{ "cells": [ { "cell_type": "markdown", "id": "bea515d7-aee4-4a8f-b8fd-248521b975fc", "metadata": {}, "source": [ "мой код" ] }, { "cell_type": "code", "execution_count": 3, "id": "a3e6f01e-2425-4adc-bb16-adf6b3114d9e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ИНБб_2301\n" ] } ], "source": [ "print (\"ИНБб_2301\")" ] }, { "cell_type": "markdown", "id": "d544eccb-c30a-465c-bd2e-c3318ecf3a7a", "metadata": {}, "source": [ "pandas: работа с таблицами" ] }, { "cell_type": "code", "execution_count": 4, "id": "7b762a41-6487-47fa-874f-01a4eed1690a", "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" ] } ], "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", "print(\"Первый взгляд на данные:\")\n", "print(df.head())\n", "print(df.info())\n", "print(df.describe())\n", "print(df.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 5, "id": "d0681f73-27ae-482f-8cf8-282c8dd806d3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллы
0Анна2189
1Борис2276
2Виктор2395
3Галина2482
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" ], "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": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df # Просто напишите df, и Jupyter Notebook или JupyterLab выведет DataFrame\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "fcc2db31-064b-4718-b991-2ff12870c79d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллыНовый столбец
0Анна218997.9
1Борис227683.6
2Виктор2395104.5
3Галина248290.2
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" ], "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": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\n", "df # Выведем DataFrame с новым столбцом" ] }, { "cell_type": "code", "execution_count": 7, "id": "d8f4d54a-6222-4320-9feb-d70d6bc401c1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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БаллыНовый столбец
Возраст
2189.097.9
2276.083.6
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2482.090.2
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" ], "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": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Сгруппируем по столбцу \"Возраст\" и вычислим среднее значение для \"Баллы\" и \"Новый столбец\"\n", "grouped_df = df.groupby(\"Возраст\").agg({\n", " \"Баллы\": \"mean\",\n", " \"Новый столбец\": \"mean\"\n", "})\n", "grouped_df" ] }, { "cell_type": "code", "execution_count": 8, "id": "fa5004e9-4585-43f8-92c8-8fd1aa388ae4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ИмяВозрастБаллыНовый столбец
1Борис227683.6
2Виктор2395104.5
3Галина248290.2
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" ], "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": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Отфильтруем записи, где возраст больше 21\n", "filtered_df = df[df[\"Возраст\"] > 21]\n", "filtered_df" ] }, { "cell_type": "markdown", "id": "f3557941-4ca8-41b5-8e3f-aacef311e007", "metadata": {}, "source": [ "numpy: массивы и вычисления" ] }, { "cell_type": "code", "execution_count": 9, "id": "06be9184-5693-4dd5-9787-e8f1fbfc59c4", "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" ] } ], "source": [ "import numpy as np\n", "\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))" ] }, { "cell_type": "code", "execution_count": 10, "id": "ab7a3fb2-6c9e-4a62-a867-3173aeb15ed1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Двумерный массив:\n", "[[1 2]\n", " [3 4]]\n" ] } ], "source": [ "# Создаем двумерный массив\n", "arr_2d = np.array([[1, 2], [3, 4]])\n", "print(\"Двумерный массив:\")\n", "print(arr_2d)" ] }, { "cell_type": "code", "execution_count": 11, "id": "3d6f5ead-c2df-4a25-bef7-360ab8534d56", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Массив, созданный с помощью np.linspace():\n", "[ 0. 2.5 5. 7.5 10. ]\n" ] } ], "source": [ "# Создаем массив из 5 равномерно распределенных чисел от 0 до 10\n", "linspace_arr = np.linspace(0, 10, 5)\n", "print(\"Массив, созданный с помощью np.linspace():\")\n", "print(linspace_arr)" ] }, { "cell_type": "code", "execution_count": 12, "id": "d36fb5e2-ef7c-4250-94ef-3d323e79c458", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Массив случайных чисел (np.random.randn()):\n", "[[ 1.27678242 0.80630819 0.20920598]\n", " [ 0.38784183 0.37291841 -0.96901681]\n", " [ 0.5148271 0.39396761 0.25060072]]\n" ] } ], "source": [ "# Создаем массив случайных чисел из стандартного нормального распределения\n", "random_arr = np.random.randn(3, 3) # Массив 3x3\n", "print(\"Массив случайных чисел (np.random.randn()):\")\n", "print(random_arr)" ] }, { "cell_type": "code", "execution_count": 13, "id": "e963ed13-bd24-4fe9-ab5c-ba4633189e09", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Скалярное произведение массивов a и b:\n", "32\n" ] } ], "source": [ "# Создаем два массива для демонстрации скалярного произведения\n", "a = np.array([1, 2, 3])\n", "b = np.array([4, 5, 6])\n", "\n", "# Вычисляем скалярное произведение\n", "dot_product = np.dot(a, b)\n", "print(\"Скалярное произведение массивов a и b:\")\n", "print(dot_product)" ] }, { "cell_type": "markdown", "id": "4b13d42e-5ae0-485e-9e81-20d73078dc4a", "metadata": {}, "source": [ "matplotlib: построение графиков\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "b0ced746-7e04-43bc-b8b0-3031545469d6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Matplotlib is building the font cache; this may take a moment.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x = np.linspace(0, 10, 100)\n", "y = np.sin(x)\n", "\n", "plt.plot(x, y, label='sin(x)')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"График синуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "73f75471-1c9d-453a-9ff9-7a89620cc489", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, label='sin(x)', color='red') # Изменяем цвет на красный\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Красный график синуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "afb3d271-f941-4ce3-ba2f-e3812454ff0d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(x, y, label='sin(x)', color='red') # График синуса\n", "plt.plot(x, np.cos(x), label='cos(x)', color='blue') # График косинуса\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Графики косинуса и синуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "26850388-25b5-4b48-a957-3fd4e82b3ad2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_bar = np.arange(5) # Значения по оси X\n", "y_bar = np.random.randint(1, 10, size=5) # Случайные значения по оси