Новый столбец\n",
+ "0 Анна 21 89 97.9\n",
+ "1 Борис 22 76 83.6\n",
+ "2 Виктор 23 95 104.5\n",
+ "3 Галина 24 82 90.2"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Добавляем новый столбец \"Новый столбец\", который равен \"Баллы\" * 1.1\n",
+ "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+ "# Выводим обновленный DataFrame\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "b607230a-8a51-4672-b99f-ddadb6925b11",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Баллы | \n",
+ " Новый столбец | \n",
+ "
\n",
+ " \n",
+ " Возраст | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 21 | \n",
+ " 89.0 | \n",
+ " 97.9 | \n",
+ "
\n",
+ " \n",
+ " 22 | \n",
+ " 76.0 | \n",
+ " 83.6 | \n",
+ "
\n",
+ " \n",
+ " 23 | \n",
+ " 95.0 | \n",
+ " 104.5 | \n",
+ "
\n",
+ " \n",
+ " 24 | \n",
+ " 82.0 | \n",
+ " 90.2 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Баллы Новый столбец\n",
+ "Возраст \n",
+ "21 89.0 97.9\n",
+ "22 76.0 83.6\n",
+ "23 95.0 104.5\n",
+ "24 82.0 90.2"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Группируем по столбцу \"Возраст\" и вычисляем среднее значение для каждого возраста\n",
+ "grouped_df = df.groupby(\"Возраст\").agg({\n",
+ " \"Баллы\": \"mean\", # Среднее значение баллов\n",
+ " \"Новый столбец\": \"sum\" # Сумма нового столбца\n",
+ "})\n",
+ "# Выводим результат группировки\n",
+ "grouped_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e3b5117e-b333-4be1-a6ac-edd61e9c9c88",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Имя | \n",
+ " Возраст | \n",
+ " Баллы | \n",
+ " Новый столбец | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 | \n",
+ " Борис | \n",
+ " 22 | \n",
+ " 76 | \n",
+ " 83.6 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " Виктор | \n",
+ " 23 | \n",
+ " 95 | \n",
+ " 104.5 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " Галина | \n",
+ " 24 | \n",
+ " 82 | \n",
+ " 90.2 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Имя Возраст Баллы Новый столбец\n",
+ "1 Борис 22 76 83.6\n",
+ "2 Виктор 23 95 104.5\n",
+ "3 Галина 24 82 90.2"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Фильтруем записи, где возраст больше 21\n",
+ "filtered_df = df[df[\"Возраст\"] > 21]\n",
+ "\n",
+ "# Выводим отфильтрованный DataFrame\n",
+ "filtered_df\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "6d99c682-46d8-4c8d-b6be-0488549cd99d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Первый взгляд на данные:\n",
+ " Имя Возраст Баллы\n",
+ "0 Анна 21 89\n",
+ "1 Борис 22 76\n",
+ "2 Виктор 23 95\n",
+ "3 Галина 24 82\n",
+ "\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 object\n",
+ " 1 Возраст 4 non-null int64 \n",
+ " 2 Баллы 4 non-null int64 \n",
+ "dtypes: int64(2), object(1)\n",
+ "memory usage: 228.0+ bytes\n",
+ "None\n",
+ " Возраст Баллы\n",
+ "count 4.000000 4.000000\n",
+ "mean 22.500000 85.500000\n",
+ "std 1.290994 8.266398\n",
+ "min 21.000000 76.000000\n",
+ "25% 21.750000 80.500000\n",
+ "50% 22.500000 85.500000\n",
+ "75% 23.250000 90.500000\n",
+ "max 24.000000 95.000000\n",
+ "Имя 0\n",
+ "Возраст 0\n",
+ "Баллы 0\n",
+ "dtype: int64\n",
+ "\n",
+ "DataFrame с новым столбцом:\n",
+ " Имя Возраст Баллы Новый столбец\n",
+ "0 Анна 21 89 97.9\n",
+ "1 Борис 22 76 83.6\n",
+ "2 Виктор 23 95 104.5\n",
+ "3 Галина 24 82 90.2\n",
+ "\n",
+ "Группировка по возрасту и средние баллы:\n",
+ " Баллы\n",
+ "Возраст \n",
+ "21 89.0\n",
+ "22 76.0\n",
+ "23 95.0\n",
+ "24 82.0\n",
+ "\n",
+ "Фильтрованные данные (возраст > 21):\n",
+ " Имя Возраст Баллы Новый столбец\n",
+ "1 Борис 22 76 83.6\n",
+ "2 Виктор 23 95 104.5\n",
+ "3 Галина 24 82 90.2\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "# Создадим DataFrame\n",
+ "data = {\n",
+ " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n",
+ " \"Возраст\": [21, 22, 23, 24],\n",
+ " \"Баллы\": [89, 76, 95, 82]\n",
+ "}\n",
+ "df = pd.DataFrame(data)\n",
+ "\n",
+ "# Первый взгляд на данные\n",
+ "print(\"Первый взгляд на данные:\")\n",
+ "print(df.head()) # Выводим первые 5 строк\n",
+ "print(df.info()) # Информация о DataFrame\n",
+ "print(df.describe()) # Статистика по данным\n",
+ "print(df.isnull().sum()) # Проверка на наличие пропущенных значений\n",
+ "\n",
+ "# 1. Добавляем новый столбец с вычисляемыми значениями\n",
+ "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n",
+ "print(\"\\nDataFrame с новым столбцом:\")\n",
+ "print(df)\n",
+ "\n",
+ "# 2. Применяем .groupby() и .agg() для группировки данных по возрасту и подсчета среднего значения баллов\n",
+ "grouped_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n",
+ "print(\"\\nГруппировка по возрасту и средние баллы:\")\n",
+ "print(grouped_df)\n",
+ "\n",
+ "# 3. Фильтруем записи, где возраст больше 21\n",
+ "filtered_df = df[df[\"Возраст\"] > 21]\n",
+ "print(\"\\nФильтрованные данные (возраст > 21):\")\n",
+ "print(filtered_df)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "773b9b0f-fb91-4621-888c-a92efc83fb15",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Сумма элементов массива: 15\n",
+ "Среднее значение: 3.0\n",
+ "Медиана: 3.0\n",
+ "Стандартное отклонение: 1.4142135623730951\n",
+ "\n",
+ "Двумерный массив:\n",
+ "[[7 2]\n",
+ " [0 4]]\n",
+ "\n",
+ "Массив, созданный с помощью np.linspace():\n",
+ "[ 0. 2.5 5. 7.5 10. ]\n",
+ "\n",
+ "Случайный массив, созданный с помощью np.random.randn():\n",
+ "[[-0.48019549 0.19811853 -0.00360364]\n",
+ " [ 0.54012616 1.20855257 -1.68058413]\n",
+ " [-1.11743445 1.03385146 0.44863604]]\n",
+ "\n",
+ "Скалярное произведение (np.dot):\n",
+ "[[19 22]\n",
+ " [43 50]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "\n",
+ "# Создание одномерного массива\n",
+ "arr = np.array([1, 2, 3, 4, 5])\n",
+ "print(\"Сумма элементов массива:\", 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",
+ "# 1. Создать двумерный массив\n",
+ "arr_2d = np.array([[7, 2], [0, 4]])\n",
+ "print(\"\\nДвумерный массив:\")\n",
+ "print(arr_2d)\n",
+ "\n",
+ "# 2. Использование np.linspace()\n",
+ "linspace_arr = np.linspace(0, 10, 5) # массив из 5 равномерных чисел от 0 до 10\n",
+ "print(\"\\nМассив, созданный с помощью np.linspace():\")\n",
+ "print(linspace_arr)\n",
+ "\n",
+ "# 3. Использование np.random.randn()\n",
+ "randn_arr = np.random.randn(3, 3) # случайный массив 3x3 из нормального распределения\n",
+ "print(\"\\nСлучайный массив, созданный с помощью np.random.randn():\")\n",
+ "print(randn_arr)\n",
+ "\n",
+ "# 4. Использование np.dot() для вычисления скалярного произведения двух массивов\n",
+ "arr1 = np.array([[1, 2], [3, 4]])\n",
+ "arr2 = np.array([[5, 6], [7, 8]])\n",
+ "dot_product = np.dot(arr1, arr2)\n",
+ "print(\"\\nСкалярное произведение (np.dot):\")\n",
+ "print(dot_product)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "49e32331-672d-4608-9121-312aef8a8737",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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xJAiCIAiC4AcxlgRBEARBEJxiLM2dOxc33nij3h2Y0uTjxo3L8DWzZ89Gw4YNkS1bNlSuXBkjR4687DmfffYZypcvj+zZs6NJkyZYunRpiN6BIAiCIAh2w1bG0tmzZ1GvXj3duAmEHTt2oHPnzmjVqhVWr16NJ598Eg888AD+/vvv1Of88ssvePrppzFw4ECsXLlSP3779u1x+PDhEL4TQRAEQRDsgq0a6Xbs2FG/BcqXX36JChUq4IMPPtD/X6NGDcyfPx8ffvihbhCRIUOGoE+fPrjvvvtSX/PXX39hxIgReOGFF2AmmzYBJ0/GmToGQRCcz+nTQM6cQHS02SOxKMnJwIULxiQJEYmtjKXMsmjRIrRt2zbdYzSS6GEily5dwooVK9C/f//U30dFRemv4Wt9cfHiRf2mOHXqVGpnZN6CRe/eUVi+vCNeeCEZ9esno25dDfXqaWjbVkP+/Igs/vkHUSNGIGrSJLoYOdlAYqLxs1gxJHfrhuQ77wSqVs30odVnFszPTvCOzLU15vnkSaY1uDBzpgszZkRh82YXYmI0lCwJlCqloXRpoHZtDQ88kIwiRRBZ7N2LqK++gmvdOuDQIbgOHQIOHoQrMRFanTpIjo+H1r49tGbNkBBlBGfkfLbvuhHoMR1tLB08eBDFihVL9xj/T+Pm/PnzOH78OJKSkrw+Z/PmzT6PO3jwYAwaNOiyx6dOnYqcQdp5aBpw9GhLuFx5ceBAFA4cACZPNn6XO/cl3HHHFnTosAOxsRqcStSlSyi5aBHKTZ2Kwhs2+H7iyZOIfvNN/Xa8cmXsbdECu1u3RmKuXJn6e9OmTcv6oIWAkLk2Z54PHMiJb76pg5UriyI5OX0WRmKiC7t3A7t3u/T///Yb8NZbGtq334kuXbahYMG0DaITyb1vHyqPGYMyc+YgihsxL9CAiqYRNWQIErNnx7EmTZDt3nvlfA4ToZjnc+fOBfQ8RxtLoYKeKOY5KWh8lSlTBu3atUPevHmD9nfatUvA+PGTULRoG2zYEIs1a1yYM8eFbdvi9AVvzpzaGDw4CTfdpMFlrG+OwbVgAaLvvhuuffv0/2tRUdA6dEByz55AuXLQYmKAlJtr