second_week/week2_analysis.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "b7221b46-14b3-4264-9838-73545ad165fc",
"metadata": {},
"source": [
"# Койков Антон ИНБб-2301"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "9fe5bdb2-9ea3-45af-88da-ce04ade61117",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Привет мир!\n",
"2017\n"
]
}
],
"source": [
"print(\"Привет мир!\")\n",
"print(2025-8)"
]
},
{
"cell_type": "markdown",
"id": "d39c245d-f9a4-445b-b184-7475243a4bd7",
"metadata": {},
"source": [
"# ЗАДАНИЕ 3"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "39458166-d2e3-432a-9dea-5ed7c93746db",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Первичный осмотр данных:\n",
" ФИО Годы Оценки\n",
"0 Егор 19 78\n",
"1 Дарья 20 85\n",
"2 Илья 21 92\n",
"3 Марина 22 88\n",
"\n",
"Системная информация о таблице:\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 4 entries, 0 to 3\n",
"Data columns (total 3 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 ФИО 4 non-null object\n",
" 1 Годы 4 non-null int64 \n",
" 2 Оценки 4 non-null int64 \n",
"dtypes: int64(2), object(1)\n",
"memory usage: 224.0+ bytes\n",
"None\n",
"\n",
"Статистическая сводка:\n",
" Годы Оценки\n",
"count 4.000000 4.000000\n",
"mean 20.500000 85.750000\n",
"std 1.290994 5.909033\n",
"min 19.000000 78.000000\n",
"25% 19.750000 83.250000\n",
"50% 20.500000 86.500000\n",
"75% 21.250000 89.000000\n",
"max 22.000000 92.000000\n",
"\n",
"Проверка на отсутствующие данные:\n",
"ФИО 0\n",
"Годы 0\n",
"Оценки 0\n",
"dtype: int64\n",
"\n",
"Обновленный DataFrame с дополнительными баллами:\n",
" ФИО Годы Оценки Доп. Баллы\n",
"0 Егор 19 78 93.6\n",
"1 Дарья 20 85 102.0\n",
"2 Илья 21 92 110.4\n",
"3 Марина 22 88 105.6\n",
"\n",
"Группировка по возрасту (средний балл):\n",
" Оценки\n",
"Годы \n",
"19 78.0\n",
"20 85.0\n",
"21 92.0\n",
"22 88.0\n",
"\n",
"Отбор записей: студенты, которым больше 20 лет:\n",
" ФИО Годы Оценки Доп. Баллы\n",
"2 Илья 21 92 110.4\n",
"3 Марина 22 88 105.6\n",
"\n",
"--- Математические операции с numpy ---\n",
"Суммарное значение элементов: 45\n",
"Средний показатель: 9.0\n",
"Медианное значение: 9.0\n",
"Стандартное отклонение: 4.242640687119285\n",
"\n",
"Матрица 2x2:\n",
"[[2 4]\n",
" [6 8]]\n",
"\n",
"Равномерно распределённые числа от -1 до 1 (8 значений):\n",
"[-1. -0.71428571 -0.42857143 -0.14285714 0.14285714 0.42857143\n",
" 0.71428571 1. ]\n",
"\n",
"Случайные значения из нормального распределения (4x4):\n",
"[[ 0.27904129 1.01051528 -0.58087813 -0.52516981]\n",
" [-0.57138017 -0.92408284 -2.61254901 0.95036968]\n",
" [ 0.81644508 -1.523876 -0.42804606 -0.74240684]\n",
" [-0.7033438 -2.13962066 -0.62947496 0.59772047]]\n",
"\n",
"Результат умножения матриц M1 и M2:\n",
"[[36 41]\n",
" [64 73]]\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# --- 1. Создание таблицы --- \n",
"dataset = {\n",
" \"ФИО\": [\"Егор\", \"Дарья\", \"Илья\", \"Марина\"],\n",
" \"Годы\": [19, 20, 21, 22],\n",
" \"Оценки\": [78, 85, 92, 88]\n",
"}\n",
"df = pd.DataFrame(dataset)\n",
"\n",
"# Анализ содержимого\n",
"print(\"Первичный осмотр данных:\")\n",
"print(df.head()) \n",
"print(\"\\nСистемная информация о таблице:\")\n",
"print(df.info()) \n",
"print(\"\\nСтатистическая сводка:\")\n",
"print(df.describe()) \n",
"print(\"\\nПроверка на отсутствующие данные:\")\n",
"print(df.isnull().sum()) \n",
"\n",
"# --- 2. Добавление вычисляемого столбца --- \n",
"df[\"Доп. Баллы\"] = df[\"Оценки\"] * 1.2\n",
"print(\"\\nОбновленный DataFrame с дополнительными баллами:\")\n",
"print(df)\n",
"\n",
"# --- 3. Группировка информации --- \n",
"df_grouped = df.groupby(\"Годы\").agg({\"Оценки\": \"mean\"})\n",
"print(\"\\nГруппировка по возрасту (средний балл):\")\n",
"print(df_grouped)\n",
"\n",
"# --- 4. Фильтрация по критериям --- \n",
"df_filtered = df[df[\"Годы\"] > 20]\n",
"print(\"\\nОтбор записей: студенты, которым больше 20 лет:\")\n",
"print(df_filtered)\n",
"\n",
"# --- 5. Использование numpy --- \n",
"nums = np.array([3, 6, 9, 12, 15])\n",
"\n",
"print(\"\\n--- Математические операции с numpy ---\")\n",
"print(\"Суммарное значение элементов:\", np.sum(nums))\n",
"print(\"Средний показатель:\", np.mean(nums))\n",
"print(\"Медианное значение:\", np.median(nums))\n",
"print(\"Стандартное отклонение:\", np.std(nums))\n",
"\n",
"# Двумерный массив \n",
"array_2d = np.array([[2, 4], [6, 8]])\n",
"print(\"\\nМатрица 2x2:\")\n",
"print(array_2d)\n",
"\n",
"# Генерация значений \n",
"sequence = np.linspace(-1, 1, 8)\n",
"print(\"\\nРавномерно распределённые числа от -1 до 1 (8 значений):\")\n",
"print(sequence)\n",
"\n",
"random_matrix = np.random.randn(4, 4)\n",
"print(\"\\nСлучайные значения из нормального распределения (4x4):\")\n",
"print(random_matrix)\n",
"\n",
"# Операции над матрицами \n",
"M1 = np.array([[2, 3], [4, 5]])\n",
"M2 = np.array([[6, 7], [8, 9]])\n",
"matrix_product = np.dot(M1, M2)\n",
"\n",
"print(\"\\nРезультат умножения матриц M1 и M2:\")\n",
"print(matrix_product)"
]
},
{
"cell_type": "markdown",
"id": "6f9e5d0c-f1f9-42b8-b97a-62ff8328d6e3",
"metadata": {},
"source": [
"# 4 ЗАДАНИЕ"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2fb66c86-bd7d-408f-80f5-a04ddd99f006",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Генерация данных для графиков\n",
"x_values = np.linspace(-3, 3, 150) \n",
"y_sin = np.sin(x_values) \n",
"y_gauss = np.exp(-(x_values**2) / 2) \n",
"\n",
"# Визуализация графиков sin(x) и Гауссианы \n",
"plt.figure(figsize=(9, 5))\n",
"plt.plot(x_values, y_sin, label=\"sin(x)\", color=\"mediumseagreen\") \n",