Y\n", "\n", "plt.bar(x_bar, y_bar, color='green', label='Столбцы')\n", "plt.xlabel(\"Категории\")\n", "plt.ylabel(\"Значения\")\n", "plt.title(\"Столбчатая диаграмма\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "121b9925-2050-4a94-b4bb-2b6a55ed302e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_scatter = np.random.rand(50) * 10 # Случайные значения по оси X\n", "y_scatter = np.random.rand(50) * 10 # Случайные значения по оси Y\n", "\n", "plt.scatter(x_scatter, y_scatter, color='blue', label='Точки')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Точечная диаграмма\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "60110481-2a61-4dc0-853e-9526fb6ec727", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = np.random.randn(1000) # Случайные данные из нормального распределения\n", "\n", "plt.hist(data, bins=30, color='orange', label='Гистограмма')\n", "plt.xlabel(\"Время\")\n", "plt.ylabel(\"Частота\")\n", "plt.title(\"Гистограмма\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "22633616-9a50-44c7-b30e-354448d84660", "metadata": {}, "source": [ "seaborn: работа с графиками данных\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "a54913ba-1cc3-4778-a1ac-ba114264c0c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\"] # догадайтесь откуда df и её содержимое взялось\n", "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "3741acaa-b03c-419c-9254-e8d10f32bb72", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Гистограмма для столбца \"Баллы\"\n", "sns.histplot(df[\"Баллы\"], kde=True, color='black')\n", "plt.title(\"Гистограмма баллов\")\n", "plt.xlabel(\"Баллы\")\n", "plt.ylabel(\"Частота\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "465a0ee0-5966-4aad-af91-c4b873fa5462", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Точечный график для \"Возраст\" и \"Баллы\"\n", "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df, palette='viridis')\n", "plt.title(\"Точечный график: Возраст vs Баллы\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "id": "4e70823e-f2c9-44c5-bcce-557a0702933d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Парный график для всех числовых столбцов\n", "sns.pairplot(df, hue=\"Категория\", palette='viridis', diag_kind='kde', plot_kws={'alpha': 0.8})\n", "plt.suptitle(\"Парный график\", y=1.02)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "id": "1a9b25bb-58ea-4a1e-a5f0-75b0f58a6b85", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Z7Pi0jlrd9Mx76Ozuxc8vXuDwMWo7W3D/vndwfsxMjA9UFngdq7unF39/Yzt+dPZkLJk39LTtcL6pzsQ7xZvx5Zm/g8XP8cac3ojnFBGpjVtkmG6//XasXr0a69evPy5YEsQn1HHjxsm6pvfff1+uklu1atWIj5+SkoKwsDDk5uYOWe8k3sSPvtDgmts6sTu3DNNSlAU5+xuLoYUPkpywOu5Yfr46JMRYsDfT8c14hWlBCbDabLLzN50cnlNEpDYuDZhEcksESyL4WbdunaxNGsn3iMvRn16HU1paKmuYoqOdm8nwRpsPFcJqtWF6ivLpuHhTGPw0jvdwOpHU+BDkFNWhvaPH4WME+Znk/nYi00RERN7NpQGTaCnw+uuv480335S9mCorK+Wlo6OjfypN1EKIVXPFxcXYvHkzLrvsMtmT6dxzz+0/zoQJE/ozTq2trbjrrrtkqwKxkk7UMYneTWlpaVi2bJnLfla1+HZ/ARIighCsYO+4jr5u5LZUIsUUjtGSEh8iA7uDudWKjjPFkiAzTL3WE7exICIidXNpwLRixQpZ07Bo0SKZ/bFf3nnnHXm/qFH69ttvZXAkAp4f//jHMrASgZNYAWcnml3aV9hptVrs27cPF154IcaPH48bbrhB9nISxxHTBOS4PqsV3x0swFQFvZeEzKYy9MGG5IBIjBZzgB7hISbsy1I2LTc1KB5tvV3Y11jktLEREZHncWkfpuHqzWNiYvDf//73pI4jsk+iwSU534GCSjS3d2GqwtVxBxpLEOoXCIvv6BZSi61SDmRXy0yTRuPj0DHi/cNg9jViU00WZoakOH2MRETkGdyi6Js8w3cHCxFg1CMpcvA+WSMhgtuDjSWjUux9rJS4YLS2d6Oo3PE94TQ+PphkjsOWGhZ+ExF5MwZMNGJiOm5SQoTD2Rp7d++m3g4kjWL9kl10RCD0floczFFWxzTZEoe81ipUdx6Z9iUiIu/DgIlGpKGlHZnF1ZicpKx+6WBjGfx8tIj1dzxLNVKiuWZCTBD2Z1cpOs4ESyx84IMttTlOGxsREXkWBkw0Ilszi+XXSYnKCrUPNZXIYEnn5O7eQ0mODUJBaYOi9gIBOoPMiG1jwERE5LUYMNGIbM0sQny4BRbTyLqrD6a7rxd5LVVIHIPpuKM34xVrAg4X1Cg6zkRLLLbX5aLPZnXa2IiIyHMwYKIRFWqLhpUTE5Rll3JaKtEL65jUL9lZAg0IsRhxMEdhwGSORXNPB7KalW3qS0REnokBEw0rv6IOdc3tmJjwv95XjshsLoNZZ0CwnwljSWyTckhhA8tkUwQMGl9srx18ex0iIlI3Bkw0rO2HS6DTapAWG6a4YWW8KVQWUI8lMS1X29AuL0oKyMeZo+W0HBEReR8GTDSsbYeLkRYTCr2v431Om7s7ZEuBeOPo9186VnyUBT4+QGaesmm59MAYZDQWobPP8QJyIiLyTAyY6IR6+6zYmV2C9Hhl03HZLRXya4IpFGPNoNchKixAccA0wRyDHmsf9jVwmxQiIm/DgIlOKLO4Cu1dPZigMGDKai6T26EE6IxwhfhoCw7n1w67Hc+JxBiDEagzYmd9vlPHRkRE7o8BE52QyC4Z/HRIjAxWdJzDzRWIH4NmlUNJiA5CS1sXKmtaHT6Gj48P0s3R2FmX59SxERGR+2PARMMWfKfFhMmib0c1dLehpqsZcf5jPx1nFxsZKLd0OZyvbFpufGA0DjWXoq23y2ljIyIi98eAiYbU09uHjLxypMcr65uU/X3vongXBky+Oi1iwgNxuKBW0XHGm2NgtdlYx0RE5GUYMNGQDhVVobOnF+lxCgOmlkqE+wXCqPWDK8VFmZFdUKeojilCb0aQrz92sY6JiMirMGCiIe3MLoXRT4f4iCBFx8luKh+TzXZHUvjd2t6N8uoWRXVMaYGijokBExGRN2HAREPalVOC1Jgw2bRRUf1Sd4tL65fsYiKO1DFlK52WC4zC4ZYy1jEREXkRBkw0qJ6+I/VL4+OUNZrMaT7SfynODTJMoo5J9GPKLqxTdJxxgdGyjml/Y7HTxkZERO6NARMNKqukBh3dvRivsH4pp6UCYX6B8Nfq4Q5EHVOWwjqmSIMFZl8jdtcXOHVsRETkvhgw0aB255RC76tFQoSy/ks5LZWy4aO7iIu0yH5MVXVtyuqYAqKwhwETEZHXYMBEg9qTW4bkqFBF/ZfE/nGVnU1uUfB9dD8msa9cjsJpudTASBxqKkUX95UjIvIKLg2YHn/8ccyePRuBgYGIiIjA8uXLkZWVNeAxN998M1JTU2E0GhEeHo6LLroIhw8fPuFxxXTLgw8+iOjoaPl9S5YsQU5Ozij/NOphtdqwO6cM42KV1S/ltVbKr7FG9wmY9H46RISYFAdMoo6px9aHg02lThsbEf1PY2sHskqq8Z/Pt+GVr3Ygr7wOLe2drh4WeTGXBkwbN27Ebbfdhq1bt2LNmjXo6enB0qVL0db2v+mSWbNmYeXKlcjMzMSXX34pgyHxmL6+viGP+9RTT+H555/HCy+8gG3btsFkMmHZsmXo7OTJNhL5FXVo6ehSHDDltFTB4usv633cSWykGdmFylbKxRqD4a/1w96GQqeNi4iOqG9uw1/e34gr//gG/v7JZjy3ahMue+RVvPLVThlIEbmCDi70xRdfDLj+8ssvy0zTrl27sHDhQnnbTTfd1H9/UlISHn30UUyfPh2FhYUy83QsEVA9++yzuP/++2U2Snj11VcRGRmJjz76CFdcccWo/1yebm9eGbQaHyRHK8sM5bZUysDC3YjC792HKtDQ3IFgs2PBnMZHg+SASAZMRKNgV04ZPtuWedztL325AwumJuOUgFiXjIu8m1vVMDU1NcmvISGD/6EWmSeRbUpOTkZ8fPygjykoKEBlZaWchrOzWCyYM2cOtmzZMuj3dHV1obm5ecDFm+3JLZfF3npfx+Ppzr4elLbXIcaNpuPsYiPM8mtuUb2i46QGRGJ/QzH6bFYnjUw9eE6Ro5raOvDqmp1D3v/m2j3o6ukd0zERuVXAZLVaceedd2L+/PmYMmXKgPv+8Y9/ICAgQF4+//xzOX3n5zf4NhsiWBJERulo4rr9vsFqqURQZb8MFYx5i925ZUiLUdZosqC1GlbYEOvvfhkmk78fgs0GxXVMaYGRaOvrkpk0GojnFDmqp9eKprahyyfqW9vR2zt0SQaR6gMmUct04MABvP3228fdd9VVV2HPnj2y5mn8+PG4/PLLnVqPdO+998rslv1SUlICb1VZ34KqhhakKaxfEkGEUeuLYL8AuKOYSDNyipQFTEmmcGh9NMjgRrzH4TlFjjL763H6xIQh7//B1BQY9a7dl5K8k1sETLfffjtWr16N9evXIy4u7rj7xSfUcePGybqm999/X66SW7Vq1aDHioqKkl+rqqoG3C6u2+87ll6vh9lsHnDxVqK7t5CqMMOU11qFaGMQNPCBO4qNCERZVTM6Oh1vC+Cr0SHRFIZ9DJiOw3OKHOXnq8NVi2fB4Hd8SUBwoBGLZ46TWxwReVXAJAq0RbAkgp9169bJ2qSRfI+4iBqJwYhjiMBo7dq1/beJ+gmxWm7u3LlOHb8a7ckrQ2RwIMz+BoeP0We1Ir+12i3rl45eKSeafeeXNCg6TkpAJPaw8JvIqWLDLHjl7isxZ8KRqVyNjw8Wn5KGlb/5MWJCLa4eHnkpnaun4d588018/PHHsheTvcZIZJRE/6T8/Hy88847so2A6MFUWlqKJ554Qt537rnn9h9nwoQJsmbi4osvll2YRS2UWE0nslIigHrggQcQExMj+zzR8CvkUhWujitrr0e3tdet+i8dK8RihNGgQ25xPSaPi1BU+P115X5UdjQiyhjk1DESeSvRMFe0NXnyxvPR2nHkw3GQyQh/A6fiyEsDphUrVsivixYtGnC7WAl33XXXwWAw4Ntvv5VtAhoaGmThtpiW27x5s2w/YCeaXdpX2Al33323XFEnWhI0NjZiwYIFsoWBOB4Nra2zG7lldTh9YqLi6TgtfOSea+5KBNYxEYHIU1jHJDJMwr7GIgZMRE4mMt1Kst