5UpE/fwzXNOmocC2bfqt9vTpSPr+e2hNmwa0s+CXMD4+HrGxsWF4d5GLzLU588xr/0cfReG116Jw4YKxWFSurKFNm2S0bq2heXMNdJbv2+eiYwV79rgwerQLK1fGYPz4yvj770q4//5k9O+fjOLF4Sz++QfRr7wC17hxcHGXyqjb9ddDu/12aCVKACVKQOOGOjYWrtmzETV1qr7WxBw6pBtWxZYvh/bBB4hiKofTFuIIWDdOpUSGMkSzKRz62LFj/T7nuuuu05544ol0j40YMULLmzevfv/ixYtadHT0Zcfp2bOndtNNNwU8lpMnT+rj4c9gcunSJW3cuHH6T0VioqYNG6ZpRYtyDoxby5aatnev5gySkzXtvfc0LTraeHOlS2vaoEGatmdPxq89dEjThg7VtAoVjNfyGG+8YUxaJudZCA0y1+Gf5+XLNa1+/bT1ok0bTdu0KbCv4qRJmta0adprS5bUtJUrNefw99+ali9f2hvkur9wYcavS0rSn5fcoEHaa9u317Rdu8Ix6ojjUgjXjUCv37aqhsssTZs2xYwZM9I9RuuUj5O4uDg0atQo3XOSk5P1/6vnWA0mYPbpA2zbBrz4IpAtG+URgObNjcdszYkTQNeuwLPPAklJwF13GVnuAwZAT6LIiKJFgX79gNWrjdfyGC+/DMTHc8scjncgCJbis8+icPXVxleiYEHg22+5BgLVq2f8WjpJWE+zYAEwcyZQsyawfz9w3XXAhAmwP59/DnTqZCRwXXstwPDan3/ywpHxa5mr1LQpEhcswIaePaFxIWaVda1awJgx4Ri9EG40G3H69Glt1apV+o1DHzJkiH5/V4o1/8ILL2j33HNP6vP//fdfLWfOnNqzzz6rbdq0Sfvss890T9KUKVNSnzN69GgtW7Zs2siRI7WNGzdqffv21fLnz68dPHjQkp4lT7Zt07TKlY2NTbFimrZmjWZP1q/XtEqVjDcSF6dpn39ubG2vFL525EhNy5XLOGbhwpq2bp3Xp4q3I3zIXIcHzm/v3mtTnR7duxuO16xw4oSmxccbx4uK0rSPP9bsSUKCpvXrl+YR6tlT0y5cyNr5zLXl2mvTPNpjxgR92JHMJQt4lmxlLM2aNUt/U563e++9V/89f7Zo0eKy19SvX1+Li4vTKlasqH377beXHXfo0KFa2bJl9edcffXV2uLFizM1LjONJXLggKbVrWt8T/Pn17QFCzR7sXOnppUoYbyBcuU0benS4B17yxZNq1cvLYawY8dlT5ELePiQuQ4PQ4YkptoCL76YtX2HO/zY+vZNszNoc2QQ5bYW584Z4TL1BgYPztLkpDufORHcrPO4sbGaNn58UIceyVwSY8kZmG0skePH0zY2OXMaoXhb8N9/mlajhjHw2rU17ejR4P+NY8c0rVYt429UqXLZFlsu4OFD5jr0MG1P2QLPPZcYNEPJM63QpWdDa9rzzwf3+CGDA7/jjrRF8o8/gn8+02C68840DzmTvgRHGEuOzlmKJKi7NHUq0KEDSyGBW24B/FXbWwKKvN18s5GXVKoUQA2lQoWC/3eYrMF8grJlga1bjTwFqvAJgsNgc4PHHjPu33rrP3j99eSgF2jxeP/7H/Ddd8b/33kHGDUK1uf119mywaii/esvIz8yFEml338PdOtGIT9jIebCLNgeMZYcBCWemJ/Ypo1hMN16K8siYV1FXMoAzJsHUG6BIlJlyoTu79EY46JVuDCwYoWxiLkJiwqC3eF+gPUN5H//S8Ldd28KaSX7PfdQRsW437s3sGwZrAtFowYONO5/8QXQsmXo/haNMVqPao3p0sVIHhdsjRhLDiMuDvj5Z6N4bMsWYxFLkQ6xFtyacgGjZsbYsUCdOqH/m9WqGUZZ7twAKyBZVigIDoCitTReSN++wJtvBt+j5I033gBuvNGwCegkZrWc5eDm6N57jfvs3vDAA6H/m1zXRo+mWB5w/jzQvbuxgxVsixhLDoTtCZQd8vvvwIcfwlq4D2rkSKB16/D97caNDeOMpb8//GC45QXBxtBJS0PpyBGgbl3g44/Dp43Ir9GPPxoV8zTY6EShbWAZOChacRwUcxTeey+8O1dODlU8N24E3ISMBfshxpJDueaaNHvkueeMaJclOHwYePhh4z59+NRDCjfsF0iRKsKxiAaTYGOYM0RHKcPwdGZkzx7ev88oOsP/TA1kKO7RR2EdK/KOO4zvd40axuQwRBbunSsNJlqvX30F/PFHeP++EDTEWHIwjzwC9OhhaDPefrveC9JcGA986CE2vTO2wK++at5YKHTZsCFw/DiiH3zQorFKQfAPBSNfecW4/+mnhk1gBpUqGd5sepoofKn6WJrKl18au0SG3cePB/LlM2ccTCJ9/nnjPkOAbMAn2A4xlhyM2szUrm0YSqpKxjSYTMUQGHd3LKWhm9osGKNkGC57dr3XU3lLrO6CEDj//ZcmVM9NUa9e5o6H0fQnnkhz2J45Y+Jg9uxJM1AGD2YjPBMHA+C116BLqbNLAT8sH416BesixpLDyZXLKMxgRStThaZMMWkgzPxUpTr06tSvD9Nh/4a339bv1mLuFGUFBMEmPP644aSgHcACLyv0cKVNUK4csGtXmscr7NBLrKy1Zs0MF7vZcHPGzWKePMD8+YYBJ9gKMZYiAEa8uLAS2ithT8Dk4sUSnePHgUaNgBdegGV47DEkt26NmEuXEM2u4bLjE2wAr7fcBNFA4k9eg60AI16MfpFPPgGWLjVhEMxNoo4SPddff23EBq1AxYqGVUvefBPYscPsEQmZwCJnkRBqBg0ypIa2b091poQPhtzU4sX73GVZhagoJA0fjoScORHFlV0tZoJgURh2UyF1ql8wumMlWHTGSBPzq5mik5AQxj/OfEi1M2QTbbOSuHzBuCnjldRaoHyKYBvEWIoQuPP86CPjPo2lsEWcqIrJcjzlo2eNsdUoUwYbKZCprEp6wATBogwfDqxebaj2U+fIirASl2L81GJ8//0w/uGnnjIMJiZqqpwlK0FXILUdmBcxZgwwc6bZIxICRIylCIKK3u3bGyr8LO8NSwEY65opAENBSAvrjOyKj4fGXeixY4aLXBAsmtT90ktpew9WplsRjktJl3D/EZbNGfUTWKbPsNs335hbQOIPGnJKPoUZ8RL6twViLEUQ3NSwvDhbNmDaNKPUN6Ts3QsMGZLmzrJS+M0DLToaSTTsyNChRrxSECwGayNoMLlfb63K3XcD8fFGxEkZeCGDOz/lSWJCt9Vik57QgqTrbf36tCQvwdKIsRRhsHJG9XOixzqkCvxc2dkst3lzQ0XX4mh0u3F1p+vNSknoggBg7dq0lDomT4dbX/FKNmcffGD85MZs5coQ/jGKPbKtCTPMue5YHSp4srEv4XgZOhQsjRhLEQg3YOXLG9X8IdvUcGVnOT5h0oIV6poDXd3pxqfOAhX/BMEC0HHCpG4mTbOhfatWsAVs+ahE+pVoftBhGEu5rp55xrqxSU9YIcxSZeZImqazIASKGEsRCNshqO8mo2MhEY+jRcYVntLhTZrANnB1v/9+4z5zrHh1EgSTmTgRmDsXyJEjvO3NghVxohfs77+BOXNC8Ae4KfvnH6BwYUvnRV4Gk7zpIiTDhhkhOcGyiLEUobDxJlsUMPf6s8+CfPDp0w31S+YovfUWbAfd41TzpJSANNoVTIZ7DiZzE1bFU/TRTnCdoYSA8i4FtbCEonGqbRK9S2xUZydatAC6djU2ZVYtbRR0xFiKUGjHDBxo3H/3XaPCPyjwS//ss2mJllwp7Qa7hKucJa7uYRWKEYT0sBPP8uVGo1xGmewIPdn0ii1caEiuBQ3u9Ngot2xZo++kHVEL8a+/Aps3mz0awQdiLEUwd95pVPSzukZ5g7MMc30oAsOmlXaOw9Odz9yHnTsNRWBBMNmrxL2HXdJxPClZMk1Ikw6goES3T55MaxvCWB/zC+wI85ZYAMMPW2RLLIsYSxEM8wjUpoZ5zezxmCX4ZVfy4Cy1Y2msXeE2nu+B8D1J7pJgApT4WLLEsAPsLvjMNEbuoVj7EZT9BwtHuNOjPhrzCuyM2lj+9BOwbZvZoxG8IMZShMP8a4pq01BSCt9ZWtlXrTLyfVTTXDvDrTxzIDZuBMaPN3s0QoTBvQcdJoQRpmLFYGtYLa8i9NyksW3LFeO+YDHXh8nSdoY9Mzt1MjZl0mTXkoixFOFwjVH5kVTc5UbtilFeJZbE2tmrpOA2mFLnhAtYWCTPBcFg1iwjx4cisqpjkN2hYDWNJjpPxo3LwoG++soo46U65y23wBEo79L33xvhf8FSiLEk6MUYDJszyfuKvUuMFXB1Z2xPha+cwJNPGjEQVsZJHychjKhcJe49SpSAI6BmJB22hBIIV7T/oGgs+6sRxibtoOEWCNdcY4jiUjcq7N3OhYwQY0nQNRjVpoYKwazGzTSqVQh7HJQpA8dQtGha3bO4x4UwQT0i3tjezCleJQUj9Hxf3F/Rc5Zpfv4ZOHDAyBpnlYqTUAvxiBHAnj1mj0ZwQ4wlQYeebKp6U3V/1KhMvnjTJmDsWOO+01Z2tXulx4yNOulhEoQQo4qievcGSpeGo2DulcrHZmFJpqAriondKqZn1Wa5V8p11xnaS5QroaaLYBnEWBJSc5dUaS9DcZlyjytJYZa/sjLFaVAFkB4zIt4lIcSwnoC1EvT4OnHvQZTQNvOWtm7NxAspA06la8bzGJ90Iu7eJbZCESyBGEtCKtzFcg3asMFYrANi717gxx+N+05uPsu6Z+ZGcHXnBAlCiPj007S9B729TqRmTaBzZ2NTlqk8SeVV6tMHyJ8fjqR1a6PtErucf/ut2aMRUhBjSUhX/KXaogW8gLGEji5juo6ZoOhUqldPq7oJmoKnIFxeEf/dd2mtTZyMUiOnPcDwf4asXGmEwukGZ+GFU+GmTLn5aTlnSWNBCBZiLAnp4ALN7ypbLDAVyS8s3R0+PM3z4nSYI0HoScuygqcgXA4jL3Qo0LHA/YeTadkSaNjQKChhYUmGqASnO+4w2ps4mR49gAIFgB07gEmTzB6NIMaS4Albud10k3FfVef6hJngp08DVaoA7dvD8TD5krouvJpRC0UQgggdCCoEpzYtTobvT6mS831fuODnybt3pzW1truUeaAdBJgXQYYONXs0ghhLgjeUTBLtgWPHfDyJyQZqO0h5YWajOh2u7kok5vPPRaRSCCp0INCRQIfCXXchIrjtNkNp5PDhDKpw2TCX1iTzeRo0QETAtYZrDhNIpcGu6djuCvfZZ5+hfPnyyJ49O5o0aYKlfkq5W7ZsCZfLddmtMzMLU+jVq9dlv+/QoQMimeuvB+rXN9zjw4b5eNLixcCaNYZgY69eiBhYFZcnD7Bli4hUCkFFpcIxd5mOhUggNjYtPefLL/2IUKpEZ6cncrlToQJw443GfeVyFEzDVsbSL7/8gqeffhoDBw7EypUrUa9ePbRv3x6HuS3xwpgxY3DgwIHU2/r16xEdHY1u3bqlex6NI/fn/UzRswiGmxnlXeJ3lPnbl6G8SswfYP+CSIGGUs+eabtdQQiSXMD06YaDVjkvI4X77jPkkpYvN3K4L4MVqEeOGCKUbhvdiEAZh8z6P3nS7NFENLYyloYMGYI+ffrgvvvuQ82aNfHll18iZ86cGMGsSC8ULFgQxYsXT71NmzZNf76nsZQtW7Z0zytAP3iEQxuI4nH79wMTJ3r8kqUrv/5q3I+0lZ08/LDx888/DekEQQiiXABlvSKJwoWNlkvEqyebfeAIc3goDhtJMOxInQUW04wcafZoIhrbnHmXLl3CihUr0L9//9THoqKi0LZtWyxatCigY3zzzTfo3r07cuXKle7x2bNno2jRorqR1Lp1a7zxxhso5KcR7MWLF/Wb4hSbqoEemAT9FizUsYJ5zEDhDveee6Lw/vvRGD48GTfckFa+GvX114i+eBFagwZIZLzOhPEFk0zPc9WqiG7RAlFz5iDp88+RrFrDC5Y+p60tF8Cl2IVHHklEQoIWcfPcu7cLo0fHYNQoDYMHJ+p6bzpbtyJ25kxoUVFIvPdey6014ZjnqIcfRvRjj0H79FMkRkp+aBjnOdBj2sZYOnr0KJKSklCM7g43+P/NASS/MbeJYTgaTJ4huK5du6JChQrYvn07XnzxRXTs2FE3wBiy88bgwYMxyMsFcurUqbrnKtjQI2YGFSvSqGyLv/924bvvZqJIkQtAcjLafPwxuJatbtYMu6kx4BAyM88lr74aV82Zg4QvvsDUhg2hMflCsPw5bUUmTqyAc+fqomzZUzhzZlZQK8XtMs+slShZsg3278+Nl1/egHbtdumP1xw5ElUAHGrYEEuo3M2bBQnlPEcXLoz2OXMidts2LH/rLRym3kKEMi0E83yO1c0B4NI0e5T07N+/H6VKlcLChQvRtGnT1Mefe+45zJkzB0vYldEPDz74oG4ArV271u/z/v33X1SqVAnTp09HmzZtAvYslSlTRjfo8ubNi2BavDw54uPjEWvSxbht22jMnRuFgQOT8NJLyXBNnYqYG26Ali8fEnfuBDy8dHbkiuY5IQExlSvDdeAAEn/4ARrjloItzmmrcdVVMVizxoWPPkrCI48kR+w8DxkShRdeiEajRslYtCiJCy1iKlSA6+hRJP7xBzSV7GwhwjXPUU8/jehPP0Vy165IGj0akUZCCOeZ1+/ChQvj5MmTfq/ftvEs8c3Q03Po0KF0j/P/zDPyx9mzZzF69Gi89tprGf6dihUr6n9r27ZtPo0l5jjx5gk/xFB8YUJ13EBgZc7cuQyXR2PAgGhEpYhQunr2RKzD2g1kap75PPamGjQIMcypUL3jBMuf01Zi1SqjqJQJzvfcE43YWO/e7EiYZ6YkDRgArFgRhXXrotDwnz+M/MhSpRBD8TcL5yuFfJ4feEBPbIuaMAFRTPRmolcEEhuCeQ70eLYJfsbFxaFRo0aYQbn7FJKTk/X/u3uavPHbb7/pnqC7A7ig7d27F8eOHUOJEiWCMm67c+utRhuUXbuAGT8fBiZMSJ/kHMnQkmSodv58Q0pAEDKJqk1hJ51IKirNKNFb35OpxG4aChY2lMJCvXqGvhTza376yezRRCS2MZYIZQOGDx+O7777Dps2bcLDDz+se41YHUd69uyZLgFcwTylLl26XJa0febMGTz77LNYvHgxdu7cqRteN998MypXrqxLEghAjhxpTpOvBx/Rc5b0PgU1apg9NPMpVYpJb8Z91dBLEAKEitVKiFH1ZIx06Kwlo35IwpnZy4xkZqVkHemok0Sa65qCrYylO+64A++//z4GDBiA+vXrY/Xq1ZgyZUpq0vfu3bt1nSR3tmzZgvnz56O3ly8cw3rMYbrppptQtWpV/Tn0Xs2bN89rmC1S4caOjN1QBUdRSFZ2d1ihQ374QRpeCpli/Hjg+HFDwdpHxD/i4D6M3ZNOn43GaHQHOnUyJkgwZN0Zr1292ojfCmHFdr7Nfv366TdvUALAk2rVqsFXDnuOHDnw999/B32MToPqAI2qncGKLbnxQ1xvPKV85YKhsEtdLuotUdE7Pt7sEQk2QYXgaG/7KLyNSEHcvvcn4tn+MRiGvnjgQe+CwxEJ47Rduhgad/QuRUrbF4tgK8+SYB4PFB6n//w6x+PQctq/Ai5osN1L9+7GfQnFCQGyZw+lRoz7kdQtKBDuLTEVsbiEZbga60p3NHs41kJ59Rm/davIFkKPGEtCxpw/jzvXvYicOIuNJ0vpbeEEN9TVbswYaUkgBATtajq8GXaqVMns0ViLIuO/QWf8pd8fNVpcbulo2xYoXRr47z8jjiuEDTGWhIwZPx75Tu3B7bmMBezrr80ekMW46iqgenWj8/Bvv5k9GsHisEZC5ehK+p8HTOKaOBH34IdUBwrnS0iB8VqVJ+mjzZcQGsRYEjImJbzU6xajrcvvvxuVPIJbooXyLkkoTsgA6pb9+6/Rk5nSHIIbzMe5dAmda+8GZdyYCjhnjtmDshhqrWEcV3pThg0xlgT