"plt.plot(x_values, y_gauss, label=\"exp(-x^2/2)\", color=\"firebrick\") \n",
"plt.xlabel(\"Значение X\")\n",
"plt.ylabel(\"Значение Y\")\n",
"plt.title(\"Графики sin(x) и exp(-x^2/2)\") \n",
"plt.axhline(0, color=\"black\", linewidth=0.5) \n",
"plt.axvline(0, color=\"black\", linewidth=0.5) \n",
"plt.legend()\n",
"plt.grid()\n",
"plt.show()\n",
"\n",
"# Столбчатая диаграмма (Bar chart) \n",
"np.random.seed(42) \n",
"random_values = np.random.randint(5, 20, size=10) \n",
"\n",
"plt.figure(figsize=(9, 5))\n",
"plt.bar(range(len(random_values)), random_values, color=\"slateblue\", alpha=0.75) \n",
"plt.xlabel(\"Индексы\")\n",
"plt.ylabel(\"Случайные числа\")\n",
"plt.title(\"Столбчатая диаграмма\")\n",
"plt.show()\n",
"\n",
"# Точечная диаграмма (Scatter plot) \n",
"plt.figure(figsize=(9, 5))\n",
"plt.scatter(range(len(random_values)), random_values, color=\"gold\", alpha=0.75, marker='x', s=50) \n",
"plt.xlabel(\"Позиции\")\n",
"plt.ylabel(\"Значения\")\n",
"plt.title(\"Диаграмма рассеяния\")\n",
"plt.show()\n",
"\n",
"# Гистограмма распределения (Histogram) \n",
"plt.figure(figsize=(9, 5))\n",
"plt.hist(random_values, bins=5, color=\"mediumvioletred\", alpha=0.75) \n",
"plt.xlabel(\"Диапазоны значений\")\n",
"plt.ylabel(\"Частота\")\n",
"plt.title(\"Гистограмма распределения\")\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "3a3c3d12-08e0-47d5-a033-0fd42809783b",
"metadata": {},
"source": [
"-----------"
]
},
{
"cell_type": "markdown",
"id": "690c73a9-0a16-494e-bc16-8099e1cb159f",
"metadata": {},
"source": [
"# SEABORN:::::::"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "add8f9c6-cf42-4e38-bbd8-e19210578f07",
"metadata": {},
"outputs": [
{
"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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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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dEkR7zfSHHuuHjMGDB5t/649Y1t8MbRfdskW3v9AfsBJTDw18GswBJB0BDoCt6HyzF1980TvZ3pd+6XnjjTfMPmH6i6/vEDlrMr3+Um/1Nlh0uKD2lCSW9sBZQ4Ti24NM55Xpl5xAe6zFpl/I/+///s/8+8knnzS9hrHp4iu6wEhs+rx08RKdg6KLCCSFDi/873//a4aHas/U9QKC9jppGQ1isQOHBgL9dV1pewXjOQaL3r8GyGsF+th0TqUOgYz9Y8K7775rht9qkPMdsmq932LPQ9Syum/e9ejQwNhzK7UOuqGy0gVxgkVD4bfffms+MwldWMZ6fvpZ8/0s6hC7AQMGmP3TUoL2mum8xPjCQEJob6Yu3qP0/e8bBHWxGn2f6x5rOkcuvl72YNCeKB0WqqFH5/XFnqOmP87ENyQxoZLabjrUXHvo9TOgn2vf3l+rFz12b7oOI9Ze6kmTJsWZC2rVQ9/Pvj/KaZ10iLo+HoCkYwglAFvRLzE6n0znUOiXA/3SpkN39EuP/mqroUqHOWnPl/YiWfSLkQYb/aJqbTitw/r0NvqlWoccaviLj/aY+K62qJf1C7U+nm7SG998Kg0iuoBJQr9c6pdFrY/OD9EFALSuGqx0Mr8OrdKhXLoSnu9zsx5Hv4jqMM0boZt/J5RuAqxfwJ5++mkznErDjM750i/A+kVQf9HX4Ys6xCoYzzEpdANhfc8oa+VIDbrWvL+EDonTXgR9XvqcdZ6YzvXR945uvKz0vWMNE1XaU6Ff9rUXQoeL6dBEXfVU599pj6Tex7VCjvam6hdgDVc6BFPf33pb/bKrr58G9Rulc/j0y7IGIB3aq5s7xx7qFh9drVE/fxo0y5Yta9pR54nqqpxaV53reb0N6xNLH8vaLF0Dh77ndSVaHSrduHFj77zCpNCFbvT10B9CNFxoT5sukqLDBbWXVgOL/k1Jnz69JBddUEeDjvYQa1DTHxe0R9TayFvnq2n7WMNokyKp7aZ/w37//XfzOU/oD0T6Y40uOqOPpz9a6HOxer71762uPvnxxx+bz7oObdfPv45k0BVx9YeE6y0ABOAaQr2PAQD4OnjwoGfEiBGe1q1be8qVK+fJnDmz2TBW9xzSDafHjBlj9m0KRPcsGj58uKdy5cqeTJkyeXLlymU2zNWNpuPbJ8u6PvYpY8aM5vF79uxpNgKPzSpXpkyZgJv/Xm/fLt0gumXLlmb/Kd2bS/dOu/XWWz2DBg3y/Pvvv3H2yNLTgAEDAt7X9faBu9H9pVasWOF54IEHPAUKFDBtoRt06x59sTfwTupzvJF94HxPuuF49uzZPfXq1fOMGzfObJycUGPHjjXvFd2YWPe40k3KtR7t2rULuBm5WrJkiXlP6ntT32+VKlXyvPHGG+b9EN9eZb7XL1y40Nxe66wbeOsmzxMmTAj4WEnZB073PNONq3U/v0Ab3Aeqky/dq6xfv37mc6CfB90Lr1WrVp41a9YkeE+yxOwDF7stde+2W265xTN06FCzl1ti7jMQ3aPwgw8+8Nx2222erFmzmjbW1+fZZ5/17N+//7q3D9beg/q66nPS56b10Pebtpvu7aibX8cnoa95Yttt7dq15nOtexeeOHEi0Y+rz0WPt23b1u/6jRs3muek+95pPfRvZZ8+fczeiNd7PwO4Npf+51oBDwAABIf2DGsvhPZKWHMMAQBIDObAAQAAAIBDEOAAAAAAwCEIcAAAAADgEMyBAwAAAACHoAcOAAAAAByCAAcAAAAADsFG3iGkG7bqxpq6majL5Qp1dQAAAACEiM5sO3PmjBQqVEjCwuLvZyPAhZCGt6JFi4a6GgAAAABs4u+//5YiRYrEe5wAF0La82Y1UrZs2UJaF7fbLbt27ZJSpUpJeHh4SOuCK2gTe6E97Ic2sR/axF5oD/uhTezHbaM2OX36tOncsTJCfAhwIWQNm9TwZocAlyVLFlOPUL95cQVtYi+0h/3QJvZDm9gL7WE/tIn9uG3YJtebWsUiJgAAAADgEAQ4AAAAAHAIAhwAAAAAOARz4BywnGh0dLQZn5uc9P51W4OLFy/aZvxvYqVLl86xdQcAAAASggBnY1FRUXLo0CE5f/58igXFvXv3OnZPOq23LrmqE1EBAACA1IgAZ1PaG7Znzx7To6Sb+aVPnz5Zg5UGuEuXLkmGDBkcGeC0/seOHZP9+/dLmTJl6IkDAABAqkSAs3Hvm4Y43QsiU6ZMKRKAVMaMGR0Z4FTevHnlr7/+ksuXLxPgAAAAkCqxiInNhYXRRAnl1OAJAAAAJBTpAAAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEODSgL///lsef/xx73YExYoVk169esm///4b6qoBAAAASAS2EUjldu/eLXXq1JGyZcvKV199JSVKlJAtW7ZI79695ccff5QVK1ZIrly5Ql1NAAAAINm5Z70vcuLI1cvikpjIAuJe/pVurHW1YM78Et6qu9iRrXrglixZIi1atDA9Rbok/KxZs+LsVTZgwAApWLCgREZGSuPGjWXHjh1+ZY4fPy4dO3aUbNmySY4cOaRr165y9uxZvzIbN26U+vXrmz3PdJ+1YcOGxanLtGnTpHz58qZM5cqVZc6cOYmuix10797d9LrNnz9f7rjjDrnpppukWbNm8tNPP8mBAwfk//7v/+TOO+802xXofnN6rq+9dRo4cKD3viZMmOB3TE/VqlXze7zNmzeb+8+SJYvkz59fOnXqJP/8849fmYTcDwAAABB0J46IHNt/9fTPAZFzp6+c+17vE/LsxlYB7ty5c1K1alV5//33Ax7XoDV69GgZN26crFy5UjJnzixNmzaVixcvestoeNMepgULFsjs2bNNKHzyySe9x0+fPi1NmjQxwwjXrl0rw4cPNyHlo48+8pZZtmyZdOjQwYS/devWSatWrcxJw0li6hJqGmbnzZsnzzzzjAmZvgoUKGBeq6lTp8r06dPl4MGD3t66//73v3Lo0CFzevHFF/1up8HYOqblfJ08eVIaNWok1atXlzVr1sjcuXPlyJEj0q5duzjh91r3AwAAAMABQyi150ZPgeiX/pEjR0r//v2lZcuW5rqJEyeaXh7tqWvfvr1s3brVhIbVq1dLrVq1TJn33ntP7r33Xnn77bdNz96kSZMkKipKPvvsM9MzVbFiRVm/fr2MGDHCG/RGjRol99xzjxlmqAYPHmwC4ZgxY0xgS0hd7EB7BLWuFSpUCHhcrz9x4oS43W4T6DR86muivWd6ObZLly6Z49YxLedLXx8Nb0OGDPFep6+z9nL++eefZhinunz58jXvBwAAAIADAty17NmzRw4fPmyGKlqyZ88utWvXluXLl5vQpOc6bNIKb0rL67BA7SVr3bq1KdOgQQMTICzaczZ06FATZnLmzGnKvPDCC36Pr2WsIZ0JqUsgGoD05NsbqDRA6cmXXtbwZZ2SwrpdTExMwPuwrov9GPE9pg6F1J4z39v5nm/YsEF+/vnngIFs586dUqZMGfPvU6dOmR7L+O4nqax6B3o9nUifg7ZdanguqQHtYT+0if3QJvZCe9gPbRJ6bnGJuK4OQnS7wiRGXObcn0sbLGXrlsDHc0yA08CktJfLl162jul5vnz5/I