1ELg+YvvnmG8ybNw86nbJ4a7gNUEVW6L///e9JH0f8MXz44YflhUbuQEEFrDYbUqOV1S/lt1Yh0miBzkcLdxYTbsb2/aWys7mjNRGiKWeEwSILv5dGT3f6GImIyINrmM4880zU1yvrYUPuJyO/AiaDHyJDApUXfBvcr53AYPvKdXX3obRKWY+gFFMEC7+JiFROMxqZIfLc+qWU6BBZYOmohu421He3IcYNO3wfKzIsQGaW8orrFU/L5bRUor138IUIRETk+RyeUxNds4ODB/+jaN/WhDyHmJbaX1CJH84ap3g6Toh2w4aVx/LVaREZakJ+cT3OnDP8Cs2hpAZGyiadh5pKcWro8dv1EBGRFwdMYkXaYET90Ik2xiX33XBXFH2nKKxfymupRpCvPwK0nlGoKQq/xUo5JaIMQXIj3n2NxQyYiIhUyuE+TKIFgNjO5NgLgyXPlJFfLqfikiKVtQIoaK2SAYSniA43o7ahHU0tjneOl69bQAQ7fhMRqZhDAZPIIpG67MuvQFy4ZdDuuiPV09eL4rZaxHjQ8npR+C3klSjLMiWbInCgsRhWbsRLRKRKLPqm/gyT0um44vY69MGGaDduWHmsQJMegSY/5Bcr7fgdgZbeThkwEhGR+jgUMImpt6MbR5Jna2ztQHF1o1whp7Tg289HizCDsrYEYy1aNLAsVp5hEnnX/Y3cZJaISI0cCpjENiQvvfTScbeL25588klnjIvG0P6CCvnVGQXforu31j32dB6xmPBAFJU3orfX8ek0o84P0cZg7G8sdurYiIjIPTj0l+2f//yn3L/tWJMnT8YLL7zgjHHRGBLtBMz+eoRbTA4fQ0zTigyTCBo8TUyEGT29VpRU/m97HUezTAyYiIjUSePoCrno6Ojjbhcb5FZUHMlWkGfVLyVHhSoq5q/vbkVzb4dH7qcWEWqCVuODfIWF36KOSQSNrb2Or7gjIiIVBUzx8fH47rvvjrtd3Cb2fyPP0We14kBhpRPql6rlV0/MMImd0UXX7zyFhd/JAREQyyEONZY6bWxEROQeHFpDfuONN+LOO+9ET08PzjrrLHnb2rVrcffdd+PXv/61s8dIoyivvA4dXT1IiQlV3H8p2NcfJq0enig6XHnhd6RsYKmX03KnhaU5bWxEROShAdNdd92Furo63Hrrreju7pa3GQwG/Pa3v8W9997r7DHSKBd8H2lYqSwzlN9SgygPzC4d3fF718FyNLZ0IijQsS7l4nVMDghnHRMRkQo53LhSrIarqanB1q1bkZGRgfr6ejz44IPOHyGNqn0FRxpW6n2VNawsaa9FtAd1+B4sYBKU1jEliQaWTSXsVUZEpDKK1n8HBARg9uzZmDJlCvR6z5yK8Xaiw7ezGlZ6coapv4FlifIGls09HfI1ISIi9XA4rbBz5068++67KC4u7p+Ws/vwww+dMTYaZc1tnSiqasBZpyirtylorYbOR4NwvWc1rDxWlBPqmJJM4fKrmJZLNIU5aWREROSRGaa3334b8+bNQ2ZmJlatWiWLvw8ePIh169bBYrE4f5Q0KvYXVsqvSlfIiYBJbLir9fGshpWDNrAsa0Rfn+MNLP11erlSUOwrR0RE6uHQX7g//vGPeOaZZ/Dpp5/Cz88Pzz33HA4fPozLL78cCQkJzh8ljVrBd4BRj4igAEXHEb2HooyeHyiLOibRwLKsqllxlomF30RE6uJQwJSXl4fzzjtP/lsETG1tbbIQ/Je//CVefPFFZ4+RRsn+/AokR4UoaljZ2N2Ohp52RBs8t37p6AaWGo0P8pxQx5TXUoX23i6njY2IiDwwYAoODkZLS4v8d2xsLA4cOCD/3djYiPb2dueOkEaF1WqTU3LJUcGK+y8J0R7Y4ftYvjotIkNNKFAYMIktUqyw4XBzmdPGRkREHhgwLVy4EGvWrJH/vuyyy/CLX/xCNrO88sorsXjx4pPaxFessgsMDERERASWL1+OrKys/vtFq4I77rgD6enpMBqNcrrv5z//OZqaTrzn13XXXSezJkdfzj77bEd+VNUqqm5Aa0eX4hVyosO3RWdEgM4INXBG4bcIHg0aX+xvLHHauIiIyANXyf3tb39DZ+eR/bJ+97vfwdfXF5s3b8all16K+++/f8TH2bhxI2677TYZNPX29uK+++7D0qVLcejQIZhMJpSXl8vLn//8Z0yaNAlFRUW45ZZb5G3vv//+CY8tAqSVK1f2X2fbg+Prl8REXFKUMwq+Pb9+6ejC7z2HKtDa3o0Afz+HjqHx0SAxIJyF30RE3h4whYT874+sRqPBPffc49CTf/HFFwOuv/zyyzLTtGvXLpnFEv2dPvjgg/77U1NT8dhjj+Hqq6+WAZZON/TwRYAUFRXl0Li8JWCKCTPDX++raB+6orZazAsbD7UQW6TYG1hOS3f89yfZFI5tdbmygaWSGjEiIvLwPkx9fX2ypYBoLSCIDNBFF110wiBmOPaptqMDssEeYzabh32eDRs2yOBL1FuJ/e4effRRhIYOPv3U1dUlL3bNzcpWSXlKw0pR8K1EaXs9emx9iFJB/ZKdJVAPf4OvrGNSFDAFROCLigxUdjZ65IbESnnjOUVE6uZQDZPouTR+/Hhce+21MmgSF/HvcePG9ReAnyyr1So39J0/f77MLA2mtrYWjzzyCG666aZhp+NeffVVuSGw2MJFTP2dc845MsgbqpZK9I+yX+Lj46FmbZ3dctNd5fVLVdDCB5EqmpIT2aDoiADFdUyi8Fvw1vYC3nZOEZH6+dgc2PRq7ty5CA8PxyuvvCIzOEJDQ4Msthb7y4l6ppP1s5/9DJ9//jk2bdqEuLi44+4Xn1B/+MMfyuzTJ598IuumRio/P19O53399deDFqUP9mlYvMHbs1lqsyOrBDc/+z5+/5MfIibM8WDnpdwNcg+5KxPnQ022ZpRgx/5yPH//ubLNgKMe2vcuzoqagl9NPB/extvOKSJSP4fmz/bu3Su3RrEHS4L4t6gvEgXcJ+v222/H6tWr8c033wwaLIkWBiJrJFbTiWzWyQRLQkpKCsLCwpCbmztowCTqnbypKFzULxn1vogKNStuKRDnryxL5a6F313dvaioaUFspFlRA8t9Dd6ZYfK2c4qI1M+hKTkxHVdVdaT/ztGqq6uRljbyfclEcksESyIIEtuqJCcnH/cY8clUrJwTDTJFZslgMJz0eEtLS1FXV4fo6OiT/l411y9pFBQjt/R0oKa7RRX9l44VFR4A8dIo3YhX1DFlt5Sjq6/HaWMjIiIPCphEfYLohySW9otgRFzEv0UNkqgZEkGO/XIioqXA66+/jjfffFNmjyorK+Wlo6NjQLAkOon/5z//kdftjzm6HmnChAky6BJaW1tx1113YevWrSgsLJR1TKIYXQRyy5Ytg7cTQeq+AuUF36KdgKDGgmY/Xx3Cgk1ypZwSyQGR6LVZkdVc4bSxERGRB03JnX/+kZoMsXecfcm0vRTqggsu6L8u7huq0FpYsWKF/Lpo0aIBt4v+SaIeavfu3di2bZu87djMVUFBAZKSkuS/RbNL+wo7rVaLffv2yfoq0Xk8JiZGBl2iWJxTBEBpbRMaWzsUb7ib31oDk1YPs686GlYeKzpcFH4ryzDFGUPgq9HKwu9pwdxjkYjI6wKm9evXO+XJh6s3F4HUSGrSj36M6Aj+5ZdfOmV8aq1fEpRnmKrkdJyPbH+pPmIj3v1ZVWjv7JFtBhyh1WiQyI14iYi8N2D6wQ9+4PyR0JjYX1CJqOBABBgdz7ZZbTYUttVgdmgq1Eo0sBRheGFpAyalHWkR4Hjhd5FTx0ZERB5SwySI2iMx7SWyO6LPkahpEp26yb1l5JUrzi6Vtdejy9qLGBXWL9mFWIww6HWKp+VSTBGo7mpGdeeJ9z8kIiIVZpjEVigvvvgi/P39ZZ3R22+/LRtOitojsXrut7/9rfNHSop1dPcgp6wWVyyarrjgWyMaVurVt0JuQAPL8EAnFH4fyU4daCzBWVHqafBJRORtNI5ml9566y18++23ciPeZ599Fh9++KEs4n7ppZecP0pyisyiKrn/m9IO3yJgCtebZUGzmonCb9FawGo96d6u/YL8TAj1C2AdExGRNwZMopv35MmTZd8k0Rdp1qxZ8vYzzjgDJSUlzh4jOYloJ6D31clNd5XI+77gW+1iIsyy6LuqrlXRcZICIrCPARMRkfcFTKJrttjXTbj//vvlJreC6Jck+imROzesDJartxzV2tMpa3LU2H9psAyTkK9wXzlRx3S4uQzd1l4njYyIiMaaQ385r7nmGtnjSLj33nsRFHQk2yCKvx3ZGoXGqGFlfjmSFW+4+33DSoP6M0x6Px3Cg/2VF34HRKDH2oes5nKnjY2IiDyg6Ft0+h5qA11xIfdTVtuE+pYOpCpuWFktG1Za/PzhDaIjApGrMMMk9tuzN7CcGsQGlkREXhMwHV3LJLpsC+np6QgPD3fWuGgU6pcE5QXflapuWDkaDSx1Gu2RBpZiI94jzemJiMgbpuRErdL1118vtx1ZuHChvIh/33DDDWhvb3f+KEmxjLwKRIUoa1gpVtgVtNV6Rf3S0QGTWCNXoHAjXlHHlNFYNKLO9UREpJKA6Ve/+pWsV/rkk09kLZO4fPzxx/K2X//6184fJSmWkV+GFIUNK8s7GmThspobVh4r2GyEUa9TPC2XEhCJ2q4WVLGBJRGR90zJffDBB3j//fcHbJp77rnnyn3cxIa89k11yT20d3Yjt6wOcyYkKjpOXksltKJhpcF7GjDKBpYRgcgrdk4DS1HHFOUFLRmIiNTGoQyTmHaLjIw87nbRXoBTcu7nQGGl3P8tNUb5CrkIgwU6H3U3rDxWbIRZcQNLs69Rvnb7GrmvHBGR1wRMc+fOxUMPPYTOzs7+2zo6OvCHP/xB3kfu139JFCyLGiYlclurvGo67ug6pq7uXpRXNys6TrKoYxKF30RE5B1Tcs899xyWLVuGuLg4TJ9+ZF+yjIwM6PV6fPXVV84eIym0N0/UL4VC4+P4yrbG7nbUd7diXth4eJuo8ABoND7ILapHnIL94FIDIvB28WZ09HbDqPNz6hiJiMgNM0xTpkxBTk6O7Md0yimnyMsTTzyB3NxcuWUKuQ8xjSQyTEqn4/JaK+VXb8ww+eq0iAw1OaXwW0yNHmzi9kFERF4RMNXV1cHf3x833ngjfvGLX8BkMsl+TDt37nT+CEmRvIo6tHZ2Kw+YWqoQ5OuPAJ0B3khMy+UW1Sk6hmjH4K/1k+0FiIhIxQHT/v37kZSUJIu7J0yYgL179+K0007DM888gxdffBFnnnkmPvroo9EbLZ20jLwyORWXrLClQG6L2HDX+7JLR2/EW9fYgcbmDoePIf8/BIg6JgZMRESqDpjuvvtuTJ06Fd98841sKXD++efjvPPOQ1NTExoaGnDzzTfLqTlyH3vzypEQEQS9r+NN3bv6elHaXueV03F2sZFm+VX5vnKRsrVAn83qpJEREZHbBUw7duzAY489hvnz5+PPf/4zysvLceutt0Kj0cjLHXfcgcOHD4/eaOmk7cktUzwdV9BaDStsXh0wBfj7IchsQI7Cabm0gEi09XYhv7XKaWMjIiI3C5jq6+sRFRUl/x0QECBrl4KD//dHVPy7paXF+aMkh1Q3tqKivgVpsWGKC74NGl+E6pW1JVBDHVNOobKAKckUAa2PhtNyKtVj7UVLTwd6+npdPRQicnXRt+h8fKLrJ0Ossps9ezYCAwNlXdTy5cv7N/O1B2giayU29hVdxBMSEvDzn/9cTgGeiNiv68EHH0R0dLT8viVLlshVfd6YXRLSYpQFTLktRzbc1XjJhrtDiYs0o6SyCZ1dPQ4fw0+rQ4J/GPY2FDp1bORanX09cmHEnw99ijt3vYKnD3+G/JYqdPU5/rtCRO7lpAtbrrvuOtlvSRCNK2+55RaZaRK6urpO6lhi77nbbrtNBk29vb247777sHTpUhw6dEgeU0z5iYuY/ps0aRKKiork84nbxNYsQ3nqqafw/PPP45VXXkFycjIeeOAB2TdKHNdgMHhVwBQZFACLyaBow13R4Xt2aCq8nahjEnvnijqmyeOObHXiiNSASOypL5SBvZIPHOQeeq192FmXh9/sfk1OXQuiTu2j0h14euY1mBOWBo2PQwuSiciN+NhOYvv0n/70pyN63MqVKx0aTE1Njcw0iUBq4cKFgz7mvffew9VXX422tjbodMfHe+LHiYmJkZsA/+Y3v5G3iYyU2Mrl5ZdfxhVXXDHsOJqbm2GxWOT3mc1Hin090Y8ffQ3hQQG4bumpDh+jqLUWjx/6CD9OmItYo7KVdp5O/G6teGsHzjo9GRctmejwccR03Au5a/DxD+7ympWHajmnBlPV0YirN/8VTT3Hr6AM9jPhtXm3y21xiMiLMkyOBkIjZZ9qCwkZ+g+z/Q13sGBJKCgoQGVlpZyGsxNv1HPmzMGWLVsGDZhEZuzo7Jh4c/d0Le2dyC2vxbzJSYqOk9taCR00XrXh7lBENigmMhDZCuuYUgOP7MMoskzRseoMmNR4Tg1FdMAfLFgSGrrbUN/VyoCJSAXcJk9stVpx5513yhV4opP4YGpra/HII4/gpptuGvI4IlgSjt0cWFy33zdYLZUIquyX+Ph4qKGdgMgdjlNY8J3TXIEoY5DXbbh7ojqmgtIG9PT2OXwM0fxTrDhUcx2TGs+poYju7Sdi+36ajog8m9sETKKW6cCBA3j77bcHvV98QhU9n0Qt0+9//3unPve9994rM1f2S0lJiSrql4ICjAi3HKkvc3QKShR8e/tU3NHioszo6bWiqPzECw9GVMfUUAC1UuM5NZRQfQBM2iN1nccK1BkQ7Bcw5mMiIpUGTLfffjtWr16N9evXyw19jyVaFZx99tlyNd2qVavg6+s75LHsbQ+qqgb2uRHX7fcdSxSxi2m+oy+ebldOGdJiQhUVFVd2NqG1rwtx/gyY7CJCAuDnq0VOQa2i44wLjEZRW62crlEjNZ5TQwnVm/HbyRcNet+9k5cj3MvbcRCphUsDJpHBEMGSCILWrVsnV7QNllkSK+f8/PzwySefDLvKTRxDBEZr164dcIxt27Zh7ty58AYdXT3ILK7C+LhwxdNxopWAtxQmj4RG4yP7MWUVKKtjGhd4JHhXc5bJW/hqtFgQPgErT/+Z/BrvH4qFERPx8txbMTc8HVoNp7OJ1MDx/TKcNA335ptv4uOPP5bZI3uNkah5EP2T7MFSe3s7Xn/9dXndXjwaHh4OrfbIG5HY107UTFx88cUyoyJqoR599FGMGzeuv62AWDkn+jx5g3355ejts2K80vqllgpZ7O2ncemviduJj7Jg+/5S9PVZodU69pkjyM+ECL0Zu+sLsDhqqtPHSGMrwNeAyUHxeHT65bInk0HrB3/d4NN0ROSZXPqXcMWKFfKr2Jfu2NV4ot/T7t27ZWZISEtLO241nNgIWBDNLo9uZin2vBNtB0RxeGNjIxYsWIAvvvjCa3owiem4QKMe0aFmRdm/7OYKjDdHO3Vsaqlj+nZXH4ormpAc53j2LS0wSgZMpB7+OoO8EJH6uDRgGq4FlAikRtIm6tjHiCzTww8/LC/eaEd2iVwdp6R+qbqzGU29HYgzKtuHTo2iwgLgq9Mgu6BWUcA0PjAam2uz0djdJjNORETkvtyi6Jucp6O7BwcLKzE+Xln9UnbLkfqlGH/WLx1LTMPFRJhxOF954bewh1kmIiK3x4BJZfblHalfSldY8J3dXC7rl/SaoVckerP4aDNyiuplHZOjQvQBCNebsbM+36ljIyIi52PApDI7s0th9tcjRmH9UlZzBdsJnEBCtAVd3b0oKm9UvFpuZx0DJiIid8eASWW2Z4n6pXDF/ZeaezsQ769slZ2aRYYd6cektL1AujkGBW3Vqu3HRESkFgyYVKStsxsHiyoxISFC0XGymsqgFfVL7L80JK1GI7dJOZxXo+g46YEx8usuTssREbk1BkwqsjunFFarDRMUFnwfbi6XzSrZf+nE4qMtyCmqU7SvnMXPX77WO+rynDo2IiJyLgZMKpuOCwn0R0RQgKKNRMUKuXjWLw0rIcYi95XLL2lQdBzRXmB7Xa7TxkVERM7HgElFtmUWyeySkvql4rZatPd1I8GkLEvlDSJCTDAadMhUOC03wRyD8o4GlLXXO21sRETkXAyYVKKuuQ255XWYmBCp6DhZzeXw89EhyhDktLGplQhMxWq5Q7k1ijNMPvDhtBwRkRtjwKQS2w+XyK9KC74PNZUizj8YWh/+aoxEYkwQCssa0N7R4/AxxJ5jSaZwbKvNcerYiIjIefhXUSW2ZhYhPtwCi8nxfay6+3qR11LF6biTDJjEzjyHC5RlmSZaYrGjPg99NscbYRIR0ehhwKQCotHk5kOFiqfjcloq0QurzHbQyFgCDQixGBVPy000x6K5p0NOiRIRkfthwKQConaprrkdkxKVBUwHm0ph1hkRzI1gTzrLdCC7akQbRQ8l2RQBg9YXW2qynTo2IiJyDgZMKrD5YCH8dFqMi1XWmftQUwkSTWGyAJlGLikuCHWNHaiqa1PUCFOslttSy4CJiMgdMWBSge8OFiA9Phy+Oq3Dx6jtbJFbonA67uTFR1mg1fjILJMSk8zxONBYIqfmiIjIvTBgUsF2KHvzyjE5MUrRcQ42lUADHyRw/7iTJvaUi4syY7/CgGmyJQ5W2NjEkojIDTFg8nDbDxejt8+KKcnKAiaR2Yg1BkOv9XXa2LxJclwwsgvq0NXd6/AxQvQBcv++zTVZTh0bEREpx4DJw206WICokEBF26H09PXK1VlJAcp6OHmzlPgQGbgezq9VdJwplnh8V5MFK9sLEBG5FQZMHkysyvp2fwGmJCnLLmW1VKDb1odkBkwOCzYbEGQ2YF+W0mm5eDR0t8kNkImIyH0wYPJgmcXVqG1qw7SUaEXH2d9QDIuvP0L9HM9SeTuxTUpqfDD2Ha5U1F4gNTASJq0e31ZnOnV8RESkDAMmD/bN/nz4632RFuN4obb4476vqQgppgi2E1AoNT4EjS2dKK5ocvgYYkuaSZY4fMOAiYjIrbg0YHr88ccxe/ZsBAYGIiIiAsuXL0dW1sCC1xdffBGLFi2C2WyWn+IbGxuHPe7vf/97+dijLxMmTIDabMjIxeSkKOi0jv9vLGmrQ0N3O1I4HadYbJQZBr0OezMrFR1nWlCC7Lpe0dHgtLEREZEHB0wbN27Ebbfdhq1bt2LNmjXo6enB0qVL0db2vwaA7e3tOPvss3Hfffed1LEnT56MioqK/sumTZugJuV1TcgurcWM1BhFx8loLIJB44s4/1Cnjc1bieaTYrXc3kMVio4zOSheZpqYZSIich86Vz75F198MeD6yy+/LDNNu3btwsKFC+Vtd955p/y6YcOGkzq2TqdDVJSyYmh3tn5vnswsiQyTEnsbCpFsCpd/oEm5tIQQfLo+CzX1bQgPcWyLGaPWT3b93lB1ED9OnOf0MRIR0clzq7+STU1Haj9CQkIUHysnJwcxMTFISUnBVVddheLi4iEf29XVhebm5gEXd7d2T47cbNeod7xvUlVHE8o6GpAWqN7AcqyJDJMIZHcrzDKdEpyEPfWFaOhuhSfyxHOKiMgjAiar1SqzSfPnz8eUKVMUHWvOnDkyWyUyWCtWrEBBQQHOOOMMtLS0DFlLZbFY+i/x8fFwZ2JlXEZ+OWaOi1WcXfLz0SLJxPolZ3b9TooNwq4DytoCTAtKhFhrt7HKM6flPO2cIiLymIBJ1DIdOHAAb7/9tuJjnXPOObjsssswbdo0LFu2DP/9739lsfi777476OPvvfdemd2yX0pKSuDO1u3NlSvapitsJ7CrPh+JpnD4ahzfg46ONz4pFAWlDahvdHxPOLOvEeMCo7C2cj88kaedU0REHhEw3X777Vi9ejXWr1+PuLg4px8/KCgI48ePR27u4Ht06fV6uQrv6Is7+2pXFiYmRCDAqHf4GDWdzShur8N4s7Kgi46XmhACrVaDXQeVZZlmhiRjR30eGrv/twjCU3jaOUVE5NYBk+gBJIKlVatWYd26dUhOTh6V52ltbUVeXh6ioz0/OKhpasWe3DLMGq8ssNxVly+n45I5Hed0ej8dkmODsGN/qaLjzAhOguiBub7qoNPGRkREHhgwiWm4119/HW+++absxVRZWSkvHR3/m8oQ1/fu3dufHdq/f7+8Xl9f3/+YxYsX429/+1v/9d/85jeyZUFhYSE2b96Miy++GFqtFldeeSU83Vc7s6Hx0WBGmrL6JZG5EFuh+GlculBStSakhKGgtFGulnOU2ddfrpb7sjzDqWMjIiIPC5hEQbaobxCNKUX2x3555513+h/zwgsvYMaMGbjxxhvlddFuQFz/5JNP+h8jske1tf/b9LS0tFQGR+np6bj88ssRGhoqez2Fh4fD032+4zCmJkfBZPBz+Bjl7fVydZz4Y0yjtxmvr06DbRnKskynhqRiT0MBqjod7x5ORETKuTS9MJI9t0TXbnE5EZFJOpozCsfdUWFlPQ4VVeGm805XdJxttbkwan2RZPL8ANKdV8ulJYZia0Ypzls0Xnabd3Ra7u3i7/BVRQZ+knykNxkREXlp0TeNzGfbMuXecUpWx1ltNmyry0V6YAy0PlwdN5omp4WjqrYVhWXDb+czFKPOD9ODEvFZ2W5Fm/oSEZEyDJg8RJ/VitXbMmWxt6/O8UDncHMZGnvaMdGsrAaKhpcQHYQAfz9s3j1009SRmBM6Dvmt1TjcrGzVHREROY4Bk4fYkVWCqoYWzJ+cpOg439VkIcwvEFHGIKeNjQan0fhgcloEtu0rRXdPn8PHmWiJRZCvP1aX7XLq+IiIaOQYMHmIVZv2IybUjOQox7eNae3pREZ9ESZbYmXjSxp9U8ZFoKOzF7sV9GQS+/yJLNPn5XvR2dft1PEREdHIMGDyAPXN7VifkYcFU5IdLh4WttbmwAYbJlm4TcVYCbYYkRBtwTc7ihQdZ354Olp7O/F15QGnjY2IiEaOAZMH+HjLAZkPOn1igqJi72+qM+VGu0at4y0J6ORNS49ETlEdyqsd34A23GCWdWcfFG9z6tiIiGhkGDB5QLH3uxv3YXZ6vKKtUESxd3VXM04JVlYDRSdvXGIoTEZfrN9WoOg4CyMm4mBTCTKbypw2NiIiGhkGTG5u4758Wey9aHqqouOsrzyICL0ZMcZgp42NRkbsKzc1PRKbd5egvaPH4eNMDUpAqF8A3i3a7NTxERHR8Bgwubk3vt6FtJgwJCko9q7qaML+phKZXWKxt2ucMiEavX1WbNpVpKj4e2HEJHxVsQ+1XS1OHR8REZ0YAyY3dqCwEnvyyrF4Zpqi43xduR8mrZ5bobiQ6Mc0MTUcX2/Ok4GToxaEp8vA6d2iLU4dHxERnRgDJjf28pc7EBkcgBmpjjeZbOpux5babLnFho6dvV3q1CkxaGjuxHYF+8v56/Ryxdz7xVvlqjkiIhobDJjcVF55LdZn5GLprHTZAFFJdknjo8G0IMdX2JFzhAebkJoQjP9+kwOr1fFtThZHTUVHXzdXzBERjSEGTG7q359vQ0igP+ZOSnT4GM3dHdhYlYlTgpJgYCsBt3D69Hi5v9zOA46vdAv2M2Fe2Hi8XvAt2nu7nDo+IiIaHAMmN5RdWoOvdmXjnNkToNM6/r/oy4oMiBrvWSHJTh0fOS46PBApccH4eO1h9CmoZVoWPR1tvZ14h7VMRERjggGTG/r7x98hzGzCPAX7xtV3tWJj9SHMCk5mo0o3M39WAqrr2vCdgk15Q/WBWBA+Aa8WbERjd7tTx0dERMdjwOSGm+x+e6AAy+dPUZRd+qhkJ/QaX8wKSXHq+Ei5yNAATEwNk1mmzq5eh49zTswM9NmseClvnVPHR0REx2PA5EbEcvM/vbsBKdGhOHV8nMPHyW+txvb6XMwLHw8/jc6pYyTnWDArUTax/O/GbIePYfY1YlnUdLxXvBUFrdVOHR8REQ3EgMmNvLtxr1wdd8Wi6Q5vsiu2UnmrYBMi9RZMtjgedNHosgQYMHtqLL76LhcVNY43oVwcNUV2/37q0Mew2RxfeUdERCfGgMlNVNa34O+fbMbCaSmKunqvrz6I0o56LI6cDA3/97q106bFItCkx+sfZzjcZsBXo8OPE+dhV30BPivf4/QxEhHREfyL6gZEZuCR19fA4KvDxfOnKNoC5ZOSnXILlCjuGef2fHVaLJ2XiuzCOmzcUejwcSZZ4nBaaCqezlyNms5mp46RiIjcIGB6/PHHMXv2bAQGBiIiIgLLly9HVlbWgMe8+OKLWLRoEcxms5ymamxsHNGx//73vyMpKQkGgwFz5szB9u3b4a7e2ZiBLZlFuHrJTPgb/ByeiluZtwEm0Qk6LN3pY6TRkRAThOkTovDe5wcUTc1dljAXOh8NHt7/Pqw2x9sVEA1HZENrGlvlpuDN7ew2T97DpQHTxo0bcdttt2Hr1q1Ys2YNenp6sHTpUrS1tfU/pr29HWeffTbuu+++ER/3nXfewa9+9Ss89NBD2L17N6ZPn45ly5ahutr9CmMPl1TjmQ++wZmnpGJqcrTDx/modAdK2mtxdvQpLPT2MD+YnSSn5v751g50dTu2ai5AZ8BPkhdiW10uXiv41uljJBJqmlrxxrrduOqJN3HB/S/hrn+uxqGiKnR297h6aESjzsfmRpWiNTU1MtMkAqmFCxcOuG/Dhg0488wz0dDQgKCgoBMeR2SURObqb3/7m7xutVoRHx+PO+64A/fcc8+w42hubobFYkFTU5PMbI2WxtYOXPX4m/Dz1eLuyxfJKRpH7KrPx79y1+EH4RPZRsBD1dS34Y3V+zBrUjRuuGyWw0X/H5fuwFcV+/DcqddhTtg4uIuxOqdo9NS3tOP3r3yJTQcHTh9rfHzw719fhlMU7HlJ5AncqoZJvJkKISGOFz13d3dj165dWLJkSf9tGo1GXt+yxX26Inf19OLXL3yC1o4u3HL+6Q4HS4Wt1XglbyMmBMZgJjt6e6zwEBPOXpCGbfvK8NkGx1sNXBA7CxMtsbhn75vIb