/HDwIpCTBX/fS9XphClvh/WU4mQQF9RVY5kzNpW3bzB6NYGGUQ+DOO4EQdEeyNz/+qP/Idm933H57WqGp4EblysD11xsut++/N3s0EYMYS4J/lB+8aVNEVa+qL/DqYcFDc0lVwskCJvjg7Fngjz+M+ynycIJixw5js0FP7Z13puq70ZPNCLfghjp5Ro40kt+EkCPGkuAbfglVWKlnT/1Hjx7Gf+lZYnqB4IbKJeCcSaKF4AXm5LJvJ5O6mzQxezTW9CrpolOlSuHaa4Hy5YHTpyWX+TJuu81wS27dCixfbvZoIgIxlgTfsGnVunWGEFpKo9i6dYHatfW0Ar34S3CDGihsxLh7tyRaCF75+WfjJz20dKAIbhszFW+75x79B6PaanOm7Cghhdy5AfbLcz+phJAixpLgG+VV4peSwotuQrJEQnFeesOkGJWSaCF4wmrvKVOM+yqcLaSwdKnhJaG3xE30VoXiOG9Hjpg3PEui9N1++UW6B4QBMZYE7yQmpjVsVOElD2OJgun79pkwNiujtsJjx4ponJAO5iqxDyq9szVrmj0ai6E2F+woTK9JClTkaNzYWI5oEwhusC8lSwb37wfmzTN7NI5HjCXBO7SEDh8G2HzYo6lwuXJA8+aG51w8wB5wYkqUAE6cSJNoFgS3aInabAgpMKY/enR6V5Ib6iFx1nrA/qXKCycLccgRY0nwjtrG8csYG+vTgSKhOC+icarmWbbCQgr0wKrWlSp6IqRAaZJjxwA2RKdCtQecL36tGKnbssWUEVoXFc9lySCNTiFkiLEkXA5jBSp7W+XgeNCtGxATYzTA3rgxvMOzPGrO/vxTap6FVK1FemKbNTM8s4IbKtzPCz8XFQ9oQ7VrZ9yXzZkHrVoZE8SEuGnTzB6NoxFjSbicGTOML1/RokCLFl6fwugcQ+bua52QwjXXGFfEM2eASZPMHo1gsSo4wQ1uJiZMyHBylCdbGZ2CF0+2hOJCihhLwuWo8BG1PLzs9DwXMBpLsoC5wZpwtYCpXAwhYmGR17JlxnWNHlnBjcmTDaVObi7YY9EHN95opOgwDEc1E8ENZWSOG2eIeAkhQYwlIT2s4GIll58QnIKKAixcofDu4sXhGZ5tUIkpVO+kqp4QsSh7mVqLjJgIbtBVpDZmfoSnKF+mPNnSq9qLJ5vqnTQ6J040ezSORYwlIT2Me588aVR0UULXD5REUbpoqoWDkEKDBkYPJ/cwgxBxuFeMSgjOA3431MVdeWL9oLxyNJbEk+0GjUy1OZNQXMgQY0nwHoLjysS4QQZwQ6iKMWQB87GASVVcxLJ2LbBpkxFCooSQkPkQnLdQ3Pr1YRmhfVCWOHMkKVsiBB0xloQ0LlwwKrgCCMEp6BrPlQvYtQtYsSK0w7Mdag55UZAFLCJRdnKnTkC+fGaPxqIhOG7MAuj9wlCcknyTUJwHdeoYSqeUD1BpFEJQEWNJSIMXdebXlCljxMED7PDRuXOad0lwg030atUypBiYfClEFPS0qvC0JHZ7wERkFYLLxOSop0pVnB9PtuREhAQxlgTvOz12sQyQW281fkoozo93SariIo4NG4B//jH6UKsNhXBlITgFcyQlFJfBQsy801OnzB6N4xBjSUjb6alE5ABDcAqGGLJnB7ZvB9asCc3wbIuay+nTDZViIWJQuq4UVGQISXBDxdECDMEpJBTnhxo1gGrVjFAcq3CFoCLGkmDALxd3ehUqZGqnRygf0LGjcV9CcR5UrQrUq2d0BZequIhCRUNU+y7By8bsCuKTUhXnAxqdyrskobigI8aSYOCeXJGJnZ5nVZwsYF5QZVDK1SA4nm3bjEo4FpQqeQ3BLQRHgymTITj3qjiGNjdvNkKdghvKMldzLAQNMZYEQ4hSteW4wm3wDTcYCxhzNGQB80DN6dSpRgsUwfEou5itu9gaSLjyKjhPWFWoQnHqUEIKDRsaRigNJa43QtAQY0kwesGxCq5kySva6XnmEkgozktVXKVKhlHKHZ8QMY5aFRURvFTBBSBE6QsJxfmAxqfanEkoLqiIsSSk6XJ06ZKpKjh/ApWCjwVMNFAcz549wNKlxsfOr5TgBiu1aDCVLQs0bnzFh2FoU4XiNm4M6gjtj7LQmRfGZG8hKIixFOkw8VgJUWZxZWcuQWysEYajarHgJW+JifT0MAmOD8GxW1Dx4maPxmIovTF+H64gBOceimvbNv0hhRSaNjVOPLatmjnT7NE4BjGWIp2FC4EjR4D8+YGWLbN0qAIF0hYw8QB70KSJ0W+P+ieygEWEsSQhOA8SE9Oq4ILgclOHUHs9IQVGB6SoJOiIsRTpqLAQM7TpFsoiKhQnxpKXBUyt7hKKcyyHDgHz5hn3RTLAgwULDK2xggWB5s2zfDh6sumcWrYM2Ls3KCN0Durko9uN0QMhy4ixFMkwM9LdLR4EuIDRLli92ugXJ7ghC5jj4UfLrxXrJJiWI7ih1houEjExWT4cI02qK9P48Vk+nLNo0cIwShk1mD/f7NE4AtsZS5999hnKly+P7Nmzo0mTJljKTEofjBw5Ei6XK92Nr3NH0zQMGDAAJUqUQI4cOdC2bVts3boVEQGFYHbsMOS3VSlbFilSBGjWzLgvC5iXBYyxSi5gDH8KjkNFPcSr5GdjFsSsdwnF+YBRAiXwJW7+yDOWfvnlFzz99NMYOHAgVq5ciXr16qF9+/Y4fPiwz9fkzZsXBw4cSL3t8nB3vPvuu/jkk0/w5ZdfYsmSJciVK5d+zAsXLsDxqHAQDaVcuYJ22JtvNn6KseRlAWO4k0goznGcOJGWjibGkpeN2c6dRudt9n8JsrHEeef8C26opDla8MnJZo/G9tjKWBoyZAj69OmD++67DzVr1tQNnJw5c2LEiBE+X0NvUvHixVNvxYoVS+dV+uijj/Dyyy/j5ptvRt26dfH9999j//79GBcJJRbqgh2kEJynsTR7tixgl6GuolzARCDGUUyZYuQw16xpdLkR3FCuHxpKOXMG7bCcZ7ZE47yLhJkHrLZhL6p9+4CVK80eje3JeuA4TFy6dAkrVqxA//79Ux+LiorSw2aLFi3y+bozZ86gXLlySE5ORsOGDfHWW2+hVq1a+u927NiBgwcP6sdQ5MuXTw/v8Zjdu3f3esyLFy/qN8WplA7PCQkJ+i1YqGMF85ip/PsvYteuhRYdjUR6loL4N8qXZz/HGGzZ4sKECYno3t3aRkFI59mTVq0QkyMHXLt2IYGZqQ0aIJII61yHmXHjovX9Z+fOSUhIMHcnb7V5jhk7FhQKSLzhBmhBHtMNN0Rh06ZojB2bjNtuS4roeU5HdDSi4+MRNXYsksaNQzJ7VNqUhBDOc6DHtI2xdPToUSQlJaXzDBH+fzOVybxQrVo13etEj9HJkyfx/vvvo1mzZtiwYQNKly6tG0rqGJ7HVL/zxuDBgzFo0KDLHp86daru6Qo20yjkFmQqjRuH2pzXmjWxcMmSoB+/Vq2a2LKlCoYPP4i8eVfADoRinr1xVb16KLl4Mf59/31s7tEDkUi45jpcJCZyY8Bu0lEoVGgBJk06DitghXnOcfgw2q1eDS0qCtPi4nBJtVYKEkWKFABwPSZOTMKff05BbGxyRM6zN8qUKYOGAE7/9BPmXGF3BisxLQTzfC7AHnq2MZauhKZNm+o3BQ2lGjVq4KuvvsLrr79+xceld4u5U+6eJZ6U7dq103Okgmnx8uSIj49HbBDK+t2Jfvdd/WfB++9Hp06dgnps/bgFXXqkac2aUmjbtpiutmtVQjnP3nAdPw4sXoyqmzejYgjm3sqEe67DxaxZLpw7F4OiRTU88URTvYGumVhpnqM+/VT/qV17LdreeWfQj9+hA/DhhxoOHIhF9uwd0b69FpHz7JWrroL26afIv2MHOrHtkk1LNBNCOM8qMuQYY6lw4cKIjo7GIQqZuMH/MxcpEDjJDRo0wDa2BNdLT4unHoPVcO7HrF+/vs/jZMuWTb95O34ovjBBPy4T4lNCl9G33oroEIyZ6sV02B065MLChbGIj4flCdXn50tfwbVuHWL37zcaX0YYYZvrMKGcJZ07s+LWOu/LEvOcIkQZdcstiArRWFj49dVXFMiPSa2hiLh59gb7fbI8ef58xP79N/DII7AzsSGY50CPZ5sE77i4ODRq1Agz2PQ1BeYh8f/u3iN/MIy3bt26VMOoQoUKusHkfkxamayKC/SYtl3ZmVzMDtVlyoTkT1BriTYBkbJeD9iGntYkUU1FBdvCr5Kq/FTV2kIKFKGcOzd95UcIcJcQkMIvD9RJKeXJWcI2xhJh6Gv48OH47rvvsGnTJjz88MM4e/asXh1HevbsmS4B/LXXXtPziP79919dauDuu+/WpQMeeOCB1Eq5J598Em+88QbGjx+vG1I8RsmSJdHFyR0wVcuBEG/B3L+jUvjlgbIk1Wch2Bb2QqRcGZ3NdvCghhX2QqQAa926QMWKIfszrVoBefIABw4Yit6Cl7Vm1izg9GmzR2NbbGUs3XHHHXqSNkUkGSZbvXo1pkyZkpqgvXv3bl1LSXH8+HFdaoB5SszLoddo4cKFuuyA4rnnnsNjjz2Gvn374qqrrtKr53hMT/FKx8AqvqlT03+JQgSLDJnvzi7sVPQW3FCGqixgtkdt2Hm+B1GuzBkot3IIvUqEhqpK/xNPtgfVqgFVqrCkPG3tF5xtLJF+/frp3iGW7jNcxjJ/xezZs3XVbsWHH36Y+lxWt/311196zpI79C7RA8XfU4hy+vTpqOpkkZQ5c6inYPQKYBguhLjrz8kC5kH16kClSsYCNn262aMRsoCE4ALYmIXYWHL/E7LWeMAGehKKizxjScgiKkeGng0mFoUYWcD8LGASirM9VBhRyhtmJBZbGuYqqY1ZGPTEWBXHKsSNGw2xcMENZSwxLEoFTyHTiLEUSTBxKEz5SorOndMa6+7eHZY/aR+UscQFTLJSbb33oIQNC48EN3heuy8CIYZtF1XdhPrTQgqsiOMEMeHej4iz4BsxliIJteVigN9NtTyUuDfWFQeKB9ddR8l4Q8rBT0NowbpICM46GzP3PyVFph7ExBhGK5GF+IoQYymSUF+S1q3DmomqFjDZ7XlAfQ/GDogsYLaDwr9KUFiMJQ+2bNFbKulqtGHamBFlD7Bu4uzZsP1ZeyB5S1lCjKVIQm23QlwF528BC1BZPnKQvCXbwrz8CxcMUeQ6dcwejUXXmpYtjWauYYJNdStUMHLL3eTzBMIeoNyg0ZD95x+zR2M7xFiKFI4eTYtVK+slTLBvMS8ovLDQYBLc6NjRyEpdtw7Ytcvs0QiZQNm3tHeZry+4odzIYc565+egljcJxXnAVlw0Xol4lzKNGEuRwuTJRhIxO0+HuT+Q+wImoTgPChZMy0oV75KtUnJUi5MwO2qtz4kTwLx5pmzMPMP+Iobrp6hEyBRiLEUKJiRbuuNuLMkC5oGE4mzH2rUA2/pRS6xFC7NHYzHYg4yq3RT/DaFqty/4eTAlk5+PiOH6WIjnzwdOnjR7NLZCjKVIgMKHXMBM3AazHQFF0SkfwPYQghvqM5k9W9S8bYLyKrVpY5zXgg8tNxPg56FyysWB4gGNVyp6U2tJxHAzhRhLkQBd4qdOAUWLGoIwJsC2JzSYiCxgHlAxvnJlUfO2EeocVi02hBToUWLI36QQnEIkBPygTlpl8QsBIcZSJKBWjDCJw/lC8pb8JHWpBUxdaATL8t9/abUSYix5QDlzCh/mz58msGYC6nOhfBllzAQfxpLkRASMGEuRgNpBmLjTc//zCxeyybGpQ7EesoDZBrY7Y60EqzzLlTN7NBbdmLHKk0KIJkE1dba+5FdJ9h9exHCZ1MVePatWmT0a2yDGktOhMBw1NbhwhVEczhvlyxs5n/TUqxQqwS0rldnC+/YB69ebPRohgL2HeJWsl6/kjoTifMAODvHxxn0JxQWMGEtOR22rWJ7O1homI6E4P1mpVFYnsoBZFnqU1FdKjCUPWL1BvTCG+pUyvQXWGm7MmA4ouCF5S5lGjCWno74MdItbALWA8YJDD5PghuQtWZ5lywx9V+r7KXksAenP26ZNDf0wk2nc2KhpYYEpK+UFN9T1YPFi44QWMkSMJSfjLpltkW0wcz7p4GIOqPSO9bGAiQaK5fce7doZnSMEL8aSRTZmdHCpocj+w4PSpYG6dY2kLibhCRkixpKTmTMHOH8eKFUKqF0bVoAXGLYoIhKK84BNrapXN1xuIiFgSSRfyQeMc6lmbBYxltyHMmWK2SOxIBKKyxRiLEVKCM5CzaskbymA1V0WMMtx6BCwfLnl7AFrQG/omTNAsWJA/fqwCsxjpoeJNRN79pg9GosaS7QkJSciQ8RYcjIWc4srVO4nWxEcOGD2aCyctyQSApZCeScaNQKKFzd7NBadHLqNTdRy84SpU02aGPfFu+QBc8uohyU5EQFhnbNaCC7btgFbt1pCMsATJl3ygkMkXO5DA4VW5Jo1Zo9GcENUu+23MXPfnImx5AGvDSonQjzZGSLGktMXr+bNjdIdiyG5BH40UNhwjMgCZhkSEtIMezGWPGB8i3EuepSUfo8F1xqmAfJzFNyQvKWAEWPJqVh4p+e+2+MFSMLlHkgJj+VghTULFAsVMq29onVRO56rrzYmyGLQi124sNEek90DBC8L8cqVkhORAWIsORFWwFlMMsAT5hFQQoB9tqhdI3gxlqQvjGVQivOUDIiONns0FsPiGzM6vFS0STzZXnIiKEhFJCfCL2IsOVUygBpL1NJgAyuLhsuVx14WMA/YcIx9YSgXPW2a2aMR3M5RCwhTWwvGtZTMhUWNJSLOWj9IUldAiLHkRCwqGeCJfEf9ILkEloFd61esSPMsCW7Q+0mJbMa5VNWGBeHnxqWQNRP795s9Gouh3G7cmElOhE/EWHIiNmlepb6jrFpl9argZSvM+I9ICJiKik5QPkgkA3ysNRaTDPCkSJG0aJM08fbgmmvS2iqoXYFwGdY9u4UrlwzgjVLZqqrKojBKWKeOYQtItMkDNh7LmRM4eBBYu9bs0UQ06uIqITj75Su5I6E4PzkR6lohbn6fiLHk1JWdF9s8eWB1JBTnR0KgVSvjvkyOaTBtTIwlHzCeRUOe8S0bxCfV58eNWWKi2aOx6OSI280nYiw5DXWyqxiXjYwlXpgEN2QBM51Vq4AjR4x9BwWPBTeUEc/4FuNcFofKBgUKACdOAEuWmD0ai6GuF9TIkApcr4ix5LRmlkoywCbGEh1gFKxm3y0RrPZAfYaq75YQdpSd2ro1EBdn9mgsho1CcISSD8oBJqE4D8qWBWrUMHas0sTbK2IsOa0yhRdVamfUqwe7RJt4ISISbfKgcmWgQgWjPHv2bLNHE5GIZIAPGMdSF1UbTY7kLflBPNnOMpY+++wzlC9fHtmzZ0eTJk2w1E8DwOHDh+O6665DgQIF9Fvbtm0ve36vXr3gcrnS3TrY6MvvUznPwpUpnkjrEx8wF0R5l2QBCztU7FaKzzZx1IYPKskynsVGrDaSNFefowqvCj5yIqQC9zLsc0UF8Msvv+Dpp5/GwIEDsXLlStSrVw/t27fHYQqheGH27Nm48847MWvWLCxatAhlypRBu3btsG/fvnTPo3F04MCB1NvPP/8MW2KzfCWFGi4vTLxACW6IsWQaM2casjNVqxoOPsGLngKbdLOayiZQ+qFuXanA9dnEO3t2gNfHjRvNHo3lsJWxNGTIEPTp0wf33XcfatasiS+//BI5c+bEiBEjvD5/1KhReOSRR1C/fn1Ur14dX3/9NZKTkzFjxox0z8uWLRuKFy+eeqMXynYw6YfbJWKDyhR3KlY0Lkj07Ht8NAJjlLwYbd0K/Puv2aOJKCQE57yNmfuQpbuHBzlyAC1bGvfFzX8ZttkSXLp0CStWrED//v1TH4uKitJDa/QaBcK5c+eQkJCAggULXuaBKlq0qG4ktW7dGm+88QYK+WkIefHiRf2mOMUOjbryf4J+CxbqWIEc0zV5sv5havXrI5HGns3aa8fHR