5HRESYRTp8y+hCHrHvwzqmAU7Pr/c416tLIG+++aYMGjQozvW7du2KE3r0wx0dHe0X+BKrSJEiZn7Zpk2bAvZs6pBQfb5Zs2Y1j6OPZz1uoKGg2qOnQ0+tY1Z567IGM+3tfP311+Pc1urhs1bF9L0c+36SynoOe/fuNaHd6fQ10WGwGn5Tw/NxOtrDfmgT+6FN7IX2sB/aJPRiIguI5MrkvexxueREZG7ZrbnOtzMhMpuEpfD6FrHX7XB8gEsN+vbt69ezpz1wOrywVKlSpmfLl4YZDSIZMmQwC6kkReHCheXuu++Wjz/+2AwH9Z0Hp0FT57/pIiN6vdX7pX9MNPQGekydG/jwww97j2k5LW9d1p7PGTNmSLly5cyx+Oi8who1asR7PzdC70tDZjDuK9T0Vxj9A1+6dGkJDw8PdXXSPNrDfmgT+6FN7IX2sB/aJPTcutrk8QNXL7vCxJNTpOSJnRLuiblaMKywhP9v9FhKsUbnpZoAZ82X0kUxdOVHi162VjDUMkePHvW7nfbI6C8d1u31XG/jy7p8vTK+x69Xl0A0jOkpNv0Ax/4Q62XfVRqTSuel1a1b18zp054x320ENODpfLXY9x/7MS9cuCCffPKJ6SnUHjbrtdFFZ/T11aGn2svZo0cPU05DXp8+fcx1+kdqypQp5not9+6778pvv/0m77zzjvcxYp8nlVXvQK+nU2mwTU3Px+loD/uhTeyHNrEX2sN+aJNQ84j4BjWzqqPHhDe/AKfXpXAbJfTxHNN3q8FDg9PChQv9UqrObdOVE5We60qIurqkZdGiRaa7WuenWWV0ZUpdSMOiC5Ror5EOJ7TK+D6OVcZ6nITUxS503pmuCFmyZEmzGqT29uliLQ0bNjTz9RKyB5z21PXs2dP7Ompo1ZOGMA2Dbdq0MeV0kRgNZ/rrkq70qdsvPPfcc2Zeov6x0gVkdFXMmTNnyq233poCzx4AAABIXWzVA6fjPrXHxqKLhegKkRoydP8yDQPai6ShREPUK6+8YkKDLvFvraqoPU3dunUzq0VqSNNeIV1URMsp7R3SeWi6RcBLL71k5oHpqpPaM2Tp1auX2TNNA0rz5s1ND5KGIGurAe3luV5d7ESHFOreawmhi5AE6gnr3LlzwPvQ9tHXwqKvhw6jDERfVz3Fpts4+O43BwAAAMABAU5DkvYMWaz5YlZ40GF5OmxPe5C0p61evXpm2wDf+U7ay6Oh7a677jK9Pm3btjX7tfmuFqmbWusG1zVr1pQ8efKYDbl994rTIYeTJ0822wT069fPhBJdgbJSpUreMgmpS2qhc+T0dQskXbp0CerFAwAAAEIuZ/64q01GZjNz3szwynjL2YfLc6NrtyPJdNilBiNdvTHQIibaA6m9eykRCvVtoI+pj3Wjc9FCJaVfs+SmQ1F15U/9AYFx8qFHe9gPbWI/tIm90B72Q5vYj9tGbXKtbODIOXAAAAAAkNYR4AAAAADAIQhwAAAAAOAQtlrEBMGjS/67xCUXz0fJ7o2H5Pypi5Ipe0YpWaWgZMyU3kzRDAtz5lw3AAAAIK0iwKVCuiDJ39uOyuxxy2XpzE1y6fzVPe8yZEon9VpXlvueqiM3Vcjv2AVLAAAAgLSIAJcKfT3sZ5k67OeAxzTMLZz0uzk91KehPPRSoxSvHwAAAICkIcClsp63a4W32Ew5l0va9b4z2esGAAAA4MaxiEkqmvO2b+uRBIc3y9Shi8ztgrkd4GOPPSatWrWKc/3ixYvNkE3d+Nz6t3XKmzev3HvvvbJp06ag1QMAAABIbQhwqYQuWKJz3pLihw9XmNuHwvbt2+XQoUMyb948uXTpkjRv3lyioqJCUhcAAADA7ghwqYSuNvnrjKT1Xv06Y6O5fUREyo+ozZcvnxQoUEBq1Kghzz33nPz999+ybdu2FK8HAAAA4AQEuFRCtwqIunB1tcnE0IVN9mw6FNIVKU+dOiVTpkwx/06fPn3I6gEAAADYGYuYpBK6z9uNOHfqYlAD3OzZsyVLlix+17nd7jjlihQpcuXxz50z5/fff7+UL18+aPUAAAAAUhMCXCqhm3TfiMzZMwZ1IZOGDRvK2LFj/a5buXKlPPLII37X/frrr5IpUyZZsWKFDBkyRMaNGxe0OgAAAACpDQEulShZpaDZpNt30+6E0tuVqFwwqAEuc+bMUrp0ab/r9u/fH6dciRIlJEeOHFKuXDk5evSoPPTQQ7JkyZKg1QMAAABITZgDl0pkzJRe6rWunKTb1m9Txdw+OjpaQql79+6yefNmmTlzZkjrAQAAANgVAS6V8IhH7nuqTpJu2/w/t5nbh5oOpezWrZu8+uqrQe0NBAAAAFILAlwqERYWJjdVyC8P9WmYqNs99FIjc7tQrkDpq0ePHrJ161aZNm1aqKsCAAAA2A5z4FIRDWEayMTlkqlDF123vJa1Al8we7wmTJgQ8Po777zT+zi+//ZVtGhRuXw5adshAAAAAKkdAS4Vatf7Trntvgryw4crzCbdvgub6IIlOudNh01qzxsAAAAA5yDApdKeuKLl88vT77aULm80M5t06z5vulWArjapC5Zo35ddhk0CAAAASBgCXCoVFnYlnEVmySA31yke5zjRDQAAAHAeFjEBAAAAAIcgwAEAAACAQxDgUilPTMwNHQcAAABgPwS4VOr09kPxhjS9/vS2gyleJwAAAAA3hgCXCm1/f66seGKsnNy0T2Ki3X7H9PLJjftkRbdxphwAAAAA5yDApTIayvZ8sUQ87hhZ13eyXD553vxb6bleXtd3kvm3liPEAQAAJJ/YP6Yn9BgQHwJcKgxvlqjjZ2Vt74niifGIx+Mx52tfnChRJ855y1ghTveEi4hgVwkAAIBg2fnpIjm//9+AQU2vu3j0tPw5bn5I6gbnIsClAjqn7dTWA/LX5KVxjp3eekC2vDVTos9dks1vzpDT2w7EKaO309uHh4UHpT6PPfaYCYR6SpcuneTPn1/uvvtu+eyzzySGxVMAAEAasO29H2Xnxz/Jqqc/jhPirPC28j8fyu4Ji2XLsG9DWlc4CwEuFXCFhUm2cgXl1g+ekPQ5M8c5fuCH32Vh49fk4Jx1cY6lz5VFbh3bzdw+2h0dtDrdc889cujQIfnrr7/kxx9/lIYNG0qvXr3kvvvuk+jo4D0OAACAHcPbX5N+Nf/WkU++IU5/eL907IwJb5eOnTZl/p6xkhCHBCPApaIQl71iUbn9i56SrXzhBN0mW4XCcvvEZyX7zUVEXC5xu4M3DjtDhgxSoEABKVy4sNSoUUP69esn3377rQlzEyZMMGVOnjwpTzzxhOTNm1eyZcsmjRo1kg0bNphjf/75p+nB27Ztm9/9vvvuu1KqVKmg1RMAACCY/l29yxveLBriVj71sVzYf1yiz16SVd0/8YY3i4a4I4u3pHBt4UQEuFQkLCLc9MDd9vFTUuje6tcsW7h5Dbnto6dMeb1dStCAVrVqVZkxY4a5/OCDD8rRo0dNqFu7dq0JenfddZccP35cypYtK7Vq1ZJJkyb53Ydefvjhh1OkvgAAAImV+5ZSUvrJxnGuv3zynCx7/APZN32FXPrHP7ypEp0aSP47K6ZQLeFkBLhUxhUeJq6IMKnwQotrliv//H2mnJZPSeXLlzfDKpcuXSqrVq2SadOmmaBWpkwZefvttyVHjhzyzTffmLIdO3aUr776yntb7ZXToKfXAwAA2FXpxxsFDHEeHUL5v9XBY4e3ct3vSaHawekIcKmM/lHwRMfI1hHfX7OcHtdygf6IJCddDVOHRupQybNnz0ru3LklS5Ys3tOePXtk165dpmz79u1N2FuxYoW390176TQEAgAAODHExUZ4Q2KxbnwqohNjdZ833Sog0GqTvnRBk7N7jkrN4Y9KuhyZUqwnbuvWrVKiRAkT3goWLCiLFy+OU0Z74ZTOodNhl5MnT5bbbrvNnD/99NMpUk8AAIBghDj9TnZ0ydZ4h1sS3pBY9MClpq0Etvwtv3Uafd3w5rvFwG+PvmduJx6PhIcn71y4RYsWyaZNm6Rt27amJ+3w4cNm77nSpUv7nfLkyeO9jQ6XnDp1qixfvlx2795teuUAAACc8MP6+YMn5OTmv+Mtc3r7QTn711E29EaiEOBSSXg7ve2grHrmE79Nun0XLLnrpwEBFzbRzb71dnr7iPDgdcheunTJBLQDBw7I77//LkOGDJGWLVuabQQeffRRady4sdSpU0datWol8+fPN0Mlly1bJv/3f/8na9as8d5PmzZt5MyZM6bnTbciKFSoUNDqCAAAkBx893nT71rxuXz6QsB94oBrIcClli0Ebi4ixR+uF3CrgIovt5aIzBmkUt825nJseju9vTsmeH845s6da4ZIFi9e3OwJ9/PPP8vo0aPNVgLa06fz4ObMmSMNGjSQLl26mFUntXdt7969ZuNvS9asWaVFixZmzhyLlwAAACeFt9hbBQQSe5844HoIcKmIjqHWibC+m3TXfPtRcYW5TGDSc53z5rvZtzVxVhcXCdYG27rPm96fni5fvmy2CliwYIEJamFhYX7hTEOd9tJFRUXJvn375Msvv5SiRYv63Z8OodT70tsDAAA4NbwVbXmLZK/k/z3HL8QdOE6Iw3UR4FJpiNNFSaq/+bCky351gRI91wVLqr/V0fybVY8AAACCKyxduDnFpt+7Kvy3heS9rayU6tooznFXhN6O9QVxfbxLUiENZQUaVZZs5Qqa4ZW+dNPuHJVvMpt967BJAAAABId+z9KRTrU//I/phbtw8IS53vrR3O2+0rtWqvOdEiYu2fnRT+ZyhrzZzG0y5stm7gO4FnrgUqlA4c2i12crz2IgAAAAyRniIgvljHfEk7VPHOENiUUPXCoVX3hL6HEAAADcWIirO/FZSZclY7zlNMQVe7COhEemJ7whwQhwAAAAQJCZQBbpum65iEwZvOsVAAnBuwUAAABIBmEJCGaENyQW7xgAAAAAcAgCHAAAAAA4BAEulfHEuJO1PAAAAIDQYRGTVMYVFi7uWe+LnDhy/cI580t4q+4pUS0AAAAAQUAPXGqk4e3Y/uufEhLykujvv/+Wxx9/XAoVKiTp06eXYsWKSa9eveTff/+NU/arr76S8PBw6d6dMAkAAABcCwEOQbd7926pVauW7Nixw4SznTt3yrhx42ThwoVSp04dOX78uF/5Tz/9VPr06WPKXrx4MWT1BgAAAOyOAIeg05407XWbP3++3HHHHXLTTTdJs2bN5KeffpIDBw7I//3f/3nL7tmzR5YtWyYvv/yylC1bVmbMmBHSugMAAAB2RoBDUGnv2rx58+SZZ56RyMhIv2MFChSQjh07ytSpU8Xj8Zjrxo8fL82bN5fs2bPLI488YnrjAAAAAARGgENQ6bBJDWcVKlQIeFyvP3HihBw7dkxiYmJkwoQJJrip9u3by9KlS02vHAAAAIC4CHBIFlYPW3x0iOWCBQvk3Llzcu+995rr8uTJI3fffbd89tlnKVRLAAAAwFkIcAiq0qVLi8vlkq1btwY8rtfnzZtXcuTIYYZL6pBLHWoZERFhTnPmzJHPP//c9M4BAAAA8EeAQ1Dlzp3b9KJ98MEHcuHCBb9jhw8flkmTJsljjz1mthP49ttvZcqUKbJ+/Xrvad26dWaIpS6AAgAAAMAfAQ5BN2bMGLl06ZI0bdpUlixZYvaEmzt3rgl2utLkgAED5IsvvjBhr127dlKpUiXvqWrVqmZIJYuZAAAAAHFFBLgOTpczf3DLJVKZMmVk9erVMnDgQBPQjh49aubEtWnTxgS3TJkymXlurVu3NsMtY2vbtq106tRJ/vnnHzMvDgAAAMAVBLhUxhPjlvBW3RNV3hUWHvR6FC9e3KwwaXn11VdlxIgRsnHjRrntttvMeXw09OkJAAAAgD8CXCqT2DCWHOEtkEGDBplQt2LFCrn11lslLIzRuwAAAEBiEeCQYrp06RLqKgAAAACORjcIAAAAADgEAQ4AAAAAHIIAZ3O6eiMShtcKAAAAqR0BzqbSpUtnzs+fPx/qqjhGVFSUOQ8PT5mFWQAAAICUxiImNqUhJEeOHGYPNaV7pwXaMy2YvVe6+bZKzsdJLjExMXLs2DHzOkVE8LYGAABA6sQ3XRsrUKCAObdCXHLSABcdHW3CjxMDnNKtCW666SbH1h8AAAC4HgKcjWkQKViwoOTLl08uX76crI/ldrtl7969UqxYMccOQUyfPj37ywEAACBVI8A5gAaq5A5VGuA0/GTMmNGxAQ4AAABI7eiuAAAAAACHIMABAAAAgEMQ4AAAAADAIRwX4M6cOSPPPfecWWwjMjJS6tatK6tXr/ZbTXHAgAFm8Q893rhxY9mxY4fffRw/flw6duwo2bJlM0v1d+3aVc6ePetXZuPGjVK/fn0zJ6xo0aIybNiwOHWZNm2alC9f3pSpXLmyzJkzJxmfOQAAAIC0znEB7oknnpAFCxbIF198IZs2bZImTZqYkHbgwAFzXIPW6NGjZdy4cbJy5UrJnDmzNG3aVC5evOi9Dw1vW7ZsMfcze/ZsWbJkiTz55JPe46dPnzb3qyFx7dq1Mnz4cBk4cKB89NFH3jLLli2TDh06mPC3bt06adWqlTlt3rw5hV8RAAAAAGmFowLchQsXZPr06SakNWjQQEqXLm2ClZ6PHTvW9L6NHDlS+vfvLy1btpQqVarIxIkT5eDBgzJr1ixzH1u3bpW5c+fKJ598IrVr15Z69erJe++9J1OmTDHl1KRJkyQqKko+++wzqVixorRv31569uwpI0aM8NZl1KhRcs8990jv3r2lQoUKMnjwYKlRo4aMGTMmZK8PAAAAgNTNUdsI6EbTuty9Dln0pUMlly5dKnv27JHDhw+bHjlL9uzZTVBbvny5CWJ6rsMma9Wq5S2j5XUJfe2xa926tSmjAVH3FbNoL97QoUPlxIkTkjNnTlPmhRde8KuHlrGCYiCXLl0yJ9+ePqXPSU+hpI8fExMT8nrgKtrEXmgP+6FN7Ic2sRfaw35oE/tx26hNEloHRwW4rFmzSp06dUxvl/Z65c+fX7766isTprQXTsOb0ut96WXrmJ7rxti+IiIiJFeuXH5lSpQoEec+rGMa4PT8Wo8TyJtvvimDBg2Kc/2uXbskS5YsEkr6xtW5gTt37mQzbJugTeyF9rAf2sR+aBN7oT3shzaxnxgbtUnsNTlSRYBTOvft8ccfl8KFC5sNp3XYos5F07lqdte3b1+/XjvtgdMFUkqVKmUWVAl14tc3rgZhNvK2B9rEXmgP+6FN7Ic2sRfaw35oE/tx26hNrNF5qS7Aadj55Zdf5Ny5c+ZJ6mqTDz30kJQsWVIKFChgyhw5csRcb9HL1apVM//WMkePHo0zNFOTt3V7Pdfb+LIuX6+MdTyQDBkymFNs+mYJ9RtG6a8OdqkLrqBN7IX2sB/axH5oE3uhPeyHNrGfMJu0SUIf37F9t7q6pIY0nZM2b948s2iJDnvUALVw4UJvOQ15OrdNh14qPT958qRfj92iRYtM96nOlbPK6MqUly9f9pbRFSvLlStnhk9aZXwfxypjPQ4AAAAABJvjApyGNV1FUhcs0cDUsGFDsxdbly5dxOVymT3iXn/9dfnuu+/MNgOPPvqoFCpUyCzxr3TunK4e2a1bN1m1apX89ttv0qNHD7PAiZZTDz/8sFnARLcI0O0Gpk6dalad9B3+2KtXL1OPd955R7Zt22ZWw1yzZo25LwAAAABIDo4bQnnq1Ckzl2z//v1m4ZG2bdvKG2+8IenSpTPH+/TpY4ZX6r5u2tOm2wRo0PJduVK3CdCgddddd5kuU70P3TvOd+XK+fPnS/fu3aVmzZqSJ08eszm4715xuoH45MmTzZYF/fr1kzJlypgVKCtVqpTCrwgAAACAtMLl0c3TEBI6vFPDooZSOyxismPHDhNEQz3+F1fQJvZCe9gPbWI/tIm90B72Q5vYj9tGbZLQbOC4IZQAAAAAkFYR4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAqUBMtFs8Hk+8xz0xHm85AM5FgAMAAHA4DWWn/tgv+6YtDxjiTHjzeGTb6DkSfeYiIQ5wsIhQVwAAAAA3Ht7W9Bov7gtR4nHHSLH2t/uHtzCPrO8/RY78vFmOLd0mtT/8j0RkzShhEeEhrTuAxKMHDgAAIJWEN7Vt1BzZO+U30xNneuM8V8ObOrfvH1n5nw/piQMcigAHAADgQNawyA39p3jDm0VDnA6n1OMbB07zhjeLhrg/3v6OHjjAgQhwAAAADuQKc4m4XFLjnUfNcMjYto+ZK7u/+FWO/LIlzrGsZQtKxb6tJcYdk0K1BRAsBDgAAACH0h60LCXyya0fdAsY4jyXowOGNy0fHplewsL5Kgg4DZ9aAACAVBzifBHeAOfjkwsAAJAKQlzW0gWk0sut4y/kcsktox6XiEyEN8DJ+PQCAAA4nFltMsYjB+dvuFYhOfDj7ybIAXAuAhwAAEAqCG+6VcDRX/64Ztnto3+UvVOXBdzsG4AzEOAAAABSQXiLvVVAfLaN/IEQBzgYAQ4AACAVhjedE5f39nKSLmtknGOEOMC5CHAAAABOFeaS8IzpAq42Weu9rpK9QhGpNapL3NUpXS6zEqWQ3wDHIcABAAA4kOt/i5FUHvCAFGpWPe5WAf8LdpmL5/XfYsDlkoovt5IiLWpd2QwcgKMQ4AAAAFJJiAu0z5vvPnHpskUS3gCHiwh1BQAAAHBjIU7nsmmIc1+IkrAM6Ux4c7vd3jJWiGsw/UWJyJyR8AY4GD1wAAAAqaQnzgpvgWiIi8iUgfAGOBw9cAAAAKkkxLnCrx3OXPGEOwDOwacYAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAASLQYd4w59/zvPBBPTMw1jwMAEo8ABwAAEh3eYqKiZeuI7yUm2h0wpGl4O/zTJjn62zZCHAAEUUQw7wwAAKSN8La6xydyast+ObPzsNR89zG/X4Q1vB36+Q/ZNGiaiMsl1YZ0kHy3lxdXOL8bA8CN4i8pAABIUnhTx3/fI2ufn3ClJ06HTHo8cnjRFhPetOfNE+2W9f2+oicOAIKEAAcAABIkLDxMdoyb7w1vFt8Qd3b3Edn8xnS/sKYhbuPAaRJ97hIhDgDSUoBzu93yyiuvSIkSJSQyMlJKlSolgwcPNr/2WfTfAwYMkIIFC5oyjRs3lh07dvjdz/Hjx6Vjx46SLVs2yZEjh3Tt2lXOnj3rV2bjxo1Sv359yZgxoxQtWlSGDRsWpz7Tpk2T8uXLmzKVK1eWOXPmJOOzBwAgtLSHrWz3eyRXzZJxjmmIW3z/MDny85Y4IS0sQ4TUGPaIRGTOwDBKALhBjvorOnToUBk7dqyMGTNGtm7dai5rsHrvvfe8ZfTy6NGjZdy4cbJy5UrJnDmzNG3aVC5evOgto+Fty5YtsmDBApk9e7YsWbJEnnzySe/x06dPS5MmTaRYsWKydu1aGT58uAwcOFA++ugjb5lly5ZJhw4dTPhbt26dtGrVypw2b96cgq8IAAApxxUWJmERYWbOW6AQ5z5/Kc51Gt5qvtNZclUvQXgDgCBw1F9SDU0tW7aU5s2bS/HixeWBBx4wQWvVqlXe3reRI0dK//79TbkqVarIxIkT5eDBgzJr1ixTRoPf3Llz5ZNPPpHatWtLvXr1TACcMmWKKacmTZokUVFR8tlnn0nFihWlffv20rNnTxkxYoS3LqNGjZJ77rlHevfuLRUqVDA9gTVq1DDhEgCAtBrifBHeACCNr0JZt25d0wv2559/StmyZWXDhg2ydOlSb7Das2ePHD582AybtGTPnt0EteXLl5sgpuc6bLJWrVreMlo+LCzM9Ni1bt3alGnQoIGkT5/eW0Z78bTH78SJE5IzZ05T5oUXXvCrn5axgmIgly5dMiffnj5raKieQkkfPyYmJuT1wFW0ib3QHvZDm4SWxyVS7e1H5JeWw8zcNnNduMtcr+eq9FN3S47qxSVGPNpgIa5x2sNnxH5oE/tx26hNEloHRwW4l19+2YQenXcWHh5unuQbb7xhhkQqDW8qf/78frfTy9YxPc+XL5/f8YiICMmVK5dfGZ1nF/s+rGMa4PT8Wo8TyJtvvimDBg2Kc/2uXbskS5YsEkr6xtW5gTt37jRhFqFHm9gL7WE/tElo6aiXs7uPyqUqua9eF+YST5Gs4na5xBXjkd0H9snFrblMr50r7EqoQ8rhM2I/tIn9xNioTWKvyZEqAtzXX39thjdOnjzZDG1cv369PPfcc1KoUCHp3Lmz2F3fvn39eu00jOoCKboYiy6oEkoahvWNW7p0aROOEXq0ib3QHvZDm4R2MZMjP/8he4f+JOG+q02Gu8Rdu6CErzwkLrdHLstBObPnvFR/+1GzgiXDKFMWnxH7oU3sx22jNrFG56WqAKfzzbQXTodCKl35ce/evaZnSwNcgQIFzPVHjhwxq1Ba9HK1atXMv7XM0aNH/e43OjraJG/r9nqut/FlXb5eGet4IBkyZDCn2PTNEuo3jNJfHexSF1xBm9gL7WE/tElowtvhxVtls27S7Y6R2P1qLo+Y8KYndWLtHln/34lSc2QXCRMXIS6F8RmxH9rEfsJs0iYJfXxH/RU9f/58nK5NfaLa9al02KMGqIULF/olWZ3bVqdOHXNZz0+ePGlWl7QsWrTI3IfOlbPK6MqUly9f9pbRFSvLlStnhk9aZXwfxypjPQ4AAKkyvC3cLBsHfh1wq4ByPe+VjAWv/H8yzj5xz42/shE4+8ABwA1xVIBr0aKFmfP2ww8/yF9//SUzZ840C5jowiPK5XKZIZWvv/66fPfdd7Jp0yZ59NFHzRBLXeJf6YqRunpkt27dzOqVv/32m/To0cP06mk59fDDD5sFTHSLAN1uYOrUqWbVSd/hj7169TKrWb7zzjuybds2s83AmjVrzH0BAJAqeUTCM6bT/+EGXG2y2AO3SaF7qplVJ2MLy5DOzIOLdVMAQCLd8BBK7aXSAHPq1ClvT5gvXc0xWHS5f93I+5lnnjHDIDVw/ec//zEbd1v69Okj586