61y6hjJu4mFKccGS4LVZsMTb69HQwsbqJK6uU3AJLJAd955J+bPn48pUxwvfK6trUVfXx8iIyMH3C6uV1ZWDvo9XV1d8hPw0ZfR7rd033/+iwNFVbj1wrkINZscOk5FRyP+mvUlwg1m/DB6GnzEPijksSakhGPejHjZ0PIbB4vAxUbLN6SchSBfE+7YsRIVHQ1whbE+p2hsmuqeaDun1s7uMR0PkdcGTKKW6cCBA3j77bddUnwupgvsFzF9N1p6evtw30v/xTf783HzeXOQGhPm0HHKOxrwTOZq+Gv9cGHsqfD1cSxDRe5l7inxmDExWrYa+HZnkUPHMOr8cPv4ZfLft2z/N8rbG1R9TtHYCDAOvSBFp9FAq+EHNlI3twiYbr/9dqxevRrr169HXJyyZothYWHQarWoqho4HSGuR0VFDfo99957r5wOtF9KSob+JKWEmH678x8fY0NGHm4673RMS4lx6Di5LZX4y6HV0Gt9cWnCHO4VpyKidums05PlyrlXP9orO4E7UmYY5GfCnennotfah/+37QVkN5djLI3VOUVj57T0BFmvNJgfzhqHoAD/MR8TkdcETOIPgQiWVq1ahXXr1iE5WXkNjp+fH2bNmoW1a9cOmO4T1+fOnTvo9+j1elmIevTF2Qor63HtU29jb3457lg+HzPSYh16vb6tPoxnMj9DiJ8JP4o/Hf5avdPHSq4PmhbPTZHZplVrMvGf93Y5tHouRB+AX088X7aa+H9b/4k1FfswVsbinKKxFWbxx4M/+eFxt8eEmnHbhfPhr/d1ybiIxorO1dNwb775Jj7++GPZi8leYyRS+EajUf5b3CYuubm58vr+/fvlYxMSEvqLwxcvXoyLL75YBl+CaClw7bXX4tRTT8Vpp52GZ599VrYq+OlPf+qSniUffrcfz7y/EUEBRtxzxZmIDjn5Px4tPR14u3AzdjUUYJolAWdGToKW03CqDprmz0xAiMUot08pLGuUq+eS406uIanF1x+/TD8PbxRtwu8y3saW2mz8asL5CPA1jNrYSZ2Mej8snjEOU5Ki8MWOLFTUN+MH01JkO5TI4EBXD49I3W0Fhlo6vXLlSlx33XXy37///e/xhz/84YSPEQ0qxb/FY+1ES4E//elPMtg65ZRT8Pzzz8t2A2O5BFr0J/nzexuwN68cC6Yk4/IfTIfBT3fSDSm/q8nCx6U7YYUVZ0VOQXqgY1N55JnqGtvx+Tc5qKptxQ/mJOHCsybIvk0nQ5zmm2uz8X7xVplxuiP9HJwdM10WiY8FthUgIk/nVn2Y3IXSN/f9BRV45audWLc3V6arr1h0CiYkRJzUMXr6erG9Pg9flO9FTVcLJllicUb4RJg4BeeVRKZy96FybNl7pBbozDnJOGtuCoLNRzKxI1Xf1YoPSrZhd0MBUgIicF3KIrmBr9iTbjQxYCIiT8eAyUlv7mKbgLV7cvDp1kPIKqlBRFAAzjltAk6fmACtZmSf4kU/k4LWauysy8P2ujy093UhNSASp4eNQ4TeovCnIjXo6OzBjv1l2Hu4Er29VkxNj5S1TpPHRcCgH3nQI3o0ic16DzWVynq4c2NmYkn0VEw0xzrcNPNEGDARkadjwKTgzX1bZpFs5Lb9cDFyymplYDQ1OQoLpiRhSlI0NCNYZtvV14tttTnIaalAZlMZWvu6EKDVI90SI2uVgv0CnPzTkRqIIvBDuTU4mFuNytpW6LQapCWGID05DLOnxiIyLGDE7Sm+rc6U3eJbejsR6heA08LGySao58Q4b5sdBkxE5OkYMA1CvKmL7VfEUuih3txF88kl962U/z51XCwmxofLi/EkV4psb8jFO+XbEelnRqwxGInGMETqLRiFD/mkUk0tXSgsa0JJRTOKypsxOS0MN15+ykkdo89mRUF7DTJbynG4tRxVXc34Q/olmB86/oTfJxZgjCQjNZJziohGfk7R2GPANIjS0tLhG+1pNJhx05/lPzsbHN+CQhugh29wAGw9fQ4fg8jOp0sPa2Ar+tIc73ukMfhCH2FB7mOr0LDp8AkfO9KM0YjOKSJiFtaNMWAahOjbVF5erupIX0yRiD9g/MQ/Orzl9R3pOeIN55Qzecvvjyu562us5BwRq8UbGxvx0UcfDdjUXmxcbzKZ8NVXX8mpcfLAPkzuSmzWq7TjuKdgU8HRxdfX+84pZ+Lvz+hT82ssgqWzzjpL9jVksKSSrVGIiIjIecRG9KKps+i6v2bNmv5g6emnn8bUqVNlxklk2G699Va0trbK+zZs2CCzW0Nd7DZt2oQzzjhDBmLiGD//+c9lc2g70Rvx2O/9zW9+03//ihUrkJqaKnfmSE9Px2uvvYajiceLx5xzzjnyOVJSUvD+++/3319YWCgfs3fv3v7bHnjgAXmbaFRtd/jwYfzwhz+UP7t9HKKW0lEMmIiIiFSkrq4OS5YsgU6nk8HS0UGCyPaKRs4HDx7EK6+8Irclu/vuu+V98+bNQ0VFhbx88MEH8jb79YqKCnk9Ly8PZ599Ni699FLs27cP77zzjgyg7Dtt2D388MMDvvehhx6St4ut0H7xi1/g17/+NQ4cOICbb75Z7sIh9pI9mgiAxHNkZGTgqquuwhVXXIHMzMwhayRFoGTfIcTu+uuvR09PD7777js5hqODKYeIGibyPp2dnbaHHnpIfiXn4+tLSvD3Z/Sp8TW+9tprbQsXLrSdcsopNl9fX9vpp59u6+3tPeH3vPfee7bQ0NDjbl+/fr2obz7u9htuuMF20003Dbjt22+/tWk0GltHR4e8npiYaHvmmWcGfb558+bZbrzxxgG3XXbZZbZzzz23/7p43ltuuWXAY+bMmWP72c9+Jv9dUFAgH7Nnzx55/ZprrpHjOvZ5jUaj7Y033ui/vnLlSpvFYrE5ihkmLyXStGIrGfGVnI+vLynB35/Rp9bX+JtvvpGLLMR0ldiD9amnnhpw/9dffy2n6mJjY2WB+U9+8hOZkWpvbx/R8TMyMvDyyy8jICCg/7Js2TL5nAUFBcN+v8gSzZ8/f8Bt4vqx2aO5c+ced32wDNPu3btl1uqRRx457r7k5GR530h/tuGw6JuIiEglRL3P2rVrERYWhn/84x+4+uqrcd5552HatGmy9uf888/Hz372Mzz22GNyA3sxnXbDDTegu7sb/v7+wx6/tbVVTqOJuqVjJSQkYKyJqT1RHxUdHX3cff/5z39w7bXXysBQTNf19vbCYHB843FmmIiIiFRCFHSLYEm47LLLcMkll+Caa66RAdGuXbtkJugvf/kLTj/9dIwfP162+zgZM2fOxKFDh5CWlnbcRRRxD2fixImypuho4vqkSZMG3LZ169bjrovvPdonn3yC7OzsAQXlRxM/44UXXohTTz0Ve/bskXVVSjDDREREpFJ///vfMWXKFPzhD3/A5ZdfLoug//rXv+KCCy6QgcoLL7xwUsf77W9/KwMRUeT9//7f/5Or7UQAJYrL//a3vw37/XfddZccx4wZM2Rh+qeffooPP/xQThUe7b333pOBzoIFC/DGG29g+/btMmN0NDHdKH6WoTJjonBdTB+KQFFkvyIiIqAEM0xEREQqJabd/vWvf+HJJ59EZ2enbCsg/i2CKBGIPP744yd1vGnTpmHjxo0ysyNaC4jA58EHH0RMTMyIvn/58uV47rnn8Oc//xmTJ0/GP//5T6xcuRKLFi0a8DgR4L399tvy+V599VW89dZbx2WhRFZLTLkNRoxPBHRvvvmm06YK2el7EOIlaWlpYVdiIifhOUVEIyXeI0Sxtgiu3AkzTIMQb+yi0ZX4SkTK8ZwiIk/HgImIiIhoGCz6JiIiIrdhc9NKIWaYiIiIiIbBgImIiIhIjQGTKBy98847kZiYKLt3ig0Dd+zY0X//ddddd9xOyWKzQFJv+ramsRXldU2obTqy6zYRERG8vYZJ9FYQuxy/9tprsvfD66+/LhtgieZZYn8cQQRIoreDndr2C6Ij6lvasW5PDv71322oaWpDTKgZt144D/MmJSEoYODO1URERF6TYero6JDdO0WHz4ULF8rGVWIDRfF1xYoVAwKkqKio/ktwcLBLx03O197ZjVe/2ok/vrVOBktCeV0z7l/5BT7ZchDdPX2uHiIREamExwVMYvO8vr6+4zbQE1NzYhNBuw0bNsg26Onp6XKjQbEbM6kvu/TGut2D3vfC6i2obeb0HBEReemUnOgUPHfuXDzyyCNyI77IyEjZMn3Lli0yy2SfjhMbDiYnJyMvLw/33XcfzjnnHPkYrVZ73DG7urrkxa65uXlMfyZyjMgq9VkHX37a2d2LxtZOxIRaxnxcxHOKiNTH4wImQdQuXX/99bJeSQRAYvfkK6+8Um6wJ1xxxRUDdm4We9GkpqbKrNPixYuPO57YS0fsW0OexeB34l9fP93xwTGNDZ5TI1PWXo9X8zdiU00WWno6EG8KxbkxM/CjhNOh1/pCLTLyy+X0+e7cMvT2WZEeH47LFk7H0lnjuVUOjYhIeIiNeEVC5LPPPoMrePRecm1tbfKTa3R0NH784x+jtbV1yBcyPDwcjz76KG6++eYRfRqOj49HU1MTzGbzqP4M5Ljqxlb85Ik3++uXjpYcFYJ//fJHCDGbXDI2b8dzanhflmfg0QMfwKj1w6mhqQjy9UdRWy12NxQgwT8MT8+6BrH+IfBkVqsNf//kO6z8cgdiwyyYmRYLX50WmcVVyCyuxhlTU/DH68+ByeDn6qHSCDW3dcpyiJaOLgQa9QgJ9IfZNLBEZrQWewUEBOA///kPsrKyRrzZrzN5dMBk19DQIKffRCH4TTfddNz9paWlcrfijz76CBdeeOGwxxNv7mLfK765uzfxq3uouAo3P/M+2rt6+m8PMhnwr19dhtSYMJeOj/6H59RAn5buwiMHPsCc0DRckTgfhqOySSLr9GLu17DChn/PuQUx/sEee34+8fY6vP/NPly8YCqWnjoemqOySRl55Xjpyx0YFxuGFb+4FEY/9WTU1KqyvgWPvP4VtmQW9982d2IiHrj6h4gKCRy15xXJEJEY2blzJx566CE5ayRKbcaaRwZMX375pTwZRUF3bm4u7rrrLlkE/u2338pPtWIq4NJLL5Wr40QN09133y17N+3fv39E7QX45u45+qxWVNW3yFR/TlktJidGYmpKNKJD+P/NnfCc+p899QX42Y5/Y15YOv4vcf6gU1JNPe14OnM1TDoDXp57K4w6z8vAvLluN/783kZc88NZWDAledDHFFTW4+n3N2LR9FT88fpzOT3n5pmle//z2YBg6eig6fEbzh21TNNLL70kV8GLfourV6+WfRhzcnLG/PfF41bJCeJN97bbbsOECRNwzTXXyHlNEUT5+vrKmqZ9+/bJTNL48eNxww03YNasWTKYYi8m9dFqNIgJs+D80yfhl5cuxNJT0xkskdtq7enE/RnvIDUgElckzhvyDd/i649bxv0Q5R31eDbrv/A02aU1ePbDb7Fk5rghgyX71Pm1PzwVX+7MxidbDo3pGOnk1Le0DxosCVsyi+T9o0VMw1199dXy36KGScQAGzduxFjzyKLvyy+/XF4GI9oLiOCJiMjd/CPnS1ncfWf6udD6nPjzarQxGMvjTsM7xZtxdvR0zAgZOvBwt7qlh19fg8jgQFw8f8qwjz81PR77Cyrxl/c34owpyQgx+4/JOOnktHT8ryZxMK3D3O8oUa+0fft2rFq1Sl7X6XSyZlkEUYsWLcJY8sgMExGRp8lrqcSHxdtxfuxMhOgDRvQ9CyMmIskUjr9krobVZoUnWL3tEA4VVeH/zpohC7xH4kc/mCbLLFas3jzq4yPHBBpPPEMTMMz9jhKBkei/KIq8RbAkLmJ6TjSwFpmmscSAiYhoDPwj+yuE6QPxg4hJI/4eUST9o/g5yG6pwNeV++Huunt6seKTzZg1Lk4Wc5/MH+NzT5uAVd8dQHF1w6iOkRwTEugva5UGI24X9zubCJReffVV/OUvf8HevXv7LxkZGTKAEj0YxxIDJiKiUZbVXI5vaw7LHks6zcn1B0sNjMJkSzz+nbvO7bNMn2w9JNt9XDh35EGhnSj8Nvsb8O/Pt43K2EgZs8kgV8MdGzSJ6w/+5IejUvAtCrzFKnhRizxlypQBF7GwS2SfxpJH1jAREXmS1/K/kdkl0W/JEedET8efD6/GdzVZOCNiItx1xeqra3Zi5rg4RIee/MILMX33w5nj8OGmA7jtwvmyBorcS1RIoFwNJwq8Rc1SwCj3YRIB0ZIlS+QK22OJgEm0EhKLvESbgbHADBMR0Siq7mzC11X7cWbk5GELvU+UZUoJiMBbhd/BXW06UIDSmib8cNY4h49xxtRk+Plq8d43+5w6NnIes8mApKgQTEmOll9Hs2nlp59+OmQz6tNOO03WvY1VsCQwYCIiGkUfleyAn48Oc8PGKzqOqH3aWZ+PwtZquKN3N2TINgEp0aEOH8Pg5yuneD7ctF/WQxG5EwZMRESjpM9mxcelO+RUnNgCRYkZwckI0BnwcelOuJvyuiZsPVwkM0RKLZyWgsbWDmzYl+eUsRE5CwMmIqJRsr02FzVdLZivMLsk+Gq0OC00Df8t34Neax/cyeqtmdD76nDq+HjFx4oJNSM1OhSfbGYjS3IvDJiIiEaJCG6iDcFINIU75Xinh41DQ3cbttbmwF2IOhLRe0lsrGvwc846otMnJWJrZhFqB9lYm8hVGDAREY2Cjt5ubKw6hNmhKU7b8yrOGIIYYzC+qsiAuxBNKkWx92kTEpx2zFPHx8nX7Ovd2U47JpFSDJiIiEbBd7VZ6LT24NQQx1oJDEYEEbNCUrCxOhOdfT1wB1/tyobZX4/0eOdk0QSTwQ+TkyLxxc4spx2TSCkGTEREo2Bd5QEk+Ich3ODczaBnBiejo68b29xgWk5Mx63ZnY0ZabFyI2xnEt3C9+VXoKax1anHJXIUAyYiIifr6uuRTSZPCR58KwklooxBclpufdVBuNrhkmpU1rfIgMnZpqVEQ6vxwfoMrpYj98CAiYjIyXbV58ss0PTgpFE5/rSgBGyqOezy1XIb9+XDX++L8XHOm447elpOHHcjAyZyEwyYiIic7JvqTITrzYg2BI3K8acFJaK5pwP7G4vhSiKYmZwUBZ12dP6UiCzTjuwStHV2j8rxiU4GAyYiIifX9YjpuCmWeKetjjuWaFMQqDNic43rVpGJ2qKs0hoZ1IyWacnR6O2zYvth1waG5DrXXXedPI/sl9DQUJx99tlyD7mxxoCJiMiJ8lurUdXZhClByps4DkXj44NJljg5Lecq3x0qlOOYnBg5as8RHhQgN3wV+9SRe2jubkdhaw0ONJagqLVGXh9tIkCqqKiQl7Vr10Kn0+H888/HWHNOlzEiIpK21mbLrtzjAqNG9XkmW+LwUv561HY2I8zJK/FGYsvBQiRFBcsd60eTCMg2HyqSmbvRytjRyFR1NOGxAx9ia93/VmieHjoOv5tyCSKNllF7Xr1ej6ioI+eT+HrPPffgjDPOQE1NDcLDnV8/NxRmmIiInEh04R4XGA1fzeh+Hp1gjoEIH7bV5WKs9Vmt2Ha4GJMSRi+7ZDcpMRJVDS0oqmoY9eeioTV3tx8XLAniurh9LDJNQmtrK15//XWkpaXJ6bmxxICJiMiJ7QT2NBRiojlm1J8r0NeIeP8wbHdBwJRVUo3m9i5MHMXpODuxUk70eNrKOiaXqhdb8hwTLNmJ28X9o2X16tUICAiQl8DAQHzyySd45513oHFy76/hMGAiInISUdfRbe1Futn5fYkGk26Olhv8iumqsbT9cIncbDc5KmTUn0s8T2p0CAu/Xay1t1PR/UqceeaZ2Lt3r7xs374dy5YtwznnnIOioiKMJQZMREROsrM+DwE6A2KNox9ICOnmGNR1t6KwrQZjaXtWMcbFho1aO4FjpcdHYGd2qZwKJNcI0BkU3a+EyWSSU3DiMnv2bPz73/9GW1sb/vWvf2EsMWAiInKSnXX5sthbrB4bC6kBUdD6aLC7fuxWkfX09WFvbrlT944bzoT4cLR2dCGnrHbMnpMGCvEzyQLvwYjbxf1jRRT/i+m4jo4OjCUGTERETtDZ141DTaUYHzh6fYmOZdD6yp5MorP4WDlUVIXOnl6kj0J376EkRYXAV6eVWSZyDbOfv1wNd2zQZF8lJ+4fLV1dXaisrJSXzMxM3HHHHbL4+4ILLsBYYlsBIiIn1S/12PqQNsrtBI6VFhCJnfX5Y7bsfndOKQx+OsRHjE4X88GIYCklKgS7sktw9eKZY/a8NFCk0YJHp/9YFniLmiUxDScyS6MZLAlffPEFoqOPfBARRd8TJkzAe++9h0WLFmEsMWAiInKCvQ2FMGn1iBmj+iU7EaB9VbkPpe31iDeN/jLr3TllSIkOlSvXxlJabJhsYGm12qDRsB+Tq5j9/Ec9QDrayy+/LC/ugFNyREROINoJpARGjFn9kl1qQKTsxyQCttEmiq4z8splwfdYE8/Z1NaJwqr6MX9uIoEBExGRQr3WPjklJ4qwx5q/7khWK6Nx9JdY51fUo7WzG2kxY9swUEiJDpFTjnvzysf8uYkEBkxERArltVaho69bZntcISUgAhljkGHKyCuTGTRRhD3WDH6+iA+3yAwXkSswYCIiUmhfQ5Fc3p9oGvupKkEEakVttWgc5e0pMvIrZLG3aCbpCqkxocwwkcswYCIiUmh/YwkS/MNGff+4oaR8n9k61FQyqs8jsjup0WM/HWcnis1LahrR2Dq2/XeIBAZMREQK7WssQlLA2PUlOlaYPhCBOgP2N47e9iENLe0orW1CcvTYT8fZidYCwv6CCpeNgbwXAyYiIgUaultR3tGAZFOEy8YgiqGTAyJGNWDaX1g5IGhxhTCLCWZ/A/YXHBkL0VhiwEREpMDBxiPdp0XA4kpJpnAcbCqF1TY6+60dLKyE2V8vgxaXBoZRwcwwkUswYCIiUuBgU4mcDgv1C3B5wNTW24XittHZb00EKYmRR5b2u5JYoSeCN9HAkmgsMWAiIlKYYRL7ubk6kBBjkONpcv5+a2LblYOFVTK742rJUSGyF1RxdYOrh0JehgETEZGCQOJQ85GAydVEA8tIgwWZTWVOP7Yo9m7p6HJJ/6VjJUYeCdoOFVe5eijkZRgwERE5SBR7N/d0yOkwdyBaG4xGhulQYdWAYMWVTAY/RAQFyIwX0VhiwERE5KDM5iPZnAQXNaw8lsh0ZbeUy61anElkc0Sxd6BRD3cgAreDRVwpR2OLARMRkYPE9FeIXwDMvka4AxG49Vj7kN9a7dTjiuAkMcL12SW7xIggZJfUyM2AicaKRwZMLS0tuPPOO5GYmAij0Yh58+Zhx44dA+oKHnzwQURHR8v7lyxZgpycHJeOmYjUJ7OpFPEm13W+Pla8fyhE6fnh7zNfziBWox0urkZCRBDcRUJkMDp7elFYWe/qoZAX8ciA6f/9v/+HNWvW4LXXXsP+/fuxdOlSGRSVlR15k3jqqafw/PPP44UXXsC2bdtgMpmwbNkydHZ2unroRKQS4oNZVnO5rBtyFwatL6IMQU4NmEprG9He1eMW9Ut2Cd9nuzKLnZtJI1JVwNTR0YEPPvhABkULFy5EWloafv/738uvK1askG9izz77LO6//35cdNFFmDZtGl599VWUl5fjo48+cvXwiUhFBd8tvZ1uFTDZs0yHm5y3QW1m0ZGgxJ0yTP56X0QGBeBwCQMmGjseFzD19vair68PBoNhwO1i6m3Tpk0oKChAZWWlzDjZWSwWzJkzB1u2bBn0mF1dXWhubh5wISLHecM5JbJLQoIbTckJ8aYw5LRUoM9JHb8zS6oQavZHgJsUfNvFRwQxw0RjyuMCpsDAQMydOxePPPKIzBqJ4On111+XwVBFRYUMloTIyCO7d9uJ6/b7jvX444/LoMp+iY+PH5OfhUitvOGcOtxcjiBff5h9/eFuGaYuay+K2mqccjxRvxQf7j7ZJTsxpqySanb8pjHjcQGTIGqXxNRbbGws9Hq9rFe68sorodE49uPce++9aGpq6r+UlJQ4fcxE3sQbzimRYYrzd6/skmAfU3az8v3WxPusmPZyx4BJTBGK2irRVJNoLHhkwJSamoqNGzeitbVVvhFv374dPT09SElJQVRUlHxMVdXApmbiuv2+Y4mgy2w2D7gQkeO84ZzKdtOAyaTTI0wf6JSAqaqhFc3tXXL6y93YxySyTERjwSMDJjux+k20DmhoaMCXX34pi7yTk5NlYLR27dr+x4n6CbFaTkzlEREpVdfVgrruVjn95Y7i/EOcslLOHoy4U8G3ndnfgOAAIwu/aczo4IFEcCRSxenp6cjNzcVdd92FCRMm4Kc//ancAFP0aHr00Ucxbtw4GUA98MADiImJwfLly109dCJSAXv2RgQm7ijOGIpvajLl+6SSTYGzSmsQYPCTgYk7igu3IKvEObVaRKoMmERNhKiRKC0tRUhICC699FI89thj8PX1lffffffdaGtrw0033YTGxkYsWLAAX3zxxXEr64iIHJHTUgmDxhdhevecahRThWKPu5quZkQYLA4fJ7u0RgYlSoKu0RQXZsGObOfvnUekmoDp8ssvl5ehiJP74YcflhdyvvbOblQ3tmJDRh7qmtswf0oyUqNDER4U4OqhEY0JsV9brH8INO4aSHyf+RKZMCUBk5jumpQ4cMWxOxHF6J/vyEJDSzuCA91rtSKpj0cGTOTaYOnrPTn4w2tfwfb9at431u3BuNhQPHfrxYgKCXT1EIlGnQhE3K1h5dHE/nb+Wj2yWyqwIGKCQ8do6+xGeV0zls4aD3cV9/3qPZEJmzMx0dXDIZXz6KJvGns1TW0DgiW7nLI6vLJmJ7p7e101NKIx0dXXg+L2WretX7Jn2WP9g5HbMnjvuZHILauVX92xpYBdRFAA/HRa5Hw/VqLRxICJTsqmA/nHBUt2H393APXNHWM9JKIxVdBaDavoA+emK+TsYo0hiloLiKyNVuPj1lljjcYHsWEWOVai0caAiU5KQ8vQAZHYPdzqpO0YiNyVyNqIyqUYo/tsRjsYUWNV2l6Hzr5uh75fZG2iQ8zw1WnhzkTAJFbzEY02Bkx0UuZNThryvsmJkTDq/cZ0PESuWCEXrjfDoD2yKtddxRlDYIUN+a2O9SnKLqtBTJh7rgI8dqVcYWU9evr6XD0UUjkGTHRSEiKCMSXp+FUzYrXQXZcvctt+LUTOkttaiRh/984uCdHGYJkJy2sZuOvBSIj+TaKGSQQj7i423IKePitKqhtdPRRSOQZMdFLCLCb8+eYLce3SU2EyHMkmTUuJxsq7fozxceGuHh7RmEzJifogd6fX+sqWAiIjdrIq6pvlPm1iusvd2YO6nFIWftPoYlsBcmhlyq0XzMMVi06Rxa/+el9YTMwskXdsidLQ3YYYDwiY8H2dVU7LyRd+24MPT8gwiQ9uwYFGOYW4bHa6q4dDKsaAiRwiCkEjg9139QzRaLBPb4mCak8JmL6ryTrp78spr4W/wQ9BHjLFHhtq6W+DQDRaOCVHRDRCea1V8NPoEK73jA8LIhPW2NOO+q7Wk/q+vPI6xIaa3XZLlGPFhJqRW86AiUYXAyYiopOoX4o2BkHj4xlvnfZMmChUPxk5ZTUeUb9kJ8ZaUd+C1o4uVw+FVMwzznoiIjeZkos2uP8KOTuRCfPVaJF/Eivlenr7UFTVKLM2nsJea5VfUe/qoZCKMWAiIhoB0ZQ1v61KbjniKUQmTAR4ua0jD5gKqxrQZ7V6VIZJdCMX04eclqPRxICJiGgEKjoa0dnX4zEr5I7ux5R3Eq0F8r4POjwpwyQWoUQFB/SPnWg0MGAiIhphwTc8YEuUY8WKgKm1asTbFuWW18ll+vY+a54iOtTMTXhpVDFgIiIaYf2Sv1YPi68/PC3DJDJjlR1NI3q8yNLEhHhOdslOZMTE6j6i0cKAiYhoBPK+3xLFU5ba29kzYvYM2XBElsYT9pAbrBdTQ2sHGlraXT0UUikGTEREI14hFwRPE+xnglHrh/wRBEwdXT1yWxQRfHgae5CXV8EsE40OBkxERMPotfahqK3G4+qXBJERE9NyIwmYCirrYLN5VsH30Vs26bQaWYNF5PFbo2g0mhOms/v6+sZyOEREI1LSXodem9UjAyYhxhjUv63LidhrgEQBtafRajSIDglEPgMmUkPAtGrVqrF8OiIip7DX/4hMjScSvZi21+Whz2aF9gRdykV2Jtxigt7XM7cZjQ4xy33wiEbDmJ4VF1100YDrH374Ifbu3YspU6bg8ssvH8uhEBGNmOiUHagzItDXMzajPZYI9LqtvShrr0eCKeyEK+RE0OGpRGZs3Z5c2Gw2jyvOJ/fnshqmJ598EldeeSW++OIL3HDDDfjDH/7gqqEQEZ1Qfmu13EPOU9mnEsXPMdyUnCfWL9mJsbd0dKG2uc3VQyEVclnA9Morr+Df//43tm/fjo8//hgrV6501VCIiIadkvPU6TjB7GuESas/YeG32Li2qrHVI+uX7OzBHuuYSFUBU3l5OU4//XT5b/G1rKzMVUMhIhpSj7UXpe11Hp1hkivl/E+8Us6+ca0nZ5jCLQFymxS2FiBVBUxiRZxOd6SESqvVwmodWdt+IqKxVNxWK4ulPXWFnJ3oIXWilXL5FXXw+X4jW0+l0fjIlXIMmMjji75nzJjRX4jX0dGBCy64AH5+frJAj4jIHdnrfjx5Ss4+/q21ObKnlE6jPe5+EWSEBwV47Ao5O1G0zi1SaDSM6ZmxfPnyIVfMHX0fEZG7KGithsXXiACdAZ4eMPXY+lDW0YDEQVbKibofT14hZyemFNfszuFKOfLsgOmhhx4ay6cjIlJM1P1EeeCWKMey12CJn2ewgElkmGaOi4WnE0XrooC9tqlNZsyIPDJgam5uPuH9ZrPnf7ohIvWtkEs2RcDTmXVGmHRHVsqdGTl5wH0iwKhubPXogm87+89gn2Ik8siAKSgoaNAUqT11yq1RiMjdVsiJbVHmhaXD04n3WFG4LqYY1bhCzi7MbJIr5UQR++kTE109HFKRMa/ue//99xESEjLWT0tE5NAKOavN5tEtBY4WNcRKOfsKuchgz10hZ8eVcqSagGn+/PmIiPD89DYRqZ9aVsgNWClXd/xKuXyVrJCzE8XrbF5JHt+H6dChQ8jMzERxcTG6u7vH+umJiEZMTF+ZVbBCbsBKOeuRlXJHE8vwRVZGLcTUYl5FPVvWkGcHTIsXL8bkyZORnJwMk8mEqVOn4plnnhnrYRARjWwPORWskLOzTy0eW8ckMkyevCXKkCvluKccOdGY5l8LCgpkxN/T0yNXzIntUcRecg888AB6e3tx1113jeVwiIhGsEIuHGpx9Eq5RZGTBuwhp4aC78H2lBPbpRB5XMCUmDhwxcKsWbNkt+/x48fj4YcfZsBERG63h9zcsHFQC7mn3DEr5Qoqj6yQU0PTyuNXytVjDlfKkZO4RYXfFVdcIafpiIjcRXFbndxDLtqgjoLvAXvKHbUJb54K9pA7FlfKkaobV6alpY3lUIiITqig7UgWxtM33T1WlDFIrpQTwaDWR4OCinpVrZCzEwFgXnmtq4dBKqIZ68aVwcHBx13st4+EaG4pap5E0bjRaERqaioeeeSRAashrrvuOpl6Pvpy9tlnj+JPRkRqk99SdWSFnK86VsjZxdhXyrUfmYoTQYWaVsjZcaUcwdsbVz755JNYsWIFXnnlFTmNt3PnTvz0pz+FxWLBz3/+8/7HiQBp5cqV/df1er3isRORd2WY1LCH3LHsU4xiBWCCKUwGFTNSY6A2oiaLe8qRVzeu3Lx5My666CKcd9558npSUhLeeustudruaCJAioqKUjxeIvJOoiO2CCjURmTNTFq9LPyebUlDVUOLqloKHLdSjnvKkbc2rpw3bx7Wrl2L7OxseT0jIwObNm3COeecM+BxGzZskIFZeno6fvazn6GujsV/RHRye8iprX5JECUKoo5JtBYQwYSgppYCdqKdgK9Ww8Jv8twMk2hcad9sV6PRYMKECbj++uvxy1/+ckTff88998jicfF9Wq1W1jQ99thjuOqqqwZMx11yySWyzikvLw/33XefDKi2bNkiv+dYXV1d8jKS4nQiGp6nn1MiWFLjCjk70VpABkxt9apbIXf0SrkosUXK9xsLE3ld48p3330Xb7zxBt58801Zw7R3717ceeediImJwbXXXtvfpsBOdBKfNm2aLA4XWScRsB3r8ccfxx/+8Acn/7RE3svTz6n/7SGnvhom+8+1rS4Huc21CLOYVLdCzi46lCvlyHl8bG6whOC1116TjStzcnKGfWx8fLzMMt122239tz366KN4/fXXcfjw4SG/Lzw8XD7u5ptvHtGnYfE8TU1NMJvVl6omGm2efk69mPM13inagqdm/C9zrSaZTWV4PvtzTD08HX3dNty+fD7U6LNtmVi7Jxcb//IzOatBpITHNa5sb2+XU3lHE9NsVqt1yO8pLS2VNUzR0dGD3i8KxLmKjsh5PP2cknvIqTS7JNhrs0QN09zxSVArUZvFlXLksUXfg/H19cXMmTNH9FixlYqoWfrss89QWFiIVatW4emnn8bFF18s729tbZVTe1u3bpX3iwJxsapONMZctmzZKP8kRKQGohO2qPNRK7FSzt+qR1NzlypXyNnZi9lZ+E0el2ESBdrPPPOMrEMabJVcff3wxXl//etfZc3Trbfeiurqalm7JKbZHnzwwf5s0759+2SfpsbGRnn/0qVLZXNLT/7ES0RjQ417yB1LTE8FdwehGVZVrpAbsFJOp0VeeR1O555y5EkBkygC/fe//41f//rXuP/++/G73/1OZoE++uij/oBnOIGBgXj22WflZTCi+/eXX37p5JETkbcobquVK+TU2FLgaIZ2I4A2Va6QO3ZPOXv7BCKPmZITq9v+9a9/yYBJp9PhyiuvlAGUCJbEFBoRkfuskFN3wIQWHWDog07rFpUZo9rxO7ecARMpN6ZnSmVlpVzmLwQEBMgVM8L5558va5KIiFxN9CeyiD3kdOraQ+5YnY02wN+K2i7P6pF1ssSUo8gwucGCcPJwYxowxcXFoaKiQv5b9EX66quv5L937NjB+iIicgt5LdWIUnt2CUBDXRfg34eyjgaoPWBq6+xGVUOrq4dCHm5MAyaxkk2sWhPuuOMOWbw9btw4XHPNNbLbNxGRq+W1ViJGpR2+7do7etDc0gV9gA8qvCBgErhSjjyq6PuJJ57o//ePf/xjJCYmys10RdAk2gUQEblSV18PytrrsTBiItSsvPrINFyIxYBylQdMobKTuVZOy82frN6eUzT6XFbtJ6bhPv30U9kawGKxuGoYRET9itpqYIVNtXvI2ZVVtcjWApHBgShrV3fApPHx+b7wm1ukkAcETAkJCbLTtt2aNWswf/58PP/881ixYgXOOussvPfee2MxFCKiYVfIqb2lgMgwBVsMCPc3o6azCb3WPqh9Wk70YiJy+4BJbE0imlba/elPf5ItBURjyYaGBtl48qmnnhqLoRARDSmvpQohfgEw6vyg9gxTWJA/wvSB6IMN1Z1HViyrVUyYRU7JWa1cKUceNiWXmZkpi75FV26xL5z490g23iUiGu2CbzXvIWdXVtWMsGB/GRzK6yqvY4oNNaOzuxfldeoODEmFAZPILIWEhPRfDw4ORktLiyuGQkTUL7dFBEzqno5rbu1Ea3s3QoP8YdT6IVBnUH0dk8gwCZyWI7cPmERxobgcexsRkbto7e1EZWcTYo3/+zCn1uk4ITzEX34N1QeivH34fTw9WZDJAH+DHzt+k/u3FRAdVq+77rr+5pSdnZ245ZZbYDKZ5PWurq6xGAYR0ZDyW44UfMeqPMMkpuO0Wh8EBRq/D5gCUNhaAzUTH9DFtBxXypHbB0zXXnvtgOtXX331cY8RzSuJiFy5JYoGPohSeQ2TrF8K8pcb0wphfoHY1V2Azr4eGLS+UPNKuZwyBkzk5gHTypUrx+JpiIgU1S9FGizw1YxpP98xV1rZjNDgI9NxQpj+SCds0cAyJSACahUbZsGmA4Xo6e2Dr07r6uGQB1L3NtVERCOU01Kh+oJvsay+vLoF4cFHyiGEEH0AfOCj+jomETD1Wa0oqFT3z0mjhwETEXk9UWeZ11qFWH91F3zXNrShu6evv+Bb8PXRItjPJLeEUTNRwySwjokcxYCJiLxebVcLmns6VN/hu7TqyB5yYUdlmOR1vwCUqjxgEqvkQs3+rGMihzFgIiKvJ+qXBLW3FBD1S/4GX5iMA4u7wwxmWcMkMm1qFhNqQU4pAyZyDAMmIvJ6OS2VMGh8ZU8itQdMYSH+x/XBE1uktPV1obGnHWoWFyZWyqm7hQKNHgZMRN9r7emUha+lbXVo7Fb3Hw46PsMU4x8id7ZXs9LKJoQftULOLvz7lXKqr2MKD0JNUxsaWztcPRTyQOpeP0s0QkVtNXgm8zNsqc2BDTZMscTjrkkXIi0wUvXLzAnIbilX/XRcV3cvauvbMXNSzHH3Bfoa4afRyYBpSlA81Cru+y1SRB3T7HT1/pw0OphhIq9X0d6AG7e+iM212TJYEg40leD/bX1B9YWwBHRbe1HUVqv6FXKi4Fv8dkeEDCz4FkTDznB9IErb1b11SGRwAHy1GmSXclqOTh4DJvJqosh1Q/UhNPa0HXdfj60Pr+RvQEdvt0vGRmOjsLUafTYr4oyhULPSimZZuyQ23R2MqGMqUfkHBK1GI/sxcaUcOYIBE3k1sR3EpprDQ96/s75AbspK6pVtXyHnr/aWAk0IDTJCpxv8bT/CYEF1ZxO6+3qhZnHhFmSVHNk3kOhkMGAir+ar0fYXvA5GNPQTjyH1ym6uQITeDIPWD2pWXD54wbdduF8grLDJ9gJqFhcWhPyKOvT09bl6KORhGDCRV9NptLg8ce6Q91+TvBBBfsfXfJB65IiCb5XXL4ktUURLgfDQoX+XQ/VmuUWK2uuY4sMt6OmzorBS3YEhOR8DJvJ68f6huGP82cfdfl7MDMwKSXHJmGjsathEhinOP9QrtkSJCAkY8jEikxriBR2/RWsBIauU03J0crhemryeWFJ9SfxpWBg5ETvr8tFl7cFpoWlyqs7iN/QUBnm+qs4mtPR2yqBZzYormuTXo/eQG7rwW90F0f56X0QEBSC7pAaY4+rRkCdhwEQEwORrkJdEU7irh0JjKKu5XH5VfcBU3oRAkx9MxhPXaUUYzNhelwurzabqJp6iH9NhFn7TSeKUHBF5dcAUqDPC4uuv/oLvQfovHUsUv3dZe1HTeWSTXrWKjwjC4ZIa1e+dR87FgImIvDpgivMPOW5vNTURQUFxReOgDSsHay0gFKt8Wi4hIgitHV0or1N3YEjOxYCJiLzW4eZyJPiHQc2aWjrR0taNyLChC77tjFo/WHRGlLSpe6VcQsSRnluclqOTwYCJiLxSfVcrarqaEW9Sd/1SUfmRgu/I0OEDJiHcYJZ7K6qZxWRAUIARmcUMmGjkGDARkVfyloLvovJGGA06WfQ9EmJarqS9TvX1PfHhQcgsqnL1MMiDMGAiIq90qLkU/lr9CTu9q0FRWaPMLo20TitSb0F7XzfqulqhZokRQThUXKX6wJCchwETEXmlw01lSDCFqrrgWyj8PmAaqQjjkQCyqF3d03IJkcFoautEZUOLq4dCHoIBExF5pUMiYFJ5wXdjcweaW7tGVPBtZ9IaYNYZUNSq7pVySZFHCr8PcVqORogBExF5ndquFlnwrfZGpSK7JESdRMBkr2NSe+G3KPoWFwZMNFIMmIjI62Q2lcqviSZ1Z5gKShthMvqOuODbLtIQhOK2WtnxW+1ZpoOFla4eBnkIjwuY+vr68MADDyA5ORlGoxGpqal45JFHBhTuiX8/+OCDiI6Olo9ZsmQJcnJyXDpuInIfh5pKZYdvsdmsmhWWNsjpuJOt04oyWNBh7UFN55GWBGqVGBksM0xWq7oDQ/LSgOnJJ5/EihUr8Le//Q2ZmZny+lNPPYW//vWv/Y8R159//nm88MIL2LZtG0wmE5YtW4bOzk6Xjp2I3MPBxlIkmcJUXfAtPjgWlDUgOjzwpL838vuO3wWt6p6WS44KQWtnN4qrG1w9FPIAHhcwbd68GRdddBHOO+88JCUl4Uc/+hGWLl2K7du3979JPPvss7j//vvl46ZNm4ZXX30V5eXl+Oijj1w9fCJyMfEecbCpRPX1S1V1bejo7D3p+iXBoPWT2bdCldcx2Qu/DxRxWo5UGDDNmzcPa9euRXZ2tryekZGBTZs24ZxzzpHXCwoKUFlZKafh7CwWC+bMmYMtW7a4bNxE5B6K2+vQ0tuJ5IAIqFlByZGsSVS4Y9OOYlouv1XdnbD9DX6ICgnEgQIGTDQ8HTzMPffcg+bmZkyYMAFarVbWND322GO46qqr5P0iWBIiIyMHfJ+4br/vWF1dXfJiJ45PRI5z53PqYGOJ/Kr2DFNBaQNCgoww6n0d+v4oYxA2Vh1Cd18v/LQe96fipKbl9uVXuHoY5AE8LsP07rvv4o033sCbb76J3bt345VXXsGf//xn+dVRjz/+uMxC2S/x8fFOHTORt3Hnc+pAUzGiDUEw6fRQs7ziekSHnXz9kl2MIRh9sMltUtQsJSoEOWW16OjucfVQyM15XMB01113ySzTFVdcgalTp+InP/kJfvnLX8o3aCEqKkp+raoa2FtDXLffd6x7770XTU1N/ZeSkiOfQInIMe58Tu1rKEZSgLqzS13dvSitakZ0hOOrAEMNgfDz0SKvVd19ilKiQ9FntbIfE6kvYGpvb4dGM3DYYmrOarXKf4t2AyIwEnVOR08HiNVyc+fOHfSYer0eZrN5wIWIHOeu51R7bxdyWyqREjBwyl6NDSvFUvnYCMdfdy00crVcfou6A4mYMDMMfjrs57QcDcPjJqYvuOACWbOUkJCAyZMnY8+ePXj66adx/fXXy/vFMuE777wTjz76KMaNGycDKNG3KSYmBsuXL3f18InIhQ40lcAKG1JVHjDlFtVD76dFaJC/ouNEG4OR2VwmVxaqtQWDVqORdUx788pdPRRycx4XMIl+SyIAuvXWW1FdXS0DoZtvvlk2qrS7++670dbWhptuugmNjY1YsGABvvjiCxgMBpeOnYhca19DEUxavexkrWa5RXWy/5JGoyzIiTWGYHt9Hqo7mxFpPNKbSY1So0Pxzf58mZVT+pqRennclFxgYKDss1RUVISOjg7k5eXJbJKf3/9a/4tPQg8//LBcFSeaVX799dcYP368S8dNRK63p6EQKYER0Kg0WyKIP/qi4Ds2Uvk0aLQxCOKVyld5HVNabBia27tQWFXv6qGQG/O4gImIyBG91j7sbyxGasDgiz/Uory6GR1dvU4JmEQDyzB9IHJa1N2nKCU6RAbRu3PLXD0UcmMMmIjIK2S3VKCzrwdpKg+Ysgvr5LRStIMNKwebllN7wGTw80VCRBD2MGCiE2DAREReYU99Afw0OiSawqBm2QVH6pd8dVqnHC/WPwQ1Xc1o6m6Hmo2LC8Ou7NIBG7kTHY0BExF5hd31BUgJiIBO45xAwh2JP/bZhbWIc8J0nF2cf4j8mt2s7mX342LDUd3YirLaJlcPhdwUAyYi8or6JREwjQ+MhpqVV7egpa0b8dHOW9Fm0hoQ6heIrBZ1L7sfHxsmFwztzC519VDITTFgIiKvqF9q6+vC+MAYqFlWQa2sX4qNdHxLlMHE+4cgq6lc9RvxJkYEYUeW+3SlJ/fCgImIVG9HXR70Gl8kqXzD3cy8GsREOK9+yS7ePxQ13S2o62qBmqXHh2P74WLWMdGgGDARkeptq83B+MAo2dVZrfr6rMjKr0VijPObcsb5h8p+TIeb1Z1lmpgQibqWduRXqHvDYXKMet89iIgAdPZ1I6OxCOnmWKh9/zjRfynBifVLdkatn+yOntlUpvoGlr5aDbZmFrt6KOSGGDARkartqS9Ej7UPkyzqDpgO5lbL/eNES4HRkOAfJgMmq4qnq/x0Whk0bTlU6OqhkBtiwEREqralNgchfgGIUvn+cQdzqpEQEzRqe6ElB4TLwvnithqo2eSkKLlSrrO719VDITfDgImIVG1TzWFMssTJJeNq1dLWhYKSBqTEBY/ac0QZg2DQ6HCgSd3L7qckRaG7tw+7ctT9c9LJY8BERKpV3FaL0vY6TLHEQ+3ZJTFRljyKAZMWGtklfX+Duut7okMCEWY2YdOBAlcPhdwMAyYiUnV2yddHi3SzuvsvZRyuRFRYAAL8/Ub1eZJNkShqr1X1NikiEzklOQob9+WxvQANwICJiFTrm6pMGSwZtL5Qq95eKw7kVCMlfvSyS3bJARHwgQ/2Nao7yzQ9NRqV9S3IKat19VDIjTBgIiJVauxuw96GQkwLSoCaHS6oRWdXL9ISjuz5NppEe4E4Y7B8XdUsPS4CRr0v1u/NdfVQyI0wYCIiVfqmOhM22DA9OBFqtudgOYLMBoSHmMbk+VIDo3C4qQwdvd1QK51Wg6nJ0Vi7J8fVQyE3woCJiFTp68r9SAuMgtnXH2ru7r37UAXGJYaO2SrAcYFR6IMNGQ1FULOZabHILa9DUVWDq4dCboIBExGpjihKFvvHzQxOhto3221t78b4pNAxe85AnRGxxmDsqs+HmonCb4OfDmt2Zbt6KOQmGDARkeqsrdwvVzjNDFF3wLR9X5mcjhMr5MbS+MBoHGoqRWtPF9Tc9Xt6Sgz+uz2Tq+VIYsBERKrzefleTLDEqno6rrunD7sOlmNiSviYN+Ucb46RfZ921edBzU6bEI/CqgYcLql29VDIDTBgIiJVEY0qxWa7c0LToGZ7DlXI1XGT0sLH/LlNWj2STGHYWqvuouhJiZGwmAxYvfWQq4dCboABExGpyielu+Ty91OCkqBmm3YVITbSjGCz0SXPP8kSj4K2GpS3q7coWqvRYM6EBHy2LRNdPdxbztsxYCIi1ei19uHT0p2YHZoKP60OalVd14bD+bWYOj7SZWNIDYiAv1Yvu6mr2fwpSWhu72JPJmLARETqsbH6EOq6W3FG+ASo2cYdhTDodUhPHrvVccfS+mgx2RKLLbXZ6OpTb/YlOsSM8XHheHdjhquHQi7GgImIVOOdos2y91Kcv+sCidHW1d2LTTuLMGVcBHx1WpeOZVpQIjr7erFN5bVMZ05Pxd68chZ/ezkGTESkCmKZ+96GIpwVMRlqtnl3MTq6ejBjUrSrhwKLrz/SAiJlk1Cripfen5IWgzCzP17/eperh0IuxICJiFThlfyNiNCbVb0Viujs/eWmXKQnh8ESYIA7mBWSguquZmSoeH85Ufy9eMY4fLEzC+V1Ta4eDrkIAyYi8nh5LZXYUHUQP4yeBo2Pet/WtmaUoq6xA6dNjYO7iDEGI8EYgs/K9qi6weOCqckw6f3w0hc7XD0UchH1vrMQkdf4Z87XCNUH4vTQcVCrnt4+fLruMMYlhiAidGw22h2p08PHo7SjHnsaCqBWel8dlp46Hh9vPoiSmkZXD4dcgAETuUxNZzM2VR/Ggxnv4k+HPpE7oIs9wIhOhtgEdkP1IZwfMxM6jWuLoEfThm2FqG/qwIJZ7jflGGcMRbIpHKtKdsjWDmq1aHoqzP56/O2jTa4eCrkAAyZyieqOJvxq16v41e5X8UXFXrxXvBXXbPk7Xi/4lkETjVifzYq/ZH6KBP8wzFZxZ+/m1k6ZXZo2PhKhQe653cuC8Amo7WrF+qqDUHOW6aJ5k7Fmdw52ZZe6ejg0xhgw0Zjrs/bho9IdyGopP+6+Vwo2oqJDvZ2DybneL9qKw83l+HHiXGjGeD+1sfTOfw/Ir/PdMLtkF64345SgRHxathu1nS1Qq9MnJSIlOhSPvfU1utn926swYKIxV9/dig9Ltg95/6dlXLpLwytpq8Pfs7/EwvCJSAlwXcfr0bY3swLb95XhB6clw9/gC3c2L3w8DBpfvFbwjWrbDIjA/CdLZqKkugn//Gyrq4dDY4gBE4058Tba3tc15P0tPZ1jOh7yPN3WXvwu420E+hpxcfxpUKv6xg68/OEepCWEYLILNtk9WXqNL5ZGT0VWSwXWVOyDWsWGWXDh3El4+asd2Ha42NXDoTHCgInGXIDOiAVh6UPevyx6+piOhzyLWLr+1MGPkdtSgRtSz4JB695ZF0d19/ThH29th1arwbIFafDxkCnHBP9wnBaSio9Ld8pmomq17NR0TIiPwL3//oy9mbwEAyYac/46P9w4bsmgf+jGB0ZjvNn1HYzJfb2Utx6flO3C/yUtQKIpDGptUPniOztRXtWMi86aAKObT8UNNjUn/t+8mPM1iltroUYajQ9uPHeO3J7mtudXoaGFi1XUjgETuUS8fyhemXsblkRNlYFTiF8A/l/qWXh61jUIN5hdPTxy08ySCJb+mfs1Loidhblh46HWfksvvrsT+7OrcP6Z6YgMC4Cn0UCD82JmIMgvAM9lfY7C1hqoUYBRj59fvACNbR24+dn3UdvU5uoh0Sjysam5NauDmpubYbFY0NTUBLOZf7xHU3tvl6xZEoWUIX4maFXcR8ebKT2nRM3SXzJXY1XJdtlv6dyYGR4zRXUyWtq68MJbO5BX0oALFo1HWqJnbyLc2deNj8p2yHYDP01ZhBkhSVCj8rpmPPfhtzD4+eKZn12I8XHuX29GJ48B0yAYMBG5zzmV21KJP+x7H3mtlbgicT7mhw9d/+bJ9mVV4pVVe9HbZ8WFZ05AXJQ63ntEsPtVRQayWyuxKGISlsfPVmXdWV1zO1Z8uhmV9S0y6/TjRafIPehIPRgwDYIBE5Hrz6nqzia5oe4HJdsQqbfg2pRFqqxZKqlowkdfZ2JfVhWSYoNw9hlpCPDXQ01ssMnNeTfVZMGo0+OC2Jk4PWyc6jqzd/f24cNv92P93lyMiwvD7RctwPzJSarMhnojBkyDYMBE5JpzqquvB9vr8vB5+R7ZMVosU18WPQ1nRk6Br4r+uLZ1dCMjsxLf7S5GdmEdgswGLJiZgPTkMFX/cW3qacemmsPIbqlAoM6IeWHjMSs0BXH+Iar6ufMr6vDBt/uRU1aL5KgQLJ8/BYtnjENMKP+eeDIGTINgwETkmnPq0m/+gpL2OsQYgzEvLF2utjJq/aAmjc0duO/pr9HTa0V8lBnT0qMwPjnUq6Zv6rpbsLehENnNFeiw9sgC8QviZkFNxJ/W7NIabMjIR0Z+uZxqff625VgwJdnVQyMH6Rz9RjWzx5DiTZ6IhhYYGDiizMBIzykRLAnTA+PR1tWONaV7oTbN9T0yWDJZtPCx9GB/ZYm8eKNgWyjauxqQUVsFa6E6G11GBfkjaGoS1u7NR3FFDZoTQp1yTtHYY4ZpEKWlpYiPj3f1MIjc3kizsCM9p9IfvxKm8dGw9qh3x3v0aIBdUUCPVrwDw9uJ2KCvswe2bpXvy+bjg/wvXkJbZcEJH8aZDffFgGkQVqsV5eXlqo70xSd98QespKSEJ+co8JbXd6TniDecU87kLb8/ruSurzHPEffFKblBaDQaxMXFwRuINwp3erNQG76+3ndOORN/f0YfX2MaKe+pMiQiIiJyEAMmIiIiomEwYPJSer0eDz30kPxKzsfXl5Tg78/o42tMJ4tF30RERETDYIaJiIiIaBgMmIiIiIiGwYCJiIiIaBgMmIiIiIiGwYBJxR5//HHMnj1bdo6NiIjA8uXLkZWVNeAxnZ2duO222xAaGoqAgABceumlqKqqctmY1fb6Llq0SHbtPfpyyy23uGzM5D76+vrwwAMPIDk5GUajEampqXjkkUf6990TxL8ffPBBREdHy8csWbIEOTk5Lh23u/vmm29wwQUXICYmRp5vH3300YD7R/Ka1tfX46qrrpINLYOCgnDDDTegtbV1jH8ScjcMmFRs48aNMhjaunUr1qxZg56eHixduhRtbW39j/nlL3+JTz/9FO+99558vNi+4pJLLnHpuNX0+go33ngjKioq+i9PPfWUy8ZM7uPJJ5/EihUr8Le//Q2ZmZnyuvjd+Otf/9r/GHH9+eefxwsvvIBt27bBZDJh2bJl8oMODU6cf9OnT8ff//73Qe8fyWsqgqWDBw/K83r16tUyCLvpppvG8KcgtyTaCpB3qK6uFh9dbRs3bpTXGxsbbb6+vrb33nuv/zGZmZnyMVu2bHHhSNXx+go/+MEPbL/4xS9cOi5yT+edd57t+uuvH3DbJZdcYrvqqqvkv61Wqy0qKsr2pz/9qf9+cc7q9XrbW2+9Nebj9UTifFy1alX/9ZG8pocOHZLft2PHjv7HfP755zYfHx9bWVnZGP8E5E6YYfIiYhdsISQkRH7dtWuXzIqIlLTdhAkTkJCQgC1btrhsnGp5fe3eeOMNhIWFYcqUKbj33nvR3t7uohGSO5k3bx7Wrl2L7OxseT0jIwObNm3COeecI68XFBSgsrJywPlpsVgwZ84cnp8OGslrKr6KabhTTz21/zHi8WI/RJGRIu/FzXe9hNgt/s4778T8+fPlH25BvHH4+fnJN4ejRUZGyvtI2esr/N///R8SExNlPcW+ffvw29/+VtY5ffjhhy4dL7nePffcg+bmZvkhRavVypqmxx57TE4HCfZzUJyPR+P56biRvKbiq6hJPJpOp5MfhPi6ezcGTF5C1NocOHBAfoKlsXt9j657mDp1qiw0Xbx4MfLy8mSRL3mvd999V2Yf33zzTUyePBl79+6VQbcIrq+99lpXD4+IjsEpOS9w++23y8LF9evXIy4urv/2qKgodHd3o7GxccDjxSo5cR8pe30HI1L/Qm5u7hiNjtzVXXfdJbNMV1xxhQymf/KTn8hFGGL1pWA/B49dtcrz03EjeU3F1+rq6gH39/b2ypVzfN29GwMmFRM1j+KP+apVq7Bu3Tq5fPlos2bNgq+vr6yjsBPTRcXFxZg7d64LRqyu13cwIosgiEwTeTdRyybqYo4mpubE9K4gfp/EH+ijz08xhSfqaHh+OmYkr6n4Kj5EihpPO3F+i/8v9g885KVcXXVOo+dnP/uZzWKx2DZs2GCrqKjov7S3t/c/5pZbbrElJCTY1q1bZ9u5c6dt7ty58kLKX9/c3Fzbww8/LF/XgoIC28cff2xLSUmxLVy40NVDJzdw7bXX2mJjY22rV6+Wvx8ffvihLSwszHb33Xf3P+aJJ56wBQUFyd+dffv22S666CJbcnKyraOjw6Vjd2ctLS22PXv2yIv4E/f000/LfxcVFY34NT377LNtM2bMsG3bts22adMm27hx42xXXnmlC38qcgcMmFRMvFkMdlm5cmX/Y8SbxK233moLDg62+fv72y6++GL5R5+Uv77FxcUyOAoJCZHLltPS0mx33XWXrampydVDJzfQ3NwsW06IDywGg0EG07/73e9sXV1dA5bBP/DAA7bIyEj5O7R48WJbVlaWS8ft7tavXz/oeSkC1JG+pnV1dTJACggIsJnNZttPf/pTGYiRd/MR/3F1louIiIjInbGGiYiIiGgYDJiIiIiIhsGAiYiIiGgYDJiIiIiIhsGAiYiIiGgYDJiIiIiIhsGAiYiIiGgYDJiIiIiIhsGAiRx23XXXwcfHp/8SGhqKs88+G/v27XP10IhUe57ZL8Nt9ExEzsWAiRQRAVJFRYW8iA0tdTodzj//fFcPi0i155n9smfPHlcPi8irMGAiRfR6vdz9W1xOOeUU3HPPPSgpKUFNTY28f//+/TjrrLNgNBplBuqmm25Ca2tr//eLx8fExMDPzw+xsbH47W9/279b+4YNG+Qn6c8++wzTpk2DwWDA6aefjgMHDvR/f11dHa688kr5vf7+/pg6dSreeuutAWMUx3vqqaeQlpYmx5uQkIDHHntM3jfYJ3f7RTw/kbudZ/ZLeHh4//3ivBk/frw8B1JSUvDAAw+gp6dnwDEKCwsH/T1vbGwc8WN+//vfy/N8MB999JF8LJFaMWAipxGB0Ouvvy4DExEctbW1YdmyZQgODsaOHTvw3nvv4euvv8btt9/e/z1Lly7F6tWrkZubi3//+9948cUX5TGOdtddd+Evf/mLPIb4I3HBBRf0/zHo7OzErFmzZFAlAikRkP3kJz/B9u3b+7//3nvvxRNPPCH/iBw6dAhvvvkmIiMj5