+Gff6IxZUoSbrwxvGVxmZnnsJMjB6KvuQZR8+cjadIkJD/4IOyMpefaDXoepkzhN8qFtm0TkZBgr7BESOf5xAnELFkC9gZIoLyFxT9LT9q0ceG992IwdaqGS5cSs9TkwC7nc6BExccjesoUJE+ejKTHH4dVSAjhPAd6TNsYS0ePHkVSUhKKFSuW7nH+f/PmzQEd4/nnn0fJkiV1A8s9BNe1a1dUqFAB27dvx4svvoiOHTvqBli0j46ZgwcPxqBBgy57fOrUqbqnK9hMC8Bf3HDkSJQBsLVSJWyyYYuMAgX4uV6DP/+8gE6dppvSpSWQeTaDKuXKoeb8+Tj8ww9YWoafsv2x6lwr9uzJjd272yA2Ngnnz0/BpEn2bAMRinkusXAhrk5OxunSpTFz/XqANxtx6VIU4uI64sCBGHzxxTyUL3/a8edzoOTOlg2Up9TmzMHfY8YgiWE5CzEtBPNMJ4qjjKWs8vbbb2P06NG6F4nJ4Yru3bun3q9Tpw7q1q2LSpUq6c9r40MBm94t5k65e5ZUPlTevHmDavHy5IiPj0csFbl9kZyMmL599bsVH3oIFVq0gN24/nrgnXc0HD6cC1WrdkKVKuH72wHPs5mJFqNGofimTejE7sNWHKNT5jqFTz4xMhRatHDhllvsF2oK5TxHT5ig/8x5yy3oZPGWSr5o3TpKjzRduNACnTolO/58DhhNg/bee4jetQsdcuSAZhFZiIQQzrOKDDnGWCpcuLDu6TnE3Bw3+H/mGfnj/fff142l6dOn68aQPypWrKj/rW3btvk0lpjjxJsn/BBD8YXJ8LjMVWKSe+7ciKHVYcMvLSOH1FxihfysWbGoWTP8YwjV55dlWG1UpAhcR44gdvlyw7K0OZad6xTSquKjEBtrq9TO0M4z45MpkxPdoQOiLfwZZpS3RGNpxoxoPP+89wiCk87nTE/OsGGI4ed8002wErEhmOdAj2ebVSAuLg6NGjVKl5ytkrWb+pHWfffdd/H6669jypQpaKw6Kfph7969OHbsGEqUKAHbJVsyf8DGynmSeOkDykDQo0SkKi7kXLgAzJlj3Jfkbg/++QfYtctYZ2zowfZca+bOZRjG7NFYDHXSy0JsT2OJMPRF7aTvvvsOmzZtwsMPP4yzZ8/q1XGkZ8+e6RLA33nnHbzyyit6tRy1mQ4ePKjfzqSoIfPns88+i8WLF2Pnzp264XXzzTejcuXKuiSBbbBxZYo7qoiPJdsOyZcMHiIhEDYWLADOnwdKloQpHk5Loy6gLDOn9L5NqV7daOTNOp1588wejcXgppv5ulu2GIaxYD9j6Y477tBDagMGDNDlAFavXq17jFTS9+7du3WdJMUXX3yhV9HddtttuqdI3XgMwrDe2rVrcdNNN6Fq1aro3bu37r2aN2+e1zCbJaHhx9XdAcZS/foMtxpvKcACx8hBWZIrVhghVyHk9gCdeWYUGthG+NbGiN6rHyg02qSJcd8hievBwDY5S4p+/frpN28wKdsdeov8kSNHDvxt928Ke8HRDUOxIrbHsDEq2kRNUF6wHJCaEzyYl8cWNmygxwWsRw+zR+R4Y8nm9kDwoRvGZr0n/cG38M03Em3yCk9+qgRzch54wOzRWAJbeZYE54bgFOoCJQuYF9RnLLu9kMH6kdWrjftuCiMC4cWTCT705GdQKGMHWL/DDdqGDcxVNXs0FkPlSDJHmDL2ghhLtsdh22D1Nlj0deyY2aOx6AJGY0l6N4W0Cq5BA6MfteAjBOeA+CS1iVVbO9l/eHD11QBlcP77D1i50uzRWAIxluwMw4xsg8FkPCblOQAm1daubdgC0vrEg+bNjd5N+/dL76YQ4bC9R2gmxyFebPfP2e7ZGEGHLZaUdI64+XXEWLIzajt0zTVAvnxwCrKA+YCGkirXlgUs6NBAF2MpgN6TysPpsMi2RJs8kJyIdIix5ARjyUGLl+d3VKJNHqjPWhawoMOuHQcPGv1EKZAqOD8+yaIviTZlsBAzV+101lvC2B0xluwKt0FqAXPYNpgSLlRuYNJlgG3/Igf1WVM10a2Zs5B1lP3Jxut2UQ4JGw51uUm0yQ+ssK5UCUhMNForRDhiLNkVboOOHzfCbypL0SGwF7GSDZAFzAMmdFFGgKqJSl9LCAoOtQeyDt27DvVie9ZNCB5IKC4VMZbsijp5W7c2tkcOQ/KWfMAqJFnAgg5tT7a+IGIsecDaeor9OjQ+6R5tSmnuICgk7J+KGEt2xeHbYPW26P2VaJMHshUOOvPnGz3hSpUCatQwezQWQ51ndPeyyMBhMNJUoYKh7at6AgoerU/+SekJGMGIsWRHmGyn+oE40C1O6tQxtO+44+eOT3BDqSUyFHvkiNmjcdzewwESQsHFwSE4hew/fCCtT1IRY8mOcPujWpxwW+RAeMGSBSyD1idEJfkLWUKdYw511F45dOuq5F4HT46sNX6QsL+OGEt2JAJ2ekQWMD/I5AQNygWw5R4NdGlx4gHdunTv0kBncYFDYeonW59Q61Van/gwlqZPj2gxKjGW7IjD85UU6sK1YoW0PrkMEaMKiYRQ4cJmj8aiaw2/jA6OT7L1SePGxn1x1nrAaut8+Yzqay7GEYoYS3Zjzx5DfIjbIG6HHAxbn9SqJa1P/LY+2bcP2LTJ7NHYmghx1F4ZERSfFGetD1ht3TrlWhPBkyPGkt1QJysbHTL5zuHIAuYDlnFTvZPI5FwxDpcQyhpHj6bJWkdAfFLZgzwfkpPNHo3FiJeFWIwlu7rFI2Rld/+OSrTJAxGjyjLMUaGEEJ10DpQQyhp05/JLx9LUEiXgdNhiM1cuo8B07VqzR2PRhXhh5IpRibFkJ7jdcWiLE1+wb2xsrCHxsW2b2aOx6AImrU+uGIdLCGWNCHO5xcUZrW4i3IHinUqVgPLljSpspd4aYYixZCfY9ZuZznnypGlfOBzu9Jo1M+7LAuYBd/xsanruHLB4sdmjsSURZg8EToTGJyXa5AOXaLmIsWQn1ElKVVW6WyIE91wCwQ0m+atcEpmcTHPpUppicwTZA4FBxebduw13i2rUGEFrDZ0nVEwQ3IgXY0mwCxG403N/uzNnGg2wBTcifAHLChTBP3vWcM7RSSe4oc4nVl2ys3WEUL260fKGUW22wBHcaN3a8DCxV+D+/Yg0xFiyCwy1qG9vBFSmuNOwIVCgAHDqFLBsmdmjsaixtHy5oYMiZNoe4NeJTjohcgtJFBJt8kOhQkCjRhErRiVLhF2gocS4QenSQLVqiCTYx7FNG+O+LGAeqM6vTP6n600ImAh11GYMk3hVi5MInBz1liO8u4d34iPXkhRjyY4ru4OVdH0hC5gfIngBu1LohKMzLkLtAf8sWWI066YngbLmEYZy3LMFzuHDZo/GYsTHp3mWIkzLRYwluxDh22D1tln0xXCc4IYkeWcaOuHojKNTjs45wQ0VYqE7NwLjk8xhU32qpXOAB82aGTlsbKi4fj0iicj7JtiRQ4eMbQ5R8agIo0IFQ+qDfRxVhEBIgeIwbEnw77/GTciQCN97+EcmR5y1vsiWLa06MsImR4wlG+BSuSjc7nDbE6HIAuYD6m5RfjhCEy+vBLEHfHDypBGGi/DJkc4BfmgbmZ5sMZZsQJQyliJ48SJiLPlBJidglAOOzjgqxAtu0G1L923lykC5cohU2HaRTpS9ew3JKcGNCO0cIMaS1dE0uFTgPMKNJcp8MIViyxZgzx6zR2Mx1LnBc4UXO8Enyp5s2tRwygluKM9khK817FOtegXK/sMDipIVK2aodrJXXIQgxpLFyb1vH1zc3nCbo7rMRyj58wNXXWXcl2iTB5yYfPmMMi/VKV7wioTg/CCTk4o4a33gckVkKE6MJYtTZPXqNCVdbnciHFnAfMCYEtvgEJkcn9DppqLaEabtmjF019JtS/etOpciGLXWzJplSE8Jkb0QB2ws7Y9AeXMrUERVwclOL90Fjp4lln4Lkb2AZRY63eh8oxNOeSkFpD9vrr7acONGOJSYKljQkJySzgE+1poVK4D//kMkELCxVKtWLfz0008wm88++wzly5dH9uzZ0aRJEyxdutTv83/77TdUr15df36dOnUwadKkdL/XNA0DBgxAiRIlkCNHDrRt2xZbt26FJUhIQGGlZSHb4NQ8k1y5gCNHgHXrzB6NxVDnCPMI2PRM8NuLms44wQ0V25a1RocONukc4IOSJYGaNY1SwQjpHBCwsfTmm2/iwQcfRLdu3fCfSZbkL7/8gqeffhoDBw7EypUrUa9ePbRv3x6HfcisLly4EHfeeSd69+6NVatWoUuXLvptvZuY1rvvvotPPvkEX375JZYsWYJcuXLpx7xw4QLMxrVsGWLPn4cWoUq63mATdFXBJAuYB1WqAGXLGm1x5s0zezSWRFJyfEA3rSR3X4Y4a/0QH1mTE7Cx9Mgjj2Dt2rU4duwYatasiQkTJiDcDBkyBH369MF9992nj4EGTs6cOTFixAivz//444/RoUMHPPvss6hRowZef/11NGzYEJ9++mmqV+mjjz7Cyy+/jJtvvhl169bF999/r4ccx40bB7NxpSxeGrfBEaik64sI+44GjnQB9QudbQsWGPfFHvBg7VrDXUu3rdLsEqRzgD/iI2utyZQjukKFCpg5c6ZubHTt2lU3QGI8fNn0+ISCS5cuYcWKFejfv3/qY1FRUXrYbNGiRV5fw8fpiXKHXiNlCO3YsQMHDx7Uj6HIly+fHt7ja7t37+71uBcvXtRvilMp36KEhAT9FiyiUoylhFatECUZhqkYnqVYzJun4fTpRGTPnrXjqc8smJ+dWbhatULMN99AmzoViRZ8P2bO9axZLiQkxKBsWQ3lyiU6Omk3s/McNWUKoulgatECSTS6nTw5mYCtcCpXjsG2bS5Mn56IG2/UHLt2ZJqmTfXrv2vHDiSwMKBixZD9qVDOc6DHzHTUfteuXRgzZgwKFCige2M8jaVQcfToUSQlJaEY9R3c4P83b97s9TU0hLw9n4+r36vHfD3HG4MHD8agQYMue3zq1Km6pysYuJKScP3hw2Ca5ZzYWJz3yLWKZBgmL1CgPY4fz46PPlqKunWPBuW40xywQ4pLTkYHlwuu9esxY9QoXCxQAFbEjLkeMaIWgMqoWnU3Jk9OqTJ1OIHOc9NffgF7A2woXhz/ylqTjsqV62LbtgoYMWI3oqPXOXbtuBKurVoVhTduxIaPP8au9u1D/vdCMc/nzp0L6HmZsnSGDx+OZ555RvfEbNiwAUWKFEEkQu+Wu8eKnqUyZcqgXbt2yJs3b9D+TkKHDpj8229o0a0bYmNjg3ZcJ9CpUzRGjWKlyjXo1Ck5yzsLfgnj4+OdMc8ffgisWgX6S7VOnWAlzJzrl182lrtevUqhU6eScDKZmucLFxCT4kWv/thjqF6LRqWguHjRhSlToBtMnTqVcfbakUmiVq0CBg1C3YMHUSuEa00o51lFhoJmLDH3h5VnDMH17NkT4aZw4cKIjo7GITaVdYP/L168uNfX8HF/z1c/+Rir4dyfU79+fZ9jyZYtm37zhB9isD/IS/nzh+S4doebGBpLM2dGIzaWAYSs45h5Zi7BqlWIYeuKXr1gRcI91+5N0tu3j4ETPuagzfPcubrBxAqnWPafZBhOSKVdO9U5wIVDh2JRurSD147M0qGDbixFzZ6tp8UgOjhrsS9CMc+BHi/grGGGwJjgbYahROLi4tCoUSPMUK0/9AKOZP3/TVlP7gU+7v58QutUPZ85WDSY3J9DK5NVcb6OKVgDVdLLFLljx8wejcWQLqCXob7iLCotXNjs0VgMFdrgl0oMJb+dAyI02uabxo0jpnNAwMYSjYzS3kzqMMLQF0OB3333HTZt2oSHH34YZ8+e1avjCA059wTwJ554AlOmTMEHH3yg5zW9+uqrWL58Ofr166f/3uVy4cknn8Qbb7yB8ePHY926dfoxSpYsqUsMCNaW+WC0IIJkPgKHau/MeqeQ7KZNZo/GEohkgB9kcjIkwgq/AicmcjoH2Koe/Y477sD777+vi0gyTLZ69WrdGFIJ2rt378aBAwdSn9+sWTNdSHPYsGG6JtPvv/+uV8LVrl079TnPPfccHnvsMfTt2xdXXXUVzpw5ox+TIpaCtZEFzAc8d1UfQZkc3aAWe8AHR4/qIVsdEaP0iXQO8EOELMS2MpYIvUKsyGPpPsNlLPNXzJ49GyNHjkz3fIpobtmyRX8+xSg7eSSh0bv02muv6dVvFKKcPn06qlatGrb3I1w5Em0KcHWPcOhco5ONNiSdboIbdMvyy8MNpFveppAe6RwQwEJMETMHdw6wnbEkCIrrr2dyHrBzJ7B9u9mjsegCxiTvSNSAcUPZiyo6KbghLreAkM4Bfqhc2egcwHXGwZ0DxFgSbEvu3MaOj8gC5gGrmijtceaMIT8cwYg94AOJT2aKCIk2ZR5XZHQOEGNJsDUR8B29MqQLqA43u3SuEbEHPNi2jSrDhtuEblrBL+r8UUoLQmQtxGIsCY74jjL1IjHR7NFYjAhYwDKCTjU61ygXQGeb4IY6L5o1MxJyBL/UrGlU4dJQUj0GhRTUxowJXX66X9gZMZYE28t8UAfl5Elg+XKzR2PRJO+lS40JinAJIelF7YGE4DIdbVJfqQjef3iHuxGKmDm4qESWD8HWUDC2dWvjvixgHjDpkpWdrHWeNQuRiDonqMIsuEE3rBIoE2MpYMRZG7mTI8aSYHsc/h3NGhE8OSdOGE41IvaAB3TDsicWGy03bGj2aGyD8ixRmooSVYIbakfiUC0XMZYEx3xHFy1iY12zR2MxIthYojONTrVq1YAy6fufCu7xyRD383ISbCdap45hC3h00hKuvdbQ5qAw9MaNcBpiLAm2p2JF48bIwpw5Zo/GYrRsaVwMt241Kp8iiKlTjZ/iVfJjLIlqd6aJ4P2Hf2goqapKB06OGEuCI5AFzAdscqlU7iNsciRfyQd0v9INS8SSzDTSOSCAyVE7FQchxpLgCMRYiswFzBc7dhiq7uzzSeea4Abdr3TDKpeskCnYdpHSVLt3Gw5bwctaw3Ps4kU4CTGWBEfAijiWhrMP2N69Zo/GYijXCpMskpIQCSij+ZprgDx5zB6NxRDJgCxBSSpKU5EZM+QSmg4mdLGx/blzad5LhyCftOAIWNRDzSUHy3xcOVdfDeTNC/z3H7ByJSIBsQf8IJOTZdTUTZ/uMnso1iIqKi0PzmGebDGWBMcgoTgfMBYVQWJUdJ6pSiXJV/Jg3z7D/cqLmjonhCxEm1xIShKDKRIWYjGWBEd+R1kyLkRm3tKKFcDx40Zuu/I2Ckh/AbvqKsMdK1wRlKYqWJBSVS5s3Zrf7OFYi7Zt076Ix47BKYixJDiGpk2NfIIjR4C1a80ejcVQLpaFC41maRFgD9BxQqea4IYylsXlliWoxpEmUFnU7OFYi1KlgFq1jFJBpRLvAMRYEhwDK1RatHCkBzjrVKoElC8PJCQ4XoxKUnJ8QHerTE7QUFO4erUYS5HgyRZjSXAUDvyOBq8LqENzCdyh04zOMyLOEw9WrzZ6dOTObZQJCllCfZ22bi2gt9YRnC1GJcaS4CjUBXLePOD8ebNHY+HeTQ6FTjM6zypUMJxpghtqB8H4ZGys2aOxPeXKsU+1huRkF2bPliTvdNDFz3OMXQO2bYMTEGNJcBQ1ahghc+qh0WAS3OBFkh4m9m1yqBiVRJn8IJLmQSc+3qgkEQkBP2JUDtmcibEkOAraAu3bG/clFOcBy3dYBeVgMSoxlnxw9iwwf75xX4yloNG2rRFimj5dLqWXoc4zhyzE8gkLjsNh39Hg4uCkLjrL6DQTCSEvzJ0LXLpkxI4qVzZ7NI6hRQsNMTHJ+Pdfl95eR/Cy1syaZcTGbY4YS4LjaNPG8DCtWwccOGD2aCwrPew4MSpl/1GwnE40wYdkAL8cQlBgrny1av85df8RLDEqYOlS2B0xlgTHUbgw0KiRo8LloRGjWrMGTkIkhPwgkxMy6tc/rP8UY8mLGJXanP39N+yOGEuCI5FQnB8xqpYtHTc5bHEi+ct+WpxIfDJk1K9/RP9J/cXERLNHYzHaOWchFmNJcHyVvMOiTVnHQQuYgv2B2SeY/YKbNDF7NBZDWZHs/SLxyaBTseIJFCyoOSXaFJq1Ztky4wtqY8RYEhwdbTp8WFqfXIYqF2R1FKukHIDy8jNfTVqceCAhuJBHm1q31py2/wgOpUsDNWsaO1bV3dqmiLEkODba1KqVcV8WMA+qVjWqolgd5ZDWJ2IPBNDiRCYn5HpLstZ4wSFaLmIsCY7FId/R0IpROSDxkuGPRYuM++ptCSkwiV9anIScNm0Mz9KSJZDWJ54oI51rjY1bn4ixJERE65Nz58wejYUXMJtDGRcm1lI+iG1OhDSilPgo3azS4iRklC0LVK9uOPKY6C24cf31QLZswJ49wJYtsCtiLAmOpUqVtGgTNfkEN5jcw2QLLl7s32RjlOdQvEqX45IQXNhwYN1EcMiZE7juOttvzmxjLP3333/o0aMH8ubNi/z586N37944wxbjfp7/2GOPoVq1asiRIwfKli2Lxx9/HCdPnkz3PJfLddlt9OjRYXhHQjiiTbKA+SB//rSyMZtPjlp/xR5IT/T583AtWGD8p0MHs4fjeBwSbQoN7e2fE2EbY4mG0oYNGzBt2jRMnDgRc+fORd++fX0+f//+/frt/fffx/r16zFy5EhMmTJFN7I8+fbbb3HgwIHUW5cuXUL8boRwIcaSHxyQt8QWE7yxAk7JRwkGhdetg4ttJipWlBYnYYDnHwtLdu4E/vnH7NFYdCGePdvocm5DbGEsbdq0STd0vv76azRp0gTNmzfH0KFDdQ8QDSJv1K5dG3/88QduvPFGVKpUCa1bt8abb76JCRMmINFDOYyequLFi6fesmfPHqZ3JoQaavBRi2/DBqN3mODFWGJei03V9FSUiQ3OqbEkpFFs1SrjjsQnwwKlShwQbQoNdeoAxYsbyaPK22kzbKFIsmjRIt2gaUxRtRTatm2LqKgoLFmyBLfccktAx2EIjmG8GA8hlkcffRQPPPAAKlasiIceegj33XefHo7zxcWLF/Wb4hTLccBegQn6LVioYwXzmJFGnjzAVVdFY8mSKEyenIhevS73j0fsPNerh5gCBeA6fhyJCxdCozhViAn2XE+eHK3v+dq0SUJCgqiPKji/RVKMpcS2baFF2rkdJjzP57ZtozBjRjQmT07Gww8nmTw6axHNa/aPPyJp8mQkK6syQEK5Rgd6TFsYSwcPHkTRokXTPUaDp2DBgvrvAuHo0aN4/fXXLwvdvfbaa7rXKWfOnJg6dSoeeeQRPReK+U2+GDx4MAYNGnTZ43w9jxNsGHoUrpwKFaphyZLqGDnyEIoWXe7zeZE4z41r1ECphQux7fPPseX48bD93WDMdWKiC9Ond9SNpZw552PSJKnZVuQ6cABtDx5EcnQ0/r50CYmTJpk9JEejzuccOfLQn42ZM5MxbtwUxMWJAa8oVaQI6O44/ccfmNO8Oa6EUKzR5wIslXZpmnmpaC+88ALeeeedDENwY8aMwXfffYctHmWHNKBotDz88MN+j0HPT3x8vG5cjR8/HrF+SmgHDBig5zDtYZljJjxLZcqU0Q0yeq6CafHy5ODY/Y1Z8M+SJS5cd10M8ufXsH9/4mUKz5E8z65vv0XMgw8iuUkTJFFjIcQEc64XLHChVasYFCqkYe/eRL24TzDQPv0UcU8/jaTrrkOyzZWTrYzn+cyraYUKMdi/36V7spX+kgC9nUIsFb05b7y+FisW8EtDuUbz+l24cOHUyJMlPUvPPPMMevXq5fc5DI0xj+gw+1a4wbwjVrzxd/44ffo0OnTogDx58mDs2LEZTjRzouiBojGUjdoQXuDj3n7HY4fiYhuq40YKjC4VKAAcP+7CqlWxen6LNyJynjt10n9ELVuGKFaXcqLCQDDmWtkAbdu6kD17hH1uGZBqILVvH3nntAm4n89MEfv2W6YCxkgRojulSgENG+qNHGOZ6H333cgsoVijAz2eqQneRYoUQfXq1f3e4uLi0LRpU5w4cQIrVqxIfe3MmTORnJysGzf+LMZ27drpx6BHKZDE7dWrV6NAgQI+DSXBftDj4CANxtD1blIChjZhyhTjp1yQPLh0CS5ejGg0xcebPZqIwwFFpqGfnCkpX14bYYtquBo1aujeoT59+mDp0qVYsGAB+vXrh+7du6NkyZL6c/bt26cbV/y9u6F09uxZfPPNN/r/md/EW1KSkXjHyjhW2FFaYNu2bfjiiy/w1ltv6fpMgrNQF1QbfkdDjw1Xdzqal6ekn0mxlwcLFsB19iwu5MunJ/EL4aVtW0Pjbf16qcD1uRBzreEGzUbYwlgio0aN0o2hNm3aoFOnTrp8wLBhw9LFNJnTpJK1Vq5cqVfKrVu3DpUrV0aJEiVSbyofie63zz77TPdc1a9fH1999RWGDBmCgQMHmvY+hdCgLqjLlhmtsgQfgnE2UdNTuln16wMlSpg9GouRsiM40qCBoZshhJVChYCrrzbui76bl5wI5gVxEXaLFNkBW1TDESZn//TTTz5/X758ebjnqrds2TLd/71BbxVvgvPhBZWbbPYVZUHFnXeaPSKL9W5iiJqbiE2bjLCcxZEQnB9SPISHGzSA/4xOIZT7DzbV5Xl6//1mj8ZCxMYarrcxY4zJueoq2AXZdggRg4TifJAjB9CihXF/8mRYHXrvVcSwI5UDhDQOHDB2BDSWJARn+lrDNMCUrA/Bc3JssNa4I8aSEDHYOFweepTVYYMFjN57evHpzQ+Djqa9SIn7JDdsiEvs/yeYAh0mnH5KlzH0L3hZiOl6++8/2AUxloSIgZIBuXMDhw6lbr4FT2OJWkt+GlRbAeUZpDdfquI9SHG5aVIFZyrUclMfgXiyPShTBqhVy9ix2kgIWIwlIWJgk0v2iiOygHlQpYrRcPXSJepywMoo55fkK3nAeE+KZ0lTWhmCadiwyDR8dLBfToQYS0JEYcPvaHhgrbMNQnH02tN7T8RY8hKfPHZMb4ioXXON2aOJeJSxRDUbfiyCG2qt4UJsk5wIMZaEiFzAFi5kY2WzR2Mx3I0li0oIMGGWayu9+PTmC26o/m+M/0h80hJ6r7Vr2y7aFB6aNwdy5WLjV2DtWtgBMZaEiIKRpqpV2S7H8tGm8NOqFXv5ALt2AZs3w4pICC4AYymlhY1gPuqjkD7GHnCdUTkRFvZkuyPGkhBx2LRyNfTkzGlpCQE6u1T4VCQD/Eiay+RYzlji18km0abw0cFeORFiLAkR/R21aLTJPCyct0RvPb32tOnoxRfcYBYxT2ZKmqe0gBKsUYGrBKuVLSt4LMQLFtgiJ0KMJSHiaNkyTbCa/ZsEL8bS3LmWkxBQ9hu999Ln2gMJwVkSpo6pwkQJxfnIiWAV54wZsDpiLAkRKVitwuV//WX2aCwGF6/y5Q0JgVmzYCUkBOcDJuCp+nQxliyH5C3Z05PtiRhLQkTSubPxUxYwe0gI0EtPbz2R5G4PqKVAqegCBYAmTcwejeCBOl+p5E1BXMFHAqnFcyLEWBIierdHCQFeZwRrSwhQa5EOlGrVDO+94IYyahnvoXS0YLkm3g0bGvdFoNIDFpTQ1b9vH7BuHayMGEtCRMJIU82aRrh82jSX2cOxFoxRUu58505gyxZYARUuveEGs0diQSRfyVZVcYI9cyLEWBIQ6aG4yZPla5AOisVdf71lVneWXKthqM9MSGH/fmDVKuO+xCctbyzRs0QPqeCG+lJPnAgrI1cJIWJJW8BcuodJ8BKKs0BSF0uuKSPEEmyRDPCR9c4290WLmj0awQdXXw0ULGiE/FW7HsHDWFq82NJ9YcRYEiKWa68F8uWjBooL27cXMHs41kLFu+bMAU6dMnUoasPJlBzp4uGBhOBsQXR0WqslC+w/rEXZskCdOoYL2cIClWIsCRGLuwbK8uXFzB6O9SQEqlQBEhJMb2ylUhkkBOeB+2cjxpLlEQmBADZnFg7FibEkRDRqAVuxQowlKy5gBw4AK1emVzQQkFbKSa9fkSJA48Zmj0bIAHqWeB6vXm0UfwluqJ0QPUsWTeoSY0mIaNQFePv2/PqFWXDjxhvTXDsmNbZSu3Cm5BQTe9b75PAqHCVLudWhTcvcJWLhaJM5XHONkdR14gSwaBGsiHzDhIiGF+BGjZJTE70FN5hNzazqI0cMRT0TUE4tCcF5YcIE46eE4GyD+qgsXiVvTlJXx46WDsWJsSREPB07GsKLIiHgJalLlaObsIBdvJiWkiPGkgfbtwObNhkilCIZYLvINkVWL1wwezQWo3NnS1uScnUQIp5OnQxjafp0l94STbBG3hJ7+Z49CxQvDjRoEPY/bw+v0nXXGW1OBFvA87hUKeO8nj3b7NFYjPbtDQ/Thg2GIK7FEGNJiHgaNtSQL98FnD7twvz5Zo/GYtA1rrJS9+wxLQQnKTkejB+fPq9MsAX8KqmPTH2EQgrMWWrWzLLeJVmChIiHF+JGjQ6n27ALKRQuDDRtGvYFjC3pRDLAB0yCnTfPuC/Gku1QHxnXGou0XrQOna0bihNjSRB0hd2D+s8//5QFzAqhuH/+MdJymDbVtm3Y/qw9UOXVNWoAlSubPRohk7AVWs6cwN69hsNW8LLWzJxpxCothBhLggCgfv3DyJZNw44dRshc8LIVnjEDOHcuLH9SbSzZlDxPnrD8SfsgIThbkz17mhiueLI9YHfzcuWM6g4aTBZCjCVB0BewJLRpY7iUJJfAg1q1jAWM5TthWsDo4XPfaApuqt2qq7AYS7ZF8pb8JHWpL73FLEkxlgQhhRtuMPSWZAHzs4CFIRR39ChSE+1vvjnkf85eLFhg5CwVKpSWSybYMjWHX6sVK0TN229Sl0liuN4QY0kQUujc2fAssSu4qHl74G4shTipSwmG16sHlC8f0j9lP5Qlz6sty6wF24rhNmliaQ1G82jVyhDDPXgQWLoUVkGMJUFIoUSJtHYEsoB50LKlkZXKbfCqVWEJwYlXyQMaqSo0ISE423PTTZaMNplPXFyamrdaDCyAbYyl//77Dz169EDevHmRP39+9O7dG2fOnPH7mpYtW8LlcqW7PfTQQ+mes3v3bnTu3Bk5c+ZE0aJF8eyzzyLRoo38hPAtYBKK85KVStE4Mm5cyP7M+fNsO2PcF2PJgy1bgG3bjIuJ+iwE26Ls3enTLVf4ZT5duoR8rXGssURDacOGDZg2bRomTpyIuXPnom/fvhm+rk+fPjhw4EDq7d133039XVJSkm4oXbp0CQsXLsR3332HkSNHYsCAASF+N4LVjSVZwLxwyy0hX8A47yy4K1NGVLsvQ7kg6OWTEkFH1E1UqGAUfvG8F9ygZ4m6IZs3G5sEC2ALY2nTpk2YMmUKvv76azRp0gTNmzfH0KFDMXr0aOzfv9/va+kxKl68eOqNninF1KlTsXHjRvz444+oX78+OnbsiNdffx2fffaZbkAJkUft2sYCxsIv1ZdMQPo8mXXrDBGkEIfgmAAruCGSAY5C1Lz9kC+fkbtkoVBcDGzAokWL9NBb48aNUx9r27YtoqKisGTJEtyidrxeGDVqlG4M0VC68cYb8corr+gGlDpunTp1UIzZdim0b98eDz/8sO7FauBja3vx4kX9pjh16pT+MyEhQb8FC3WsYB5TyHieb7ghCkOHRmPcuGR07pxk8ugsRJ48iG7RAlEzZyLpjz+Q/NRTQT2nk5J40eCS5ELnzolISBB10FSOHUPMwoWg/ZjAxrkZrAmydoSHrM5zp04ufPJJDCZO1HDxYqK09XEj6oYbED11KpLHjUNCv34hO58DPaYtjKWDBw/q+UTuxMTEoGDBgvrvfHHXXXehXLlyKFmyJNauXYvnn38eW7ZswZgxY1KP624oEfV/f8cdPHgwBg0adNnj9FQpQyyYMPQohB41z0WKFAZwLcaNS8BNN02RoiM3KlSqhLozZ+LEyJGYX61aUM/pTZsK4siR65AzZwLOnp2MSZPEWFKUmTEDDZOTcbJ8ecymamqAyqmydoSHK53nhAQXcubsiMOHY/HRR4tQvfrxoI/NrmTPmRPMzHMtXoy5v/0G5M8fkvP5XIBCu6YaSy+88ALeeeedDENwV4p7ThM9SCVKlECbNm2wfft2VKpU6YqP279/fzz99NPpPEtlypRBu3bt0oX5gmHx8uSIj49HLOO3QkjwnOf4eGDIEA0nTmRDoUKd0ayZXLRTqVMHGD4cBTdvRqdGjYwa6CCd03PnGtvqm26Kxk03pVTDCDrRw4frP3Pfcw86deqU4fNl7QgPwZjnG26Ixq+/AocPX4unn7aOrpAVSP7iC0StWIFWZ89iSv78ITmfVWTI0sbSM888g169evl9TsWKFfUQ2uHDRqNTBSvWWCHH3wUK853Itm3bdGOJr13qoeNw6NAh/ae/42bLlk2/ecIPMRQLU6iOK3ifZ041r0c//QRMmhSjt9wQUqhYEWjcGK7lyxHLHmUPPBCUc9q9Kv6WW6IQGyvxiFROn07NAI7u1g3RmVgLZO0ID1mZ527doBtLf/4Zjfffj5ZcPc+quBUrEEvxtb59Q3I+B3o8U1ekIkWKoHr16n5vcXFxaNq0KU6cOIEVlDtNYebMmUhOTk41gAJhdUrXQnqYCI+7bt26dIYYdwn0DtVkjxoBkV4Vx8Ivaawb+rJeFr1s3WoUwDAlR3CD7U2YI8mmuaxAEBwFz3cqc7BmgrUTwuVrjWvGDERTV8REbLF9q1GjBjp06KDLANATtGDBAvTr1w/du3fX85HIvn37dONKeYoYamNlGw2snTt3Yvz48ejZsyeuv/561K1bV38Ow2Y0iu655x6sWbMGf//9N15++WU8+uijXj1HQmRVrlLO5p9/gI0bzR6NxVAFFcwfoNcjCKiClzZtDPFewY2UHEt07Solgg4kd+402Sz1UQtu+goVK8J18SKKpjg7zMIWxpKqaqMxxJwjxuwpHzBs2LB0sWMmb6tkLXqkpk+frhtEfB1DfrfeeismuMmlRkdH65pN/Ekv0913360bVK+99pop71GwDrxgq87gf/xh9mgsRo0aQJUqAOU1GIoLAqLa7QNqWDAEoYwlwZGoj1bWGg+4OUjxLhU3ufWJLarhCCvffmISiQ/Kly8PzS1ewoTrOXPmZHhcVstNmjQpaOMUnMOttxptT37/HRCdUo8FjN4lCryOHWskXWQB9uFjPz738KeQwowZADsVlCoFXHWV2aMRQgT1lmJigPXrDW921apmj8hC3HwzK25QfPlyJisbsXoTsI1nSRDCDS/cXMCYR8B8GsFL3hK9HlkUcGXogfscph+mRNUFhYrL0DgVER7HUqAA0Lq1cZ/7D8GNZs2gFS6MuNOn4VqwAGYh3z5B8EHBgmkLmLjHPaBlw4pRlt3OmpWlQ1FChWTRQeU8uItW8UkJwTke9RFL3pIHMTFIevttLH75ZWiZKOgKNmIsCUIGoTjCUJzgBr0cKsEoC1thKnXMnWvcv+22II3NKcybpyt3o1Ah4LrrzB6NEGJUix+m5uzZY/ZorIXWsycOsYMHywZNQowlQcgg2kS7gKoVO3eaPRqLVsXRWGKvkiyE4K6+mvmDwR2e7VEuBl5FGQ8WHA0dtddea9yXUJz1EGNJEPzALjvXX2/cF/e4B4xRMlZJnTLlHsokymMnXiUPkpPTrpgSgos4T7asNdZDjCVByAAJxfmAVSnqQk4J4kxCG2v2bOO+GEseLFtG8Ti9ebEuPiVElLOWEViPphWCyYixJAgZoOyBRYuM65fgxu23p2XAMyE5E1AAnA4UtpirUCE0w7MtyrXQubOpeRpCeGEomt8Hfi/Gjzd7NII7YiwJQgawnL1ZM+O+5BJ40KqVkYB85AgQgK6ZO1IF5wMmcSk3pnI1CBGDCFRaEzGWBCEAJBTnAyYeq8nJRCju6NE0xQEJwXkJwf37L5Azp+FZEiIK9X1g72QWQwrWQIwlQQgAZQ9ILkFwQnHjx7v0AroGDYBKlUI7PNsxenRaFVyuXGaPRggzVO/m94JfJfEuWQcxlgQhwFwCynwwl0AqVTxo0QIoUsTYBs+cGdBL/vjDWHrEq+QBT7BffjHud+9u9mgEk1Af/c8/mz0SQSHGkiBk0oGiNv7ClYXiTp2KxcyZLv2+5Ct5MH8+sH8/kC9fWit6IeK44w7jJ9MAeToI5iPGkiBkcrfHBUwUdn1YknS7JST4ferSpSWQlORCvXpAlSrhGZ5tUJY4s3yzZTN7NIKJnmwWlTDX/wpUOYQQIMaSIARImTJpApXiXfKAE0MFz+PHgRkz/D51/vxS+k8JwXlAI1OVCEoILuK5807jp6w11kCMJUHIBHfdZfz86SezR2IxoqPTrB8/W+GDB4G1a4vo98Ue8ID5XiwTZP6X6uAsRCwMUbPV0pIlRnGkYC5iLAlCJqA9wBSd1auBjRvNHo1FEy0oRnXpkten/PprFJKTXWjSJBmVK4d3eJZHuRB4lZRecBFPsWJpNrPK+RfMQ4wlQcgE1F/s0MG4L5UqHrALaIkSwIkTwNSpXp/y889GYvedd2phHpzFuXgxrcxSXG5CClIVZx3EWBKELITimIApuIXilHfphx8u+/WWLcCKFVGIikpGt27J4R+flZk8mWWCQKlSaa3nhYiHef5swbhuHbBhg9mjiWzEWBKETHLTTYa4MvMIli41ezQW4557jJ9//ml4mNwYNcr42bDhYT0tR/ASgqOxyUQVQQBQoECaJ1tCceYi30pByCQUVe7Sxbgvid4eUHq4Vi0jrOTWG4YeOGUsXX/9XvPGZ0XOngUmTDDuSwhO8FEVx1CceLLNQ4wlQchCKI67vQA7fEQGLhfQs6dx//vvUx9evNjwxOXOraFJk4Pmjc+K0At37pzR94Uy8YLgxo03AjlyANu2MYxt9mgiFzGWBOEKaNfOSPY+dCitIazgZknSaGIjvR079Id+/NH41c03a8iWLcnc8VmNkSONnz16GPMmCG7kzm2E/j32H0KYEWNJEK4AJl2qVh0SivOgdGmgTRvj/o8/6lqLKt/irrsksTsdu3cb7eVJr15mj0awKOrUYCibEW4h/IixJAhZDMWxMzijKIIbbqG4v6doeo/d4sWBVq0k6SIdrBpkIkrLlkCFCmaPRrAo8fFAyZLAf/8BEyeaPZrIRIwlQbhCWOHN69vp04bBJLhxyy1GyeC2bfjx42OpucuitegGjSQVghOvkpCBKofaf3z7rdmjiUzEWBKEK4QV3vfdZ9z/5huzR2PBRItbb8Vp5Mb4OXn1h+6+2+xBWYwFC4ysXc6VNMoTMkCtNZTkOnDA7NFEHmIsCUIWoEOAOblz5hjXPcGNnj0xGt1xPjEO1aslo2FDswdkMZSLgMlv1KMQBD9UrQo0awYkJ3vVfBVCjBhLgpAFypQB2rc37o8YYfZoLEarVhge+4h+t3eTDVLo5amtpBoOK5eBIGSAOlVoZ4vmUngRY0kQskjv3sZPpp+I5lIaq9dFY1lCA8TiEu49/J7Zw7EWTHI7c8bQVmre3OzRCDbh9tsNzaXNm4ElS8weTWQhxpIgZBFqoBQubOQRTJli9misw/Dhxs9bMBZFpv0E7N9v9pCsg3tit7jchADJmzctvU0SvcOLGEuCkEXi4tJaokmitwGlFFR7kz61FgFJSRKnVFCok0qm7mrngpDJUBzbCYpkSfiwjbH033//oUePHsibNy/y58+P3r174wzd2D7YuXMnXC6X19tvv/2W+jxvvx+tmloKQiZDcdRAoap3pMOv2MmThrRC6+dSWngMG2YYTZGOkmGmcGfZsmaPRrAZLVoA5csDp04BY8eaPZrIwTbGEg2lDRs2YNq0aZg4cSLmzp2Lvn37+nx+mTJlcODAgXS3QYMGIXfu3OjYsWO653777bfpntdFdUkVhABh79gmTYycJWlJkBaCe+ABIOr224CCBYE9e+CK9DgljUUVPxFtJeEKJUvUqSOhuPBhC2Np06ZNmDJlCr7++ms0adIEzZs3x9ChQ3UP0H4feRDR0dEoXrx4utvYsWNx++236waTO/RUuT8ve/bsYXpnghO9S4w2RXKlyoYNhoQQhfT0kAG/TymxgyhlRUUqkyYBu3YZxmPXrmaPRrAp995rRHFnzAD++cfs0UQGttDTXbRokW7QNHbryN22bVtERUVhyZIluIVqwRmwYsUKrF69Gp999tllv3v00UfxwAMPoGLFinjooYdw33336eE4X1y8eFG/KU7RHwogISFBvwULdaxgHlMI3Tzz2vfkkzHYvNmFefMS0bRpZFpMw4ZxDxaNzp2TUbhwkt4bjsZS7AcfwDV5MnJ06RKx53T00KH6DjWpVy8kU848RPMga0d4MGueS5UCOnaMxqRJURg6NAlDhji752JCCOc50GPawlg6ePAgihYtmu6xmJgYFCxYUP9dIHzzzTeoUaMGmlHVy43XXnsNrVu3Rs6cOTF16lQ88sgjei7U448/7vNYgwcP1kN6nvD1PE6wYehRCD3BmOdrrmmAmTPLYuDAA3jyyZWINC5disK331J4Khp16y7BpEmHU3/XrG5dFFm7FuWmTcM0j+9zJJBr3z60nTYNmsuFmdWq4Ry9TCFG1o7wYMY8X3VVEUya1AwjRiTj2munIkcO5+uWTAvBPJ8LMEveVGPphRdewDvvvJNhCC6rnD9/Hj/99BNeeeWVy37n/liDBg1w9uxZvPfee36Npf79++Ppp59O51lijlS7du30BPRgWrw8OeLj4xHLNvdCSAjmPBct6tJVdhcsKI3vv2dYFxHF6NEunD4dgzJlNLz0UmM9FKdwcVG66y6Umz4dZYYPR2wINhZWJuqZZ/SfWseOaBliIUpZO8KDmfPcoQPw008atm6NxdGjHfDgg871LiWEcJ5VZMjSxtIzzzyDXhkkOTI0xjyiw4fTdqgkMTFRr5Dj7zLi999/163HngGU6TIn6vXXX9fDbNmyZfP6HD7u7Xf8EEPxhQnVcYXgz3PTpsZt0SIXvvkmFq++ioji66+Nn/ff70L27B5zeeut0IoVQ/ZDh5A4ZQpi7rgDEQMrd7/7Tr8b9fjjiArT91nWDjh6nvv1A554Avjii2g8+mi04yW7YkMwz4Eez9QE7yJFiqB69ep+b3FxcWjatClOnDih5x0pZs6cieTkZN24CSQEd9NNN+l/LyOY11SgQAGfhpIgZMSTTxo/v/iC+W2IGPj1nDuXIXKjCu4y4uKQnLI5irhE7x9/NGq9q1QB4uPNHo3gEPh1Yr3Sxo2GdJcQ4dVwzDXq0KED+vTpg6VLl2LBggXo168funfvjpIlS+rP2bdvn25c8ffubNu2TZcZYAK3JxMmTNAr7NavX68/74svvsBbb72Fxx57LGzvTXAerDcoXRqgM/SXXxAxfPih8ZMOI75/byT37q3n7ESxjGfrVkQELI389FPj/qOPGrXfghAEmPWhAibqFBNCgy0SvMmoUaN0A6lNmzZ6Fdytt96KTz75JF1Mc8uWLZcla40YMQKlS5fW84m8ud9YHffUU09B0zRUrlwZQ4YM0Y2yYEMv2KVLlzL1Gr4nJrJfuHABSSLmlyH8PCkZYTb06vKa2L8/8NFHhrq3093je/emGYZPPeXnieXL41DDhihON9TQoYDbd9ix0N1GPYVcuYyab0EIIlxrPv8c+PNPQ5WiXDmzR+RMbGMssfKNSdq+KF++vG7weEJPEW/eoLeKt1BDI2nHjh26wZQZ+H6Yk7WHYn5Ov9oGCaWZZfZ80d5+7TVg1Spg/nzguuvgaLirpSAn1YUbNfL/3O033WQYS0xwGjDAaKznZNSW/+67eYKaPRrBYdSsaYjB01n75Zes1jZ7RM7ENsaSXaHBQ1VwejxYMUevWKDQuKKMAUU0M/O6SJ1nehVVIUCJEiVMHU+hQsa1kak5H3/sbGOJuctffWXcdysS9cnRunWhNWgAFy1J6p4NHAhHu9xUTwq6AAQhRIneNJa43nD/kSOH2SNyHmIshRhW7fEiztyqzGowqdAdFcXFWMqYHCkrBA0m6nKZHZKj+gQXL14rneweHzkSOHECqFwZuOGGAF7gciHpmWcQQ2uSobhnnwWcKiPA98cQ+vXXA3XqmD0awaHwe8c2g7t3Az//zGpUs0fkPOQKHGJUrhGr+oTQowxSKygX165tuMcZffUiHO8IeHozL0vlKgVq02uUO2eX3WPHnNvg6r//jGQS8r//mT0awcGwApXeJULpQklxDT5iLIUJs3NoIgWrzTM1UAg9TKdPw3FMmABs3w4UKJDJ3GWu7ikijfjgAyPhyYleJcYo69UL0OUmCFfOQw8Z30P2ivv9d7NH4zzEWBKEENK5M1C1qhGmcqJ3aciQtIWaxV6ZgirWTO7esQP44w84ClrGTFYjL77o/HJIwXTy5EnTeHvjDcOjLQQPMZaETEPV9S5dumT6dTNmzNA1swKVQdi4caMu+8AWNHaFYSnVUef9953lXVqyBJg3z5BKUCGATMGQqdI0e/ddQ4/IKVCR9PhxoFo1XblcEMKVJ0ntpfXrDa+vEDzEWBIyzccff4yRzOrNJM899xxefvnlgBOva9asiWuuuUbXvrIz3bsb3iWm5zjJu8SqG9KjB5CiDZt5WCFGo2nlSsrywxGcP2+EFgnFtiyg/SVEBlSmUBuX1193zv5j2TIXjhzJbuoYxFgSMk2+fPl0PaPMMH/+fGzfvl0XE80M9913n66szqpCu8L0HKd5l6izOHVq+vd2xRoLvXsb9zNoqm0bqB9FCYvy5fXGwYIQThiK4/6DUmZ//w3bk5DAfMhoPPJIW0ybZl44W4ylcENTn2ElM26Z3GawAXGdOnX0kvxChQqhbdu2ekjMMwzXsmVLPP7447rniOKhFIV81aOD7OjRo/WO0ZRBMKZB04/Xvn37VDFRNkZm2G2AclmAbbTi9cfnzJkDp3iX7N6WgB/Xyy8b99lFqGLFLB6Q4kz0vkybZlhhdoYq/QwpkuefN2KUghBG2AKVOYRO8S6NGMG2ZS7kzJmIa64x782IsRRu2I6FnQ8DuEXlzYv8pUvrPwN9jd+bRysYf1BI884778T999+PTZs2Yfbs2ejatatXlXTy3XffIVeuXFiyZAneffddvPbaa5jGi18K8+bNQ+PGjdNVrfE1y5YtS21b89BDD6FUqVLpjCVKLtSvX19/vZ1xkneJHiV+HOw1/dJLQTggPTB9+6YZGHZe3b//3hCipChqStNgQQg3VKrg93PhQsDO+8yzZwG17+7WbYuexG4WYiwJPo0lhr5oILGVDD1MjzzyiK4m7o26deti4MCBqFKlCnr27KkbRkzoVuzatSu16bGChtFXX32FF154Af3798ekSZPw448/6v3w3OHr+Hq7o7xLlN+xq3fJ3av0yCO+G+ZmGhrIjB0sXpymeG1Hr5LqNUGhzRQvqiCEG9rqqnc8vUt25eOPgYMHKcmmoX37naaORYylcMMLArVXArglnzqFE3v36j8DfY3fWyZUkuvVq6c3LaaR1K1bNwwfPhzHWd3jAxpL7rDdiGo9Qs6fP58agnOHx77lllvw9ttv4/3339eNLU8YBvRskGxHaAMqp5ldvUts1rl8uSET8MILQTxw8eJpuktMirZjjhqz9//9FyhaNM1TJggm8dxzRhSYdRN2zF06diwtjXHgwCTExprrcRZjKdxQb4VXGjNumdB6YcUaw2iTJ0/Wq9KGDh2KatWq6Q2BvRHrkZvBMJt74+DChQt7NbZoBK1YsUL/e1u3bvV6bOYsFWEg3gG4e5eUDI9doOKDCiVSbJM2QdBjB9RdoqoeExXsxNGjwKBBxn027s606JQgBBe2P1GVcVTXt0BTg0xBJy39BNR07d7d/NC8GEuCT2jwXHvttRg0aBBWrVql5w+NvcIQSYMGDXTdJE+eeeYZve8djTLmLs30Uj6+fv16/fVOgHnMKgb/9tvAnj2wDb/+aui35MsXou4dzM1T1hgnyU76WmwGfPIkUL++5CoJloGebO4/Nm0CvvwStmH37rRUBRpNVmiNaoEhCFaEidpvvfUWli9fjt27d2PMmDE4cuSILip5JbDqjfIB7vz1118YMWIERo0apVe9Pfvss7j33nvTeaB27tyJffv26ZVzToHepWuvNWwBFXmyg3SQylWiocS2CiHhwQeNnnEHDtjH9UYLUl2JPvxQdJUEy0CFF6p5K3ueoS078OqrwMWLQIsWQIcOsARiLAleyZs3L+bOnYtOnTqhatWqupjkBx98gI4dO17R8Xr06IENGzZgy5Yt+v9pePXu3VuXGGjYsKH+GD1YxYoV06viFD///DPatWuHcuXKwSkwGsr0Fu6WfvsNmD4dlufNN410HOboq353IYElPPxjhAkLDG9ZPeOd0gcMObM5cMuWZo9IENLBRG+mlHIPSoPJ6mzYwOrqtCXAMp2CNCHLnDx5kgFV/acn58+f1zZu3Kj/zCxJSUna8ePH9Z9O4H//+5/Wt2/fgJ9/8eJFrWzZstr8+fMDfs2VzPelS5e0cePG6T/DyWOP8UqradWq8b1qlmX9ek2LjTXG+scfWTtWQHPN871BA+MP9umjWZoJE4xxxsVp2rZtmlUw65yONOwyzzNnGqdpdLSmrVunWZakJE1r3twYa9eu4Zlnf9dvd8SzJISNl156SfcQuSd++4PhvxdffFHPm3Iir71mJEnT2fbRR7Ak/Kjo6GNy6I03ArfcEoY/SpebmpDhw9lUEJaVClBxVMomV6pk9ogEwSutWhmOTxZpMNnbqlJmX3zBbg9GfYTqGGQVxFgSwgZbpND4YUJ3IFSuXBkPMofFwfkESuyZhhO1DK3Gt9+mLV5MuAybS/z66w0hJxVHoPSF1aBBx8o9WrxBUecUhNDx3nsU+TXC/pQAsRo7dxqatKr4hVq1VkKMJUEwkXvusW6yN2WyqK2ojDmWIocVJiwwV42raFBFnYLAmjVplXss12ElnyBYGLYlUmsMvcVuMnimo2mGNBnXwebN0/ZJVkKMJUEwETrZVLI3S/PHjIFl4MLKpFBWwz/+uAkDoFo8m9ISTpJV+saxNJANchmGu+kmdns2e0SCEBC072vXBg4dMvpXWyUcN3Kk0RqSusXffGMNqQBPLDgkQYgsKLqmdIvuv9+oOjObSZOAH380wm7Dhhnq46ZAyQjVt4GTYwUld0ojUzOMquM05ixTriMI/smRA/jpJ6PodOJE4PPPzR4RdJUQFpQS6rpStNeKiLEkCBaAWijNmhm6ht26ARcumDeW7dsp9WDcp0fpqqtgLuwNwyZ0HJgSezLTilRqeUzocoiyvBA51Klj5C8p7zFlwsxC04CHHwZOnAAaNUozmqyIGEuCYAHYLWb0aKBQIWDlSvPyl5gzwIo3Ll5NmqT1ZjIVSobTvaVEH//4w5xxMMlDhdxoRVpFLU8QMgnboHTqZAg/3nmneZuzN980ks3puWaHI9M82AEgxpIgWIQyZYAffjDu0z3+yy/h3+Ux0rVuHVCsmGGT0F1vCSiG+thjxv277waWLg2/hgKTPGgw1apllOsIgk1h5JiOURZy0rPEyHK4+fXXtBoJOms9erFbDjGWBMFC0Cbo39+436cP4KO3cMiiXVzAuLv7/XegVClYiyFDjO0wt8FMrN61K3xWJA01Jnmw9ppJH0z+EAQbQ0NJKWUPHRre/KUlS4B77zXuU/fJDgoxYiwJpnH99dfjJ154AqR79+56yxWnwzJ9ygydPm3YBuFotstKFFWd/8knRvmu5aAVx1glM+JZztO5s5HkFUpoKNF65ZVEbcetvgUWhABhJFl5dx591KhKCzW7dgE332zseW64IS1/yuqIsSSYwvjx43Ho0CHdAAoU9qd78803cTLUF0gL2AQ//2yIsm3bZhhOO3aE7u/NmgXcdpsRaWIYzq01n/XIk8fw8LBJHZtIMRue8uKhghpKKnGLzXIpGSAIDoIVaBSgJ4w0cz8SKk6fNjoBcK/DPQf3ynbpOy3GkmAKn3zyCe67776A1bxJ7dq1UalSJfzImnaHQ1uAskKVKxuajDSYKBYdbJgXxd3lqVNGD1jKGVm+Ep6VcRMmGLLidIndfruxCgcbxiaUMjdjlFTNEwSHwe87I9wMhXHDxJTAceOC/3f27jXarjAnkqob3PNw72MXxFgKM/Tqs+LIjFtmBcjYw+3dd9/V245ky5YNZcuW1T07ZN26dWjdujVy5MiBQoUKoW/fvjjj1pJi9uzZuPrqq5ErVy69zQn7u+1KyTE5cuQIZs6ciRu5xXB7flxcHObNm5f6GP920aJFdQ+Ugq8ZHcqtj8USvmkw1ahhLDQtWhjyPsGChWV07FFbkZ6lyZMNUThb0LChsQVmGSFX9qZNDTdcMOAVg8aRUuJkq3aryasLQpANJkaa2VGA/ePuuCO4RaeLFgGNGwMrVgCFCxt7Ha5vtiLoLXwjEH9di8+fP69t3LhR/0nOnDE6Kptx49/ODM8995xWoEABbeTIkdq2bdu0efPmacOHD9fOnDmjlShRQuvatau2bt06bcaMGVqFChW0e++9V39dQkKCli9fPu1///uf/jq+fx5j165d+u/HjBmj5cqVS0tii2k3nn32Wa1cuXLaiRMntJUrV2pxcXHan3/+me45kydP1h+/cOGC1zF7zrcTOocfOqRpdesan2Hhwpr222+alpx85cfjtD/9dNp58dhjmpaYqIWFoM/1woWaVqKE8Uby5+cJkrXj8Rxt3Tptcp56KmuTbRJWP6edgtPmOSFB07p1Szv9uaQfP561Y44YoWlxccbxuI7t2GGtefZ3/XbHNsbSG2+8oTVt2lTLkSOHfiEOhOTkZO2VV17RihcvrmXPnl1r06aN9s8//6R7zrFjx7S77rpLy5Mnj37c+++/Xzt9+rQW6cbSqVOntGzZsunGkSfDhg3TjSgaTYq//vpLi4qK0g4ePKjPKedj9uzZXo/94YcfahUrVrzs8YsXL2r169fXbr/9dq1mzZpanz59LnvOmjVr9GPv3LkzYowlcuyYpjVunPZZxsdr2ubNmTsGr/m0JRo2TDvOO++E1xYIyVzv26dpTZsab8jl0rTXX9e0s2czdwxOwvffa1revMZxcubUtM8/t6WhZJdz2gk4cZ75Vp591vgq8atQqpSmTZmS+eMcPqxpjz6attZ07appmby0WspYsk0Y7tKlS+jWrRseptxngDCMw9yYL7/8EkuWLNFDQu3bt8cFNwWuHj16YMOGDZg2bRomTpyIuXPn6iGlUJEzp9FAPZDbqVPJ2Lv3hP4z0Nf4u/FvB8qmTZtw8eJFtGnTxuvv6tWrp8+ngmE2hu22bNmCggULolevXvpcM2z28ccf4wA17VM4f/48snuJ9zAMN2rUKPzxxx/6Z/Qh40QeMOxHzlmh7UUYKVjQCMkNGGBoHzFVh0q8LNRivlFGzJ9vhPEoTUDRS7Zdo6YT9VUsn6MUSIIXs9SptcB1meU99PFzcjIqJeRawOSJLl2Anj2NyaQa5+rVhrSw7SdHEDIHI9vvvmusGcyZ3LfPyGtk8ceCBUaYzh+bNxv5T2y8zRxI8uqrwG+/GeuOXbGwXmZ6BjFlX2+4F1htI71mH330kV5BdTPrFAF8//33KFasGMaNG6dXYfGiP2XKFCxbtgyNGVDVczqHolOnTnj//fdRkotwkOHa62ZjZJg6wROTzw93Y0FllFwp3377LR5//HF9fn/55Rf9c6BBes0116Bw4cI4zg6tXli4cKH+87///tNv7gaZepwUicA2E/xI+DXgNZ3pNOy8QW1Elt6ymp7tUnirWRPYvdtICN+yxUioXLzYOAYNLZYIUybAUVPIN0aVb04AJ4lZ8WpyunY1HqcSuLodOQKMHWtMosq1YxkiV/Xnn7e2lLAghAF+ZdasMfYcn3xiqGbwxpwjSpow5ZT3jx3jumz8pIH1119px+BllV9HPt/uOHZF2LFjBw4ePIi2bMSZQr58+dCkSRMsWrRIN5b4k8nHylAifD4rtOiJuoV9H7xAjwtvilMpW/uEhAT95g7/T8ONXhfeMgNfp35m9rVZhVVnNJho4DygGpmmUK1aNd1oPX36dKoxw8RszluVKlVSx0rvE2/PP/+87nmi14hJ33yMn82xY8dQoECB1ONu374dTz31FL766iv8+uuvuPfeezF16tR0FXNr165F6dKlde+VtznhY5wvznt0gDWp6jPz/OysCndsvM5PnOhC//7R+Ocfl+4t4k21LfMkOlpDr14aXnopSS8mI2a83ZDPNZvade8O18SJiPr0U0TNmWNsaXnzgVaqFJJvvhnJ3DqznpnfO5ucC045p+2K0+eZXibWOnTp4sKwYVGYMsWFo0dd+P57Oh+8v8bl0nDDDRqeeioZ116r6Q6CrE5PKOc50GM61ljixZjQk+QO/69+x5+stnInJiZGvxCr53hj8ODBqZ4ud3hhz+kR6+LxihcvrleKMZR4JdAoMYMnnnhCN3RogNDIPHr0KDZv3oxbb70Vr776Ku6++2799zR66EW64447dAOLlXI0pjp27Ki/923btuGff/7BbbfdphuWNMRYQUdDrENKf62kpCQ9JMoKOx6fxhVvb731ln5sxaxZs9CyZctUA9UTzjHDfAynJiYmZur9cjx2grYg3eVHj2bHli0FsXmzcTtwIBeKFDmHkiXPolSpMyhZ8gxq1DiGYsXOY+1aGpxmjzwMc81V/qmnkLdLF5SZNQvZjx9H7NmziDl3DrHnzkGLisKhRo1woEkTnGCsgQY5Sw55cxB2O6ftSiTMc/furJp1YdOmgli2rDhWry6KpCQX8uS5lHJLQKFC59Gy5R6UKnVWj2izwtbq8xxoSoepxtILL7yAdzLo1MlQWfXq1WEl+vfvj6fd2iPzwl2mTBm0a9cOefPmTfdc5t7s2bMHuXPn9pqn4w96SGgo5cmTBy4Tcidef/113XP09ttvY//+/ShRogQefPBB3QBieI1eIOY00UDs2rWrrq7N90kDlJ495i3RkOLrHn30Ud34Ul4iaiwxHHo7NXJS/tbevXvx119/6XPIGz1MNKCY90RvFOdy0qRJ+s1znhV8Dg02qoMHOt/cWfBLGB8fj1heZB1BrpRb+s2A2Zgy14w7eqFCys2JOPOcth6ROM833eT5iOc6W9FW8+xr420pY+mZZ57RL6j+qFjxyiaeF3RCjR5erBX8f/369VOfc5iNMd2gN4J5Mer13qDmEG+e8EP0/CDpMaGhQyMhMwKMRIWZ1OvDDf8mc41484TGC7WSvMH5piHkDxqbtWrV0g3JcuXKYeDAgfrNHXqieFN89913ehivGYPpfsbM+fL2WWTElbxGuDJkrsODzHN4kHm27zwHejxTjSUm6YYqUbdChQq6wTNjxoxU44gWJHORVEVd06ZNceLECaxYsQKNGjXSH6MBoMJOQujgZ/PNN99g9+7durEU6EnNBHxBEARBCCe2yVniRZUeH/6kt2Y1S3vB0sbKeuiHMFzHfCImZtO78OSTT+KNN97Qk45pPL3yyit6hVsXlgmDysg19JyZPn366PICdPX169dPT/4ORSWckB71OQSKZ6K5IAiCIIQD2xhLAwYM0MMwigYNGqRL+CXU+HFvsvrcc8/h7Nmzum4SPUjNmzfXc23cc1lYoUUDibk3DOEwuZjaTIIgCIIgCLYyllhdlZHGkiq1V9C79Nprr+k3X7Dy7Se2PhYEQRAEQfCCbRS87Y6nISeEBplnQRAEIdiIsRRilDDilWosCVemmSGVKYIgCELEheHsCkUpqUN05MgR/QKeGQkAVuXRyKJ2kBnSAXbzKNFQohQEVdkDVe8WBEEQhIwQYynEMG+KukMUady1a1emDQCqUVNk0QxRSjtCQ8mfRpYgCIIgZBYxlsJAXFycLl+Q2VAcpQzYtoNq1BJWyhjOkXiUBEEQhGAjxlKYYBgts+1OeOGnojhfJ8aSIAiCIJiDJMIIgiAIgiD4QYwlQRAEQRAEP4ixJAiCIAiC4AfJWQqiECIb9QYTJnizHJ7HlZyl0CHzHD5krsODzHN4kHm2/zyr63ZGgsZiLAWB06dP6z/LlClj9lAEQRAEQbiC63i+fPl8/t6lSX+ILEPxyP379yNPnjxB1UOixUsDbM+ePcibN2/QjiukR+Y5fMhchweZ5/Ag82z/eaYJREOpZMmSfsWfxbMUBDjBpUuXDtnxeXLIFzH0yDyHD5nr8CDzHB5knu09z/48SgpJ8BYEQRAEQfCDGEuCIAiCIAh+EGPJwmTLlg0DBw7UfwqhQ+Y5fMhchweZ5/Ag8xw58ywJ3oIgCIIgCH4Qz5IgCIIgCIIfxFgSBEEQBEHwgxhLgiAIgiAIfhBjSRAEQRAEwQ9iLFmYzz77DOXLl0f27NnRpEkTLF261OwhOYrBgwfjqquu0pXXixYtii5dumDLli1mD8vxvP3227rS/ZNPPmn2UBzHvn37cPfdd6NQoULIkSMH6tSpg+XLl5s9LEeRlJSEV155BRUqVNDnuFKlSnj99dcz7C0mZMzcuXNx44036mraXCPGjRuX7vec4wEDBqBEiRL63Ldt2xZbt25FOBBjyaL88ssvePrpp/VyyZUrV6JevXpo3749Dh8+bPbQHMOcOXPw6KOPYvHixZg2bZrerLFdu3Y4e/as2UNzLMuWLcNXX32FunXrmj0Ux3H8+HFce+21eqPRyZMnY+PGjfjggw9QoEABs4fmKN555x188cUX+PTTT7Fp0yb9/++++y6GDh1q9tBsz9mzZ/VrHR0F3uA8f/LJJ/jyyy+xZMkS5MqVS78uXrhwIfSDo3SAYD2uvvpq7dFHH039f1JSklayZElt8ODBpo7LyRw+fJhbQ23OnDlmD8WRnD59WqtSpYo2bdo0rUWLFtoTTzxh9pAcxfPPP681b97c7GE4ns6dO2v3339/use6du2q9ejRw7QxOREA2tixY1P/n5ycrBUvXlx77733Uh87ceKEli1bNu3nn38O+XjEs2RBLl26hBUrVuguRvf+c/z/okWLTB2bkzl58qT+s2DBgmYPxZHQi9e5c+d057UQPMaPH4/GjRujW7dueli5QYMGGD58uNnDchzNmjXDjBkz8M8//+j/X7NmDebPn4+OHTuaPTRHs2PHDhw8eDDd+sGebkxRCcd1URrpWpCjR4/qcfFixYqle5z/37x5s2njcjLJycl6Dg3DGLVr1zZ7OI5j9OjRejiZYTghNPz77796eIjh+xdffFGf68cffxxxcXG49957zR6eY3jhhRdw6tQpVK9eHdHR0fpa/eabb6JHjx5mD83RHDx4UP/p7bqofhdKxFgShBSvx/r16/UdohBc9uzZgyeeeELPC2OxghA6g5+epbfeekv/Pz1LPKeZ3yHGUvD49ddfMWrUKPz000+oVasWVq9erW+0mJQs8+xcJAxnQQoXLqzvWA4dOpTucf6/ePHipo3LqfTr1w8TJ07ErFmzULp0abOH4zgYUmZhQsOGDRETE6PfmFzPRE3e585cyDqsEKpZs2a6x2rUqIHdu3ebNiYn8uyzz+repe7du+vVhvfccw+eeuopvbpWCB3q2mfWdVGMJQtCt3mjRo30uLj7rpH/b9q0qaljcxLMIaShNHbsWMycOVMvBRaCT5s2bbBu3Tp9B65u9IAwbMH73BgIWYchZE/pC+bVlCtXzrQxOZFz587pOaTu8BzmGi2EDq7PNIrcr4sMh7IqLhzXRQnDWRTmHdCly4vK1VdfjY8++kgvq7zvvvvMHpqjQm90pf/555+61pKKezNpkBoeQnDg3HrmgbHkl1pAkh8WPOjdYPIxw3C33367rss2bNgw/SYED+oAMUepbNmyehhu1apVGDJkCO6//36zh2Z7zpw5g23btqVL6uaGikU3nG+GO9944w1UqVJFN56od8XwJzXyQk7I6+2EK2bo0KFa2bJltbi4OF1KYPHixWYPyVHw9Pd2+/bbb80emuMR6YDQMGHCBK127dp6OXX16tW1YcOGmT0kx3Hq1Cn93OXanD17dq1ixYraSy+9pF28eNHsodmeWbNmeV2T77333lT5gFdeeUUrVqyYfo63adNG27JlS1jG5uI/oTfJBEEQBEEQ7InkLAmCIAiCIPhBjCVBEARBEAQ/iLEkCIIgCILgBzGWBEEQBEEQ/CDGkiAIgiAIgh/EWBIEQRAEQfCDGEuCIAiCIAh+EGNJEARBEATBD2IsCYIguMHGvmwb0rVr13SPnzx5EmXKlMFLL71k2tgEQTAHUfAWBEHwgA1o69evj+HDh+sNf0nPnj2xZs0aLFu2TG92LQhC5CDGkiAIghc++eQTvPrqq9iwYYPelLZbt266oVSvXj2zhyYIQpgRY0kQBMELXBpbt26N6OhorFu3Do899hhefvlls4clCIIJiLEkCILgg82bN6NGjRqoU6cOVq5ciZiYGLOHJAiCCUiCtyAIgg9GjBiBnDlzYseOHdi7d6/ZwxEEwSTEsyQIguCFhQsXokWLFpg6dSreeOMN/bHp06fD5XKZPTRBEMKMeJYEQRA8OHfuHHr16oWHH34YrVq1wjfffKMneX/55ZdmD00QBBMQz5IgCIIHTzzxBCZNmqRLBTAMR7766iv873//05O9y5cvb/YQBUEII2IsCYIguDFnzhy0adMGs2fPRvPmzdP9rn379khMTJRwnCBEGGIsCYIgCIIg+EFylgRBEARBEPwgxpIgCIIgCIIfxFgSBEEQBEHwgxhLgiAIgiAIfhBjSRAEQRAEwQ9iLAmCIAiCIPhBjCVBEARBEAQ/iLEkCIIgCILgBzGWBEEQBEEQ/CDGkiAIgiAIgh/EWBIEQRAEQfCDGEuCIAiCIAjwzf8B9UyLLOBYQwgAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "\n",
+ "# Создание данных\n",
+ "x = np.linspace(0, 10, 100)\n",
+ "y_sin = np.sin(x)\n",
+ "y_cos = np.cos(x)\n",
+ "\n",
+ "# Построение графика синуса с измененным цветом\n",
+ "plt.plot(x, y_sin, color='red', label='sin(x)')\n",
+ "plt.xlabel(\"X\")\n",
+ "plt.ylabel(\"Y\")\n",
+ "plt.title(\"График синуса и косинуса\")\n",
+ "plt.legend()\n",
+ "plt.grid()\n",
+ "plt.show()\n",
+ "\n",
+ "# Добавление нескольких графиков\n",
+ "plt.plot(x, y_sin, color='red', label='sin(x)')\n",
+ "plt.plot(x, y_cos, color='blue', label='cos(x)')\n",
+ "plt.xlabel(\"X\")\n",
+ "plt.ylabel(\"Y\")\n",
+ "plt.title(\"График синуса и косинуса\")\n",
+ "plt.legend()\n",
+ "plt.grid()\n",
+ "plt.show()\n",
+ "\n",
+ "# Использование bar (столбчатая диаграмма)\n",
+ "x_bar = np.arange(5)\n",
+ "y_bar = np.random.randint(1, 10, 5)\n",
+ "plt.bar(x_bar, y_bar, color='green')\n",
+ "plt.xlabel(\"Категории\")\n",
+ "plt.ylabel(\"Значения\")\n",
+ "plt.title(\"Столбчатая диаграмма\")\n",
+ "plt.show()\n",
+ "\n",
+ "# Использование scatter (точечный график)\n",
+ "x_scatter = np.random.rand(50)\n",
+ "y_scatter = np.random.rand(50)\n",