dM/u6aU+bbhOgQUs327boPDoNWnfddZfp0Wvbtq3ZO8535cr58+dL9+7dpWbNmpInTx7zGL57xemKmDoXT7cs6Nevn5QpU8asQFmpUqWgPV8AAOxEhz/mrVtOqr/5sKzrO1k80W6/rQJ0tUn9MbX68E6y/sUv5Pja3eZ2eeqUlRrDO10JcCzcAAA3xOXRZaSSQMOaLsrxwQcfmKGN8bHDkpx2pcM7NSxq+LXDIiY7duwwQTTU439xBW1iL7SH/dAmoaPDJ48t226GUlYf+oh3nzerTUqXLKWz3WTt8xMkLH0E4S1E+IzYD21iP24btUlCs0GSe+CGDBkiw4cPNz1g2svVqVMns0+a7rGmoU5/gRs2bFhS7x4AANi8J+6OWX0kIlOGOAuT6GVdsEQ3+74S3AhvABAsSf5rOmHCBGnXrp2MHTvWzClTOtxQ55bpoiEa4HRxEAAAkPpoSAsU3nyPm60DCG8AEFRJ/ou6f/9+adSokfm3tTT+xYsXzbkuAPLII4/IF198Eax6AgAAm7nelgB6nPAGAMGV5L+quXPn9u4WniVLFjNOc/fuK5OVLSdOnLjxGgIAAAAAbmwOXPXq1WX16tXeyw0bNpSRI0ea63WBE13VsWrVqkm9ewAAAABAsHrgdEn9S5cumZPS/dl02X7dNuCOO+4wq6joHmkAAAAAgBD3wN1///3mZLn55ptl165dsnjxYrMEp+6TlitXriBVEwAAAACQ5AC3b98+yZs3r0RGRnqv030LWrZsGay6AQAAAACCMYSyRIkSMnPmzKTeHAAAAACQUgHO4/Ek9aYAAAAAgCRgcxYAAAAASO1z4NSMGTNk586d8R53uVzyyiuv3MhDAAAAAACCFeD0FB8CHAAAAADYZAjll19+aTbtju/kdruDV1MAAAAASOOYAwcAAAAADkGAAwAAAIDUHuA6d+4spUqVCm5tAAAAAADBX8Rk/PjxSb0pAAAAACClV6FU+/fvl3Xr1smpU6fMwiWxPfroozf6EAAAAACAGwlwFy9eNMMop0+fboKbbhng8XjMMf23hQAHAAAAACGeA9evXz+zB9wbb7whixcvNuHt888/l/nz50uzZs2katWqsmHDhiBVEwAAAACQ5AD3zTffSJcuXeSll16SihUrmusKFy4sjRs3ltmzZ0uOHDnk/fffD2ZdAQAAACBNS3KAO3r0qNx6663m35GRkeb83Llz3uNt27Y1PXQAAAAAgBAHuPz588u///5r/p0pUybJmTOnbN++3Xv89OnTZp4cAAAAACDEi5jUrl1bli5daoZQqhYtWsjw4cOlYMGCZlGTd999V2677bYgVRMAAAAAkOQeuJ49e0rJkiXl0qVL5vLgwYPNvLdOnTqZ1SmzZ88uo0ePDmZdAQAAACBNS3IPXL169czJUrRoUdm6dats2rRJwsPDpXz58hIRccPbzAEAAAAA/ieoCSssLMxsHwAAAAAAsFGAmzhxYoLKsZE3AAAAAIQ4wD322GPicrnMBt7x0eMEOAAAAACwwRBKXWmyZcuWQaoKAAAAACDZAlyePHmkWLFiN3IXAAAAAIDk3kbAGiIJAAAAAHBAD9zrr78un376qWTIkEGyZMkiBQoUkAoVKkijRo2kbNmywaslAAAAACDpAa5BgwamB0438j5z5ozs3LlTDh8+bP6t13fo0EEmTJjAXnAAAAAAECRJTleLFy8OeP2BAwfkq6++kr59+5rNvPv3738j9QMAAAAABGMOXCCFCxeWF198Ubp27SpffPFFsO8eAAAAANKsZBvf+Nprr8muXbuS6+4BAAAAIM1JtgCXL18+cwIAAAAAhDjAPf7449cto4uZ6CqVAAAAAIAQBjhdYVK3D7jWKpMEOAAAAACwyRBKDWcPP/xw8GoDAAAAAEi5VSgBAAAAAMmDAAcAAAAADkGAAwAAAIC0MAduzZo1kjFjxmuWadOmzY08BAAAAAAgGAFu5MiR5nStVSjdbveNPAQAAAAA4EYD3M8//5zUmwIAAAAAUjLA3XHHHUm9KQAAAAAgpYdQKh0iuXbtWvnrr7/M5eLFi0vNmjUlPDz8Ru8aAAAAABCsADdhwgTp27evHD16VDwej3feW968eWXIkCHy+OOP38jdAwAAAACCEeA+/PBDefrpp6VatWoycOBAKVu2rLl++/bt5li3bt0kKipKnnrqqaQ+BAAAAAAgGAFu6NChUr9+ffnpp58kXbp03usbNmwoXbt2lUaNGsmwYcMIcAAAAAAQ6o28Dx8+LO3atfMLbxa9rn379nLkyJEbrR8AAAAA4EYDXPXq1eXPP/+M97ge0+GVAAAAAIAQD6F87733pHnz5lKyZEl58sknJTIy0lx/4cIFGTdunHz99dcyZ86cIFUTAAAAAJDkAPfYY4+ZrQJeeOEF6dOnjxQqVMhcf/DgQYmOjjaXO3fu7HcbXaFyw4YNN15rAAAAAEiDkhzgcuXKJblz55YyZcr4Xa/7wAEAAAAAbBTgFi9eHNyaAAAAAACSZxETAAAAAIBDeuAsly9flm3btsmpU6ckJiYmzvEGDRrc6EMAAAAAAG4kwGlY69u3r3zwwQdy/vz5eMu53e6kPgQAAAAAIBhDKIcMGSLDhw+XRx55RCZOnCgej0feeusts4VAlSpVpGrVqjJv3ryk3j0AAAAAIFgBbsKECdKuXTsZO3as3HPPPea6mjVrSrdu3WTlypVmy4BFixYl9e4BAAAAAMEKcPv375dGjRqZf2fIkMGcX7x40ZynT5/e9Mx98cUXSb17AAAAAECwApzuAXf27Fnz7yxZski2bNlk9+7dfmVOnDiR1LsHAAAAAARrEZPq1avL6tWrvZcbNmwoI0eONNfrAiejR4828+AAAAAAACHugXvyySfl0qVL5qTeeOMNOXnypNk24I477pDTp0/LO++8E6RqAgAAAACS3AN3//33m5Pl5ptvll27dsnixYslPDxc6tatK7ly5QpWPQEAAAAgzUtSgNu3b5+EhYVJkSJFvNctX77crD6p4U0XNyG8AQAAAEAIh1DqXm8dO3aUEiVKSLFixcxKkzrfrWvXrlKvXj154YUXpFevXmbu26uvvhrkqgIAAABA2paoAPfll1/KlClTpHv37jJs2DCzz5uGN93I+/XXX5ft27fL+vXr5amnnjKX58+fn3w1BwAAAIA0JlFDKD/99FPp0KGDWWFSaS+cbub9xBNPSN++fb3lxowZI1u3bjWrUjZp0iT4tQYApDnuWe+LnDhy9bK4JCaygLiXf6VjRK4WzJlfwlt1D00lAQCwUw+c9rDddttt3su1atUy59aG3r6aNWtm5sQFW/HixcXlcsU5aa+gtZm4/lv3qdP96dq2bStHjlz9H741h6958+aSKVMmyZcvn/Tu3Vuio6P9yuhiLDVq1DCblJcuXVomTJgQpy7vv/++qU/GjBmldu3asmrVqqA/XwDA/2h4O7b/6umfAyLnTl85973eJ+QBAJCmA9y///4rOXLk8F7OmjWrOdcQFFvevHm9G30Hk+49d+jQIe9pwYIF5voHH3zQnD///PPy/fffy7Rp0+SXX36RgwcPSps2bby3d7vdJrxFRUXJsmXL5PPPPzfhbMCAAd4ye/bsMWV0bzsdEvrcc8+ZXsZ58+Z5y0ydOtXM+dO5fr///ruZ99e0aVM5evRo0J8zAAAAACQ6wOnKkrq/myUiIkLKlSsnmTNnjlNWe70CBbsbpcGwQIEC3tPs2bOlVKlSZu+5U6dOmWGeI0aMML2CNWvWlPHjx5ugtmLFCnN7nZf3xx9/mPl81apVMz2FgwcPNr1pGurUuHHjzEItuo9dhQoVpEePHvLAAw/Iu+++662HPka3bt2kS5cuZgsFvY326H322WdBf84AAAAAkOg5cBp4dOGSZ555xlzOnj27mesWyMyZM0355KSBS4OY9oTpMMq1a9fK5cuXpXHjxt4y5cuXl5tuuslsc6DDP/W8cuXKkj9/fm8Z7Tl7+umnZcuWLVK9enVTxvc+rDLaE2c9rj6W77w/3VZBb6O3jY/vxufKCsPaK6inUNLH1xVFQ10PXEWb2AvtEXo6501cV393dLvCJEZc5tyfSxssxesHPid2Q3vYD21iP24btUlC65CoANeqVSuz4qTeue73Fp8ff/xRtm3bJkOHDk3M3SfarFmz5OTJk/LYY4+Zy4cPH5b06dP7DfNUGtb0mFXGN7xZx61j1yqjgevChQty4sQJ8xoEKqPPOz5vvvmmDBo0KM71ugG6ztcLJX3jHj9+XHbu3GnCKEKPNrEX2iP0dMESyZXJe9njcsmJyNyyW3Odx2cRk8hsErZjR2gqmcbxObEX2sN+aBP7ibFRmyR0+lmiApxuD6Cn69FhiRpykpsOl9THKlSokDiB9thpb6FFA2HRokXNENBs2bKFtG4aSPWNqwu2XCucI+XQJvZCe4SeWW3y+IGrl11h4skpUvLETgn3xFwtGFZYwsuUCU0l0zg+J/ZCe9gPbWI/bhu1ie9UtaAFODvZu3ev/PTTTzJjxgzvdTonToc3aq+cby+czsfTY1aZ2KtFWqtU+paJvXKlXtaQFRkZaRpXT4HKWPcRiK5oqafYrPsLNf3VwS51wRW0ib3QHqHmEfENamYit8eEN78Ap9fRRiHD58ReaA/7oU3sJ8wmbZLQx3ds360uTqKLpOhqkRZdtCRdunSycOFCv60PdNuAOnXqmMt6vmnTJr/VInUlSw1nuhiJVcb3Pqwy1n3oME19LN8y2v2ql60yAAAAABBsjuyB07CkAa5z585mJUyLLqrStWtXM0xRV8zUUPbss8+aUGXtX6cbi2tQ69SpkwwbNszMd+vfv7/ZO87qHdNhoroZeZ8+feTxxx83C7d8/fXX8sMPP3gfSx9DH1/3wrv11lvNpuXnzp0zq1ICAAAAQHJwZIDToZPaq6bhKjZd6l+7QXUDb13xUVeP/OCDD/y6JnXrAV11UoOdboGgQey1117zltEtBDSs6Z5yo0aNkiJFisgnn3xi7svy0EMPybFjx8z+cRoCdcXNuXPnxlnYBAAQJDlj/311mQVLdM6bGV4ZbzkAAFIPl8fju3QXUnqiovYa6v51dljEZMeOHVKmTJmQj//FFbSJvdAe9kOb2A9tYi+0h/3QJvbjtlGbJDQbOHYOHAAAAACkNQQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHAAAAAA5BgAMAAAAAhyDAAQAAAIBDEOAAAAAAwCEIcAAAAADgEAQ4AAAAAHAIAhwAAAAAOAQBDgAAAAAcggAHANcQfdltzi9HRUvUxcsSHeX2ux4AACAlRaToowGAQ8S4YyTqUrQsmvy7zB+/WvbvPCaVmxeUTT9MkzLVi0izJ2pL3ZaVxOUSCY8ID3V1AQBAGkGAA4BYPDEeWf79H/J+r5ly8WyUuS4swuU9vn313+Y04ZW58tLEDlK6RhEJD2dAAwAASH584wCAWD1vv0zbICOe+Nob3uJz8uhZGdByvGxftU/c0QypBAAAyY8ABwD/ExMTI4f2HJcPes0Sj8eToNtcvhQtb3acJFEXopO9fgAAAI4LcAcOHJBHHnlEcufOLZGRkVK5cmVZs2aN97h+6RowYIAULFjQHG/cuLHs2LHD7z6OHz8uHTt2lGzZskmOHDmka9eucvbsWb8yGzdulPr160vGjBmlaNGiMmzYsDh1mTZtmpQvX96U0XrMmTMnGZ85gJQwe9yyRC9Qcu7URVnwxRoWNgEAAMnOUQHuxIkTcvvtt0u6dOnkxx9/lD/++EPeeecdyZkzp7eMBq3Ro0fLuHHjZOXKlZI5c2Zp2rSpXLx40VtGw9uWLVtkwYIFMnv2bFmyZIk8+eST3uOnT5+WJk2aSLFixWTt2rUyfPhwGThwoHz00UfeMsuWLZMOHTqY8Ldu3Tpp1aqVOW3evDkFXxEAwXT5ktsMn0yKeRNWS0Q6FjMBAADJy1GLmAwdOtT0ho0fP957XYkSJfx630aOHCn9+/eXli1bmusmTpwo+fPnl1mzZkn79u1l69atMnfuXFm9erXUqlXLlHnvvffk3nvvlbffflsKFSokkyZNkqioKPnss88kffr0UrFiRVm/fr2MGDHCG/RGjRol99xzj/Tu3dtcHjx4sAmEY8aMMeERgLPo34+Nv+y67ry3+Bza9a8c2v2vFCyZO+h1AwAAcGSA++6770xv2oMPPii//PKLFC5cWJ555hnp1q2bOb5nzx45fPiwGTZpyZ49u9SuXVuWL19uApye67BJK7wpLR8WFmZ67Fq3bm3KNGjQwIQ3iz6uBkjtBdQePy3zwgsv+NVPy2hQjM+lS5fMybenT7ndbnMKJX18nf8T6nrgKtokZekiJKdPnPNbbdKXXu8K81+NMja9fT53jmSsJXzxGbEf2sReaA/7oU3sx22jNkloHRwV4Hbv3i1jx441walfv36mF61nz54maHXu3NmEN6U9br70snVMz/Ply+d3PCIiQnLlyuVXxrdnz/c+9ZgGOD2/1uME8uabb8qgQYPiXL9r1y7JkiWLhJK+cXVu4M6dO02YRejRJim/dYA741mz11sgGt7yl8n6v7KB7+PE+aOyY8f55KwmfPAZsR/axF5oD/uhTewnxkZtEntNjlQR4PQF1p6zIUOGmMvVq1c3c850yKIGOLvr27evX6+d9sDpkNBSpUqZBVVCnfj1jVu6dGkJD2cejx3QJikvc1gu+eiphQGPWT1vm388LDHRcVeoTJ8xQl4cWVEyZr7ac4/kxWfEfmgTe6E97Ic2sR+3jdrEGp2XqgKcrix58803+11XoUIFmT59uvl3gQIFzPmRI0dMWYterlatmrfM0aNH/e4jOjraJG/r9nqut/FlXb5eGet4IBkyZDCn2PTNEuo3jNJfHexSF1xBm6Ssm8rnl9LVisifa/4OeFx73jS8BQpwt91XUTJlySiusPiHWCL4+IzYD21iL7SH/dAm9hNmkzZJ6OM7qu9WV6Dcvn2733V//vmnWS1S6bBHDVALFy70S7I6t61OnTrmsp6fPHnSrC5pWbRokend07lyVhldmfLy5cveMrpASbly5bwrXmoZ38exyliPA8B5dBuAZk9c+TuQWM2frJPgveMAAACSylEB7vnnn5cVK1aYIZTa1Tl58mSztH/37t3NcZfLJc8995y8/vrrZsGTTZs2yaOPPmpWltQl/q0eO109Uhc+WbVqlfz222/So0cPs8CJllMPP/ywmVenWwTodgNTp041q076Dn/s1auXWc1StzHYtm2b2WZA96PT+wLgTLoNQL02laVyg5KJut1dHWtIqaqFJCzcUX9SAQCAAznq28Ytt9wiM2fOlK+++koqVapklu7XbQN0XzdLnz595NlnnzXL/Wt5nQyoQUs327boNgG6Afddd91ltg+oV6+e3x5vunLl/PnzzaqWNWvWlP/+979mc3DfveLq1q3rDZBVq1aVb775xqxAqfUC4Fw6ALLvlx2l4u3FE1S+ftsq8vS7V7YtAQAASG4uD2N+QkaHd2pYPHXqlC0WMdmxY4eUKVMm5ON/cQVtEjox7hgzHHLOxytl7vhVZo83XcREV6jc9MMhMweuZNVC0vzJ26Rh++qmrI4AQMriM2I/tIm90B72Q5vYj9tGbZLQbOCoRUwAICVYQyF1PlyLp+vKxiW7zMImMVnOSaUqN0u1hmXMkEmdM6cIbwAAIKUQ4ADgGnPiVMW6JaTsLUVk9+5dUrJkKUmfPp3fcQAAgJRCgAOA6wiPCBNxRZieuXTpr5wDAACEAt9CAAAAAMAhCHAAAAAA4BAEOAAAAABwCAIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIcgwAEAAACAQxDgAAAAAMAhCHAAAAAA4BAEOAAAAABwCAIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIcgwAEAAACAQxDgAAAAAMAhCHAAAAAA4BAEOAAAAABwCAIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIcgwAE24o6OMecx7hg5f/qSRF92+10PAACAtC0i1BUAoAHNLeER4bLltz0y55OVsmbedhGXRyo3Lyj718yRux6uKfd0vVWy58ksLpcr1NUFAABAiBDggBDTXrZTx87KG+2/lL+2HPZeHxZxJaidOHJGvh7+s0x/9xdp3au+PNyvcQhrCwAAgFAiwAEh7nk7/c85eanJh3L80JnrlI2Rb975Rc6fvihPvHVfitURAAAA9sEcOCCEdNjkW50mXze8+Zrz8Ur5dfpG7/w4AAAApB0EOCBEdKGS7av3yc51BxJ92+/HLpOIdOHJUi8AAADYFwEOCJGw8DD54aMVSbqthr7dmw6ZEAgAAIC0gwAHhJBZbTKJVn7/BwEOAAAgjSHAASFcwOTiuagk3/7sqQviCuMjDAAAkJbw7Q8I4QImYWFJ39MtfYYI8Xg8Qa0TAAAA7I0AB4RQkXL5QnJbAAAAOBMBDggR3QagSedaSbptpmwZpcEDVViJEgAAII0hwAEhouGrUccakjFz+kTftmH7ahIewccXAAAgreEbIBBCOo+t86CmibpNvptySLveDcV1A/PnAAAA4EwEOCDEe8E17XKrdHq1ibhc1w9k+YvllEGzukhk1gwJKg8AAIDUJSLUFQAg0qpHPSlVrZB8O+Y3Wb9oZ5zVJbPnyWyGW7buWd8MuWTuGwAAQNpEgANsQIdDVqxbXKo0KCXH9p+U5d9tkTMnzknGAm65q8Xtctt9FU2PW1i4i543AACANIwAB9hoXziVp3B2afZEbXG73bJr9y4pXao0PW4AAAAwCHCAzWgPW7r0ERLmdkl4eBjhDQAAAF4sYgIAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgENEhLoCCA33rPdFThy5ellcEhNZQNzLvxIRz9WCOfNLeKvuoakkAAAAAOf2wA0cOFBcLpffqXz58t7jFy9elO7du0vu3LklS5Ys0rZtWzly5GpIUfv27ZPmzZtLpkyZJF++fNK7d2+Jjo72K7N48WKpUaOGZMiQQUqXLi0TJkyIU5f3339fihcvLhkzZpTatWvLqlWrxFE0vB3bf/X0zwGRc6evnPte7xPyAAAAAISWowKcqlixohw6dMh7Wrp0qffY888/L99//71MmzZNfvnlFzl48KC0adPGe9ztdpvwFhUVJcuWLZPPP//chLMBAwZ4y+zZs8eUadiwoaxfv16ee+45eeKJJ2TevHneMlOnTpUXXnhBXn31Vfn999+latWq0rRpUzl69GgKvhIAAAAA0hrHBbiIiAgpUKCA95QnTx5z/alTp+TTTz+VESNGSKNGjaRmzZoyfvx4E9RWrFhhysyfP1/++OMP+fLLL6VatWrSrFkzGTx4sOlN01Cnxo0bJyVKlJB33nlHKlSoID169JAHHnhA3n33XW8d9DG6desmXbp0kZtvvtncRnv0PvvssxC9KgAAAADSAsfNgduxY4cUKlTIDF2sU6eOvPnmm3LTTTfJ2rVr5fLly9K4cWNvWR1eqceWL18ut912mzmvXLmy5M+f31tGe86efvpp2bJli1SvXt2U8b0Pq4z2xCkNevpYffv29R4PCwszt9HbXsulS5fMyXL69Glvz6CeUpLOeRPX1fzudoVJjLjMuT+XVjBF64Yr9D0RExOT4u8NBEZ72A9tYj+0ib3QHvZDm9iP20ZtktA6OCrA6VwzHfJYrlw5M3xy0KBBUr9+fdm8ebMcPnxY0qdPLzly5PC7jYY1Pab03De8WcetY9cqo2HrwoULcuLECfPiBiqzbdu2a9Zfw6bWObZdu3aZOXspSRcskVyZvJc9LpeciMwtuzXXeXwWMYnMJmE7dqRo3XCF/jE5fvy47Ny50/xIgNCiPeyHNrEf2sReaA/7oU3sJ8ZGbXL27NnUF+B0yKOlSpUqJtAVK1ZMvv76a4mMjBS70147nTtn0VBYtGhRKVWqlGTLli1F62JWmzx+4OplV5h4coqUPLFTwj0xVwuGFZbwMmVStG64Qn8o0D8mupBOeHh4qKuT5tEe9kOb2A9tYi+0h/3QJvbjtlGbWKPzUlWAi01728qWLWte9LvvvtsMbzx58qRfL5yuQqlz5ZSex14t0lql0rdM7JUr9bIGLA2J2rB6ClTGuo/46KqWeorNus+U5RHxDWpmQqTHhDe/AKfX8QcmZPSXoNC8PxAI7WE/tIn90Cb2QnvYD21iP2E2aZOEPr6j+261m1GHHxYsWNAsWpIuXTpZuHCh9/j27dvNtgE6V07p+aZNm/xWi1ywYIEJZ7oYiVXG9z6sMtZ96DBNfSzfMtr1qpetMgAAAACQHBwV4F588UWzPcBff/1lVpds3bq1SaodOnSQ7NmzS9euXc0QxZ9//tksNKKrRGqo0gVMVJMmTUxQ69Spk2zYsMFsDdC/f3+zd5zVM/bUU0/J7t27pU+fPmZO2wcffGCGaOoWBRZ9jI8//thsQ7B161azCMq5c+fM4wEAAABAcnHUEMr9+/ebsPbvv/9K3rx5pV69emaLAP230qX+tQtUN/DW1R519UgNYBYNe7NnzzaBS4Nd5syZpXPnzvLaa695y+gWAj/88IMJbKNGjZIiRYrIJ598Yu7L8tBDD8mxY8fM/nG66IluSTB37tw4C5vYWs7YdXWZBUt0zpsZXhlvOQAAAACh4vJ4fJccREpPVNSeQ93DLqUXMQk0gVO3aChTpkzIx//iCtrEXmgP+6FN7Ic2sRfaw35oE/tx26hNEpoNHDWEEgAAAADSMgIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIcgwAEAAACAQxDgAAAAAMAhCHAAAAAA4BAEOAAAAABwCAIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIeICHUF0jKPx2POT58+HeqqiNvtlrNnz5q6hIeHh7o6oE1sh/awH9rEfmgTe6E97Ic2sR+3jdrEygRWRogPAS6Ezpw5Y86LFi0a6qoAAAAAsElGyJ49e7zHXZ7rRTwkm5iYGDl48KBkzZpVXC5XyBO/Bsm///5bsmXLFtK64AraxF5oD/uhTeyHNrEX2sN+aBP7OW2jNtFYpuGtUKFCEhYW/0w3euBCSBumSJEiYif6xg31mxf+aBN7oT3shzaxH9rEXmgP+6FN7CebTdrkWj1vFhYxAQAAAACHIMABAAAAgEMQ4GBkyJBBXn31VXMOe6BN7IX2sB/axH5oE3uhPeyHNrGfDA5sExYxAQAAAACHoAcOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4NK4JUuWSIsWLcyO7y6XS2bNmhXqKqVpb775ptxyyy2SNWtWyZcvn7Rq1Uq2b98e6mqlaWPHjpUqVap4N/isU6eO/Pjjj6GuFv7nrbfeMn+7nnvuuVBXJc0aOHCgaQPfU/ny5UNdrTTvwIED8sgjj0ju3LklMjJSKleuLGvWrAl1tdKs4sWLx/mc6Kl79+6hrlqa5Ha75ZVXXpESJUqYz0epUqVk8ODB4pS1HSNCXQGE1rlz56Rq1ary+OOPS5s2bUJdnTTvl19+MX/MNcRFR0dLv379pEmTJvLHH39I5syZQ129NKlIkSImJJQpU8b8Yf/888+lZcuWsm7dOqlYsWKoq5emrV69Wj788EMTsBFa+ln46aefvJcjIvh6EUonTpyQ22+/XRo2bGh+cMqbN6/s2LFDcubMGeqqpem/VxoaLJs3b5a7775bHnzwwZDWK60aOnSo+YFW/5+uf7/0x40uXbpI9uzZpWfPnmJ3/IVN45o1a2ZOsIe5c+f6XZ4wYYLpiVu7dq00aNAgZPVKy7SH2tcbb7xh/uivWLGCABdCZ8+elY4dO8rHH38sr7/+eqirk+ZpYCtQoECoqwGfL6dFixaV8ePHe6/TngaEjoZoX/rDoPb63HHHHSGrU1q2bNky82Ns8+bNvT2kX331laxatUqcgCGUgI2dOnXKnOfKlSvUVcH/hlxMmTLF9FzrUEqEjvZU6/94GzduHOqqQMT07uhQ/JIlS5pgvW/fvlBXKU377rvvpFatWqZ3R38ErF69uvmxA/YQFRUlX375pRn9pMMokfLq1q0rCxculD///NNc3rBhgyxdutQxnRr0wAE2FRMTY+b16DCYSpUqhbo6adqmTZtMYLt48aJkyZJFZs6cKTfffHOoq5VmaYj+/fffzZAkhF7t2rXNaIFy5crJoUOHZNCgQVK/fn0zREzn8yLl7d6924wUeOGFF8xQfP2s6LCw9OnTS+fOnUNdvTRP1xs4efKkPPbYY6GuSpr18ssvy+nTp8183fDwcPMDrY6w0R+gnIAAB9i4h0G/AOkvQggt/WK6fv160yP6zTffmC9AOl+REJfy/v77b+nVq5csWLBAMmbMGOrq4H9D8S06H1EDXbFixeTrr7+Wrl27hrRuafkHQO2BGzJkiLmsPXD6/5Nx48YR4Gzg008/NZ8b7bVGaHz99dcyadIkmTx5spkOof+P1x/NtU2c8BkhwAE21KNHD5k9e7ZZJVQX0UBo6a/WpUuXNv+uWbOm+TV71KhRZgENpCydD3r06FGpUaOG9zr95VQ/K2PGjJFLly6ZX1MROjly5JCyZcvKzp07Q12VNKtgwYJxfmCqUKGCTJ8+PWR1whV79+41C/7MmDEj1FVJ03r37m164dq3b28u6yqt2ja6GjgBDkCi6CqHzz77rBmit3jxYiad2/jXbQ0KSHl33XWXGdLqS1cO02EwL730EuHNJgvM7Nq1Szp16hTqqqRZOvQ+9hY0OtdHe0YRWrqwjM5LtBbPQGicP39ewsL8lwLR/3/o/9+dgACXxun/aH1/Jd2zZ4/pRtZFM2666aaQ1i2tDpvU7vxvv/3WzB05fPiwuV6XtdV9SpDy+vbta4a66OfhzJkzpn00XM+bNy/UVUuT9HMRe06obrGhe10xVzQ0XnzxRbNaq4aDgwcPyquvvmq+CHXo0CHUVUuznn/+ebNIgw6hbNeunVlZ76OPPjInhI6GAw1w2sPDVhuh1aJFCzPnTf/frkModWugESNGmIVlnMDlccqOdUgW+kVU94mJTf+46KR0pKz4VqPSP/hMdg4NncOjK1Xp4gwapHWOj/b06P49sIc777xTqlWrJiNHjgx1VdIkHYKkQ1j//fdfs1R6vXr1zBcjXSIdoaPD8PUHKF0hVEdz6IIm3bp1C3W10rT58+dL06ZNTe+oDjNG6Jw5c8Zs5K0jnnRYvs590x+dBgwYYKZN2B0BDgAAAAAcgn3gAAAAAMAhCHAAAAAA4BAEOAAAAABwCAIcAAAAADgEAQ4AAAAAHIIABwAAAAAOQYADAAAAAIcgwAEAAACAQxDgAAAAAMAhCHAAACTBrl275D//+Y+ULFlSMmbMKNmyZZPbb79dRo0aJRcuXAh19QAAqVREqCsAAIDT/PDDD/Lggw9KhgwZ5NFHH5VKlSpJVFSULF26VHr37i1btmyRjz76KNTVBACkQi6Px+MJdSUAAHCKPXv2SJUqVaRIkSKyaNEiKViwoN/xnTt3moDXq1evkNURAJB6MYQSAIBEGDZsmJw9e1Y+/fTTOOFNlS5d2oQ3l8t1zdOdd95pymvP3YABA6RmzZqSPXt2yZw5s9SvX19+/vlnv/v9/fffzbEePXr4XV+8eHF57LHHvJd1+Oatt94qN998s5w8eTLZXgcAQGgwhBIAgET4/vvvzby3unXrXrPcF1984f33r7/+aoZUvvvuu5InTx5zXf78+c356dOn5ZNPPpEOHTpIt27d5MyZMyYcNm3aVFatWiXVqlUz5WrUqCGTJk2Stm3bSvny5eMEOaWDanRIp/YSrly5UnLkyBHkZw8ACDUCHAAACaRh68CBA9KyZcvrln3kkUe8/46OjjYBrlWrVqbHzFfOnDnlr7/+kvTp03uv0yCnIe29994zYc6it3/rrbfkueeekzJlypiQ56t///4mYC5cuNCETABA6kOAAwAgEQFOZc2aNWj3GR4ebk4qJibGDHvU81q1aplhk7HpIil//PGHtGvXTpYvX+7X4zdkyBCZMGGCWQ0TAJA6EeAAAEgg3SpA6TDHYPr888/lnXfekW3btsnly5e915coUSJg+SNHjpgwed9998m5c+dk3bp1MmXKFHPs6NGjQa0bAMBeWMQEAIBEBLhChQrJ5s2bg3afX375pVmEpFSpUma45Ny5c2XBggXSqFEj0xMX28yZM+XHH3+UyZMnS0REhPzzzz+yceNGuf/+++Wll16S1157Tfbv3x+0+gEA7IUABwBAImivl27i7Tt88UZ88803Zr7ajBkzpFOnTmZeW+PGjeXixYtxympvm85/e+CBB8yiJ7pdQaZMmcy2BtqLp6tZ5sqVy5QBAKROBDgAABKhT58+Zjn/J554wgxljE3D3ahRoxJ8f9b8N99tWXUFyUABcfDgwXL8+HGzmqXShUzy5s0r1atXl8jISBPmRo4cKdOnT5d58+Yl8RkCAOyMOXAAACSCDnXU4YsPPfSQVKhQwSzbX6lSJbOf27Jly2TatGl++7IlpEdPe99at24tzZs3N1sAjBs3zuzjpvvNWbZu3SojRowwC5XoJuLx0fu59957zTYDOtQzQ4YMN/ycAQD2QQ8cAACJpPPNdN6ZDmX89ttvpXv37vLyyy+b7QB0MZLRo0cn+L407Gko27Bhg/Ts2dP0nOm8OF2F0pcGsrJlyyZoeKRuP6Dz4IYOHZqk5wcAsC+Xx3fMBgAAAADAtuiBAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAAOAQBDgAAAAAcAgCHAAAAAA4BAEOAAAAAByCAAcAAAAADkGAAwAAAACHIMABAAAAgEMQ4AAAAADAIQhwAAAAACDO8P8Oe8/1GrP8ogAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 577.5x500 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Создание DataFrame\n",
"df = pd.DataFrame({\n",
" \"Имя\": [\"Анна\", \"Борис\", \"Ксения\", \"Дмитрий\", \"Екатерина\", \"Фёдор\", \"Глеб\", \"Ирина\"], \n",
" \"Стаж\": [3, 5, 2, 7, 4, 6, 1, 8], \n",
" \"Зарплата\": [60000, 80000, 55000, 95000, 70000, 85000, 50000, 100000], \n",
" \"Отдел\": [\"HR\", \"Dev\", \"HR\", \"Dev\", \"QA\", \"Dev\", \"QA\", \"QA\"] \n",
"})\n",
"\n",
"# Boxplot по отделам\n",
"plt.figure(figsize=(10, 6)) # Увеличили размер графика\n",
"sns.boxplot(x=\"Отдел\", y=\"Зарплата\", hue=\"Отдел\", data=df, palette=\"viridis\")\n",
"plt.title(\"Распределение зарплат по отделам\", fontsize=16) \n",
"plt.xlabel(\"Отдел\", fontsize=12)\n",
"plt.ylabel(\"Зарплата\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# Histplot\n",
"plt.figure(figsize=(10, 6)) # Увеличили размер графика\n",
"sns.histplot(df[\"Зарплата\"], bins=6, kde=True, color=\"darkorchid\", alpha=0.7)\n",
"plt.title(\"Распределение зарплат\", fontsize=16) \n",
"plt.xlabel(\"Зарплата\", fontsize=12)\n",
"plt.ylabel(\"Частота\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# Scatterplot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(x=\"Стаж\", y=\"Зарплата\", hue=\"Отдел\", style=\"Отдел\", data=df, s=150, palette=\"magma\")\n",
"plt.title(\"Зависимость зарплаты от стажа\", fontsize=16) \n",
"plt.xlabel(\"Стаж\", fontsize=12)\n",
"plt.ylabel(\"Зарплата\", fontsize=12)\n",
"plt.legend(title=\"Отдел\")\n",