+ "plt.scatter(x_scatter, y_scatter, color='purple')\n",
+ "plt.xlabel(\"X\")\n",
+ "plt.ylabel(\"Y\")\n",
+ "plt.title(\"Точечный график\")\n",
+ "plt.show()\n",
+ "\n",
+ "# Использование hist (гистограмма)\n",
+ "data_hist = np.random.randn(1000)\n",
+ "plt.hist(data_hist, bins=30, color='orange', edgecolor='black')\n",
+ "plt.xlabel(\"Значения\")\n",
+ "plt.ylabel(\"Частота\")\n",
+ "plt.title(\"Гистограмма\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "237168c1-6d49-4a14-9698-fa653f12c8c2",
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Предполагаемые данные DataFrame df\n",
+ "df = pd.DataFrame({\n",
+ " \"Категория\": [\"A\", \"B\", \"A\", \"B\"],\n",
+ " \"Баллы\": [85, 90, 75, 95],\n",
+ " \"Возраст\": [21, 22, 20, 23],\n",
+ " \"Оценка\": [3.5, 3.8, 3.2, 3.9]\n",
+ "})\n",
+ "\n",
+ "# Построение boxplot\n",
+ "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n",
+ "plt.show()\n",
+ "\n",
+ "# Построение histplot\n",
+ "sns.histplot(df[\"Баллы\"], bins=5, kde=True)\n",
+ "plt.title(\"Гистограмма баллов\")\n",
+ "plt.show()\n",
+ "\n",
+ "# Построение scatterplot\n",
+ "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n",
+ "plt.title(\"Scatterplot: Возраст и Баллы\")\n",
+ "plt.show()\n",
+ "\n",
+ "# Построение pairplot для всех числовых данных в df\n",
+ "sns.pairplot(df, hue=\"Категория\")\n",
+ "plt.show()\n",
+ "\n",
+ "# Построение heatmap для корреляционной матрицы (только числовые столбцы)\n",
+ "numeric_df = df.select_dtypes(include=['float64', 'int64'])\n",
+ "sns.heatmap(numeric_df.corr(), annot=True, cmap=\"coolwarm\")\n",
+ "plt.title(\"Корреляционная матрица\")\n",
+ "plt.show()\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "f8b03be9-a2d5-4606-9590-47eaab94732b",
+ "metadata": {
+ "collapsed": true,
+ "jupyter": {
+ "outputs_hidden": true
+ }
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка данных: 100%|███████████████████████████████████████████| 100/100 [00:01<00:00, 87.46it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from tqdm import tqdm\n",
+ "import pandas as pd\n",
+ "import time\n",
+ "\n",
+ "# Пример DataFrame\n",
+ "data = {'Column1': range(1, 101)}\n",
+ "df = pd.DataFrame(data)\n",
+ "\n",
+ "# Использование tqdm для обработки данных\n",
+ "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc='Обработка данных', ncols=100):\n",
+ " # Симуляция долгого процесса\n",
+ " time.sleep(0.01)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "56714f21-614f-4229-b0c7-e1fd2a4a3fa6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|████████████████████████████████████████| 100/100 [00:01<00:00, 92.63it/s]\n",
+ "Процесс: 100%|\u001b[31m███████████████████████████████████████████████████\u001b[0m] 100/100 [(elapsed) < (remaining)]\u001b[0m\n",
+ "Обработка строк: 25%|\u001b[34m██████▊ \u001b[0m| 1/4 [00:00<00:01, 1.99it/s]\u001b[0m"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Обрабатывается строка: Анна\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка строк: 50%|\u001b[34m█████████████▌ \u001b[0m| 2/4 [00:01<00:01, 1.99it/s]\u001b[0m"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Обрабатывается строка: Алексей\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка строк: 75%|\u001b[34m████████████████████▎ \u001b[0m| 3/4 [00:01<00:00, 1.99it/s]\u001b[0m"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Обрабатывается строка: Иван\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка строк: 100%|\u001b[34m███████████████████████████\u001b[0m| 4/4 [00:02<00:00, 1.98it/s]\u001b[0m"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Обрабатывается строка: Татьяна\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "from tqdm import tqdm\n",
+ "import time\n",
+ "import pandas as pd\n",
+ "\n",
+ "# Простой прогресс-бар\n",
+ "for i in tqdm(range(100)):\n",
+ " time.sleep(0.01) # Имитация длительного процесса\n",
+ "\n",
+ "# Прогресс-бар с измененным стилем\n",
+ "for i in tqdm(range(100), desc='Процесс', bar_format='{l_bar}{bar}] {n_fmt}/{total_fmt} [(elapsed) < (remaining)]', ncols=100, colour='red'):\n",
+ " time.sleep(0.01) # Имитация длительного процесса\n",
+ "\n",
+ "# Использование tqdm для обработки строк DataFrame\n",
+ "df = pd.DataFrame({\n",
+ " \"Имя\": [\"Анна\", \"Алексей\", \"Иван\", \"Татьяна\"],\n",
+ " \"Возраст\": [11, 26, 20, 32],\n",
+ " \"Баллы\": [12, 56, 95, 32]\n",
+ "})\n",
+ "\n",
+ "# Применение tqdm к обработке строк DataFrame\n",
+ "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc='Обработка строк', colour='blue'):\n",
+ " time.sleep(0.5) # Имитация обработки данных\n",
+ " print(f\"Обрабатывается строка: {row['Имя']}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "06d7c745-9d3a-4167-83a2-5d53e68851e3",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Информация о данных:\n",
+ "\n",
+ "RangeIndex: 6987 entries, 0 to 6986\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Date 6987 non-null object \n",
+ " 1 Open 6987 non-null float64\n",
+ " 2 High 6987 non-null float64\n",
+ " 3 Low 6987 non-null float64\n",
+ " 4 Close 6987 non-null float64\n",
+ " 5 Volume 6987 non-null int64 \n",
+ " 6 Dividends 6987 non-null float64\n",
+ " 7 Stock Splits 6987 non-null float64\n",
+ "dtypes: float64(6), int64(1), object(1)\n",
+ "memory usage: 436.8+ KB\n",
+ "None\n",
+ "\n",
+ "Описательная статистика:\n",
+ " Open High Low Close Volume \\\n",
+ "count 6987.000000 6987.000000 6987.000000 6987.000000 6.987000e+03 \n",
+ "mean 40.692696 41.165619 40.178290 40.685061 1.360552e+08 \n",
+ "std 58.144182 58.787641 57.435304 58.125169 1.375735e+08 \n",
+ "min 0.070313 0.072396 0.065625 0.069792 9.744000e+06 \n",
+ "25% 2.100250 2.148250 2.064250 2.110000 6.298900e+07 \n",
+ "50% 9.041500 9.158500 8.925000 9.021000 1.005360e+08 \n",
+ "75% 72.789249 73.643497 71.504250 73.006500 1.555070e+08 \n",
+ "max 239.020004 242.520004 238.029999 242.059998 2.086584e+09 \n",
+ "\n",
+ " Dividends Stock Splits \n",
+ "count 6987.0 6987.000000 \n",
+ "mean 0.0 0.003864 \n",
+ "std 0.0 0.244286 \n",
+ "min 0.0 0.000000 \n",
+ "25% 0.0 0.000000 \n",
+ "50% 0.0 0.000000 \n",
+ "75% 0.0 0.000000 \n",
+ "max 0.0 20.000000 \n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Обработка данных: 100%|████████████████████████████████████████| 6987/6987 [00:13<00:00, 532.00it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Импорт необходимых библиотек\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "from tqdm import tqdm\n",
+ "import time\n",
+ "\n",
+ "# Загрузка данных\n",
+ "df = pd.read_csv(\"AMZN_stock_data.csv\")\n",
+ "\n",
+ "# Базовый анализ данных\n",
+ "print(\"Информация о данных:\")\n",
+ "print(df.info())\n",
+ "\n",
+ "print(\"\\nОписательная статистика:\")\n",
+ "print(df.describe())\n",
+ "\n",
+ "# Построение графиков\n",
+ "plt.figure(figsize=(15, 5))\n",
+ "\n",
+ "# Гистограмма для цены закрытия\n",
+ "plt.subplot(1, 3, 1)\n",
+ "sns.histplot(df['Close'], bins=30, kde=True, color='blue')\n",
+ "plt.title('Распределение цен закрытия')\n",
+ "plt.xlabel('Цена закрытия')\n",
+ "plt.ylabel('Частота')\n",
+ "\n",
+ "# Scatterplot для цены закрытия и объема торгов\n",
+ "plt.subplot(1, 3, 2)\n",
+ "sns.scatterplot(x=df['Volume'], y=df['Close'], color='green')\n",
+ "plt.title('Цена закрытия vs Объем торгов')\n",
+ "plt.xlabel('Объем торгов')\n",
+ "plt.ylabel('Цена закрытия')\n",
+ "\n",
+ "# Boxplot для цены закрытия\n",
+ "plt.subplot(1, 3, 3)\n",
+ "sns.boxplot(y=df['Close'], color='orange')\n",
+ "plt.title('Boxplot цен закрытия')\n",
+ "plt.ylabel('Цена закрытия')\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n",
+ "\n",
+ "# Использование tqdm для имитации обработки данных\n",
+ "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\", ncols=100):\n",
+ " # Имитация обработки данных\n",
+ " time.sleep(0.001)\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "31b73f1b-f89b-46dc-a91a-0c0b4ed94326",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.13.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}