"plt.grid(alpha=0.5)\n",
"plt.show()\n",
"\n",
"# Pairplot\n",
"sns.pairplot(df, hue=\"Отдел\", palette=\"Set2\") \n",
"plt.suptitle(\"Парные зависимости в данных\", fontsize=18, y=1.02) \n",
"plt.show()\n",
"\n",
"# корреляционная матрица\n",
"plt.figure(figsize=(9, 6)) \n",
"sns.heatmap(df.select_dtypes(include=[\"number\"]).corr(), annot=True, cmap=\"BrBG\", linewidths=0.5, vmin=-1, vmax=1) \n",
"plt.title(\"Корреляционная матрица\", fontsize=16) \n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "654cd74d-ad5c-4249-9e78-70f44dc70452",
"metadata": {},
"source": [
"------------------------"
]
},
{
"cell_type": "markdown",
"id": "09333f10-a97f-49ce-a7af-e94b05931924",
"metadata": {},
"source": [
"# 5 задание tqdm"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "cb5189ce-1109-4514-a74a-32a052454f5a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Скачивание файлов: 100%|██████████████████████| 120/120 [00:03<00:00, 32.20it/s]\n",
"Анализ данных: 100%|\u001b[35m██████████████████████████████████████████████\u001b[0m| 180/180 [00:02<00:00, 65.04it/s]\u001b[0m\n",
"Обработка товаров: 20%|\u001b[36m○○○○○○●●●●●●●●●●●●●●●●●●●●●●●●\u001b[0m| 1/5 [00:00<00:01, 3.16it/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Товар обработан: Яблоко - Цена: 120 руб, Продано: 500 шт\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка товаров: 40%|\u001b[36m○○○○○○○○○○○○●●●●●●●●●●●●●●●●●●\u001b[0m| 2/5 [00:00<00:00, 3.20it/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Товар обработан: Банан - Цена: 80 руб, Продано: 700 шт\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка товаров: 60%|\u001b[36m○○○○○○○○○○○○○○○○○○●●●●●●●●●●●●\u001b[0m| 3/5 [00:00<00:00, 3.22it/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Товар обработан: Апельсин - Цена: 150 руб, Продано: 400 шт\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка товаров: 80%|\u001b[36m○○○○○○○○○○○○○○○○○○○○○○○○●●●●●●\u001b[0m| 4/5 [00:01<00:00, 3.23it/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Товар обработан: Груша - Цена: 100 руб, Продано: 600 шт\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Обработка товаров: 100%|\u001b[36m○○○○○○○○○○○○○○○○○○○○○○○○○○○○○○\u001b[0m| 5/5 [00:01<00:00, 3.22it/s]\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Товар обработан: Киви - Цена: 180 руб, Продано: 300 шт\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"from tqdm import tqdm\n",
"import time\n",
"import pandas as pd\n",
"\n",
"# Прогресс-бар с измененным шагом и временем ожидания\n",
"for i in tqdm(range(120), desc=\"Скачивание файлов\", ncols=80): \n",
" time.sleep(0.025) # Увеличили время ожидания\n",
"\n",
"# Кастомный прогресс-бар со стилизацией\n",
"for i in tqdm(range(180), desc='Анализ данных', ascii=\" ▏▎▍▌▋▊▉█\", colour=\"magenta\", ncols=100): \n",
" time.sleep(0.005) # Уменьшили время ожидания\n",
"\n",
"# tqdm для работы с DataFrame\n",
"df = pd.DataFrame({\n",
" \"Название продукта\": [\"Яблоко\", \"Банан\", \"Апельсин\", \"Груша\", \"Киви\"], \n",
" \"Цена\": [120, 80, 150, 100, 180], # Изменили значения цен\n",
" \"Продажи\": [500, 700, 400, 600, 300] # Изменили значения продаж\n",
"})\n",
"\n",
"# Итерация по строкам DataFrame с прогресс-баром\n",
"for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка товаров\", colour=\"cyan\", ascii=\"●◘○\", bar_format='{l_bar}{bar:30}{r_bar}', position=0, leave=True): \n",
" time.sleep(0.3) \n",
" print(f\"Товар обработан: {row['Название продукта']} - Цена: {row['Цена']} руб, Продано: {row['Продажи']} шт\")\n"
]
},
{
"cell_type": "markdown",
"id": "b03b6b15-c430-41f7-8633-5a28b506e08c",
"metadata": {},
"source": [
"------------------------------------------------"
]
},
{
"cell_type": "markdown",
"id": "955cfedd-5036-44df-b931-a3d64ce79fd9",
"metadata": {},
"source": [
"# 6 ЗАДАНИЕ: Таблица конструкторов машин на соревнованиях "
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "dff170a4-c244-48db-8c22-94eb067d7f27",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1200x600 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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",
"text/plain": [
"<Figure size 1000x600 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",
"\n",
"# Чтение данных из CSV файла\n",
"df = pd.read_csv(\"constructors.csv\") \n",
"\n",
"# Boxplot по национальностям\n",
"plt.figure(figsize=(12, 6))\n",
"sns.boxplot(x=\"nationality\", y=df.index, data=df, hue=\"nationality\", palette=\"viridis\", legend=False) \n",
"plt.title(\"Распределение индексов команд по национальностям\", fontsize=16)\n",
"plt.xlabel(\"Национальность\", fontsize=12)\n",
"plt.ylabel(\"Индекс команды\", fontsize=12)\n",
"plt.xticks(rotation=45, ha=\"right\")\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Histplot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.histplot(df.index, bins=5, kde=True, color=\"darkorchid\", alpha=0.7) \n",
"plt.title(\"Распределение индексов команд\", fontsize=16)\n",
"plt.xlabel(\"Индекс команды\", fontsize=12)\n",
"plt.ylabel(\"Частота\", fontsize=12)\n",
"plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n",
"plt.show()\n",
"\n",
"# Scatterplot\n",
"plt.figure(figsize=(10, 6))\n",
"sns.scatterplot(x=df.index, y=\"nationality\", data=df, s=150) \n",
"plt.title(\"Зависимость национальности от индекса команды\", fontsize=16)\n",
"plt.xlabel(\"Индекс команды\", fontsize=12)\n",
"plt.ylabel(\"Национальность\", fontsize=12)\n",
"plt.grid(alpha=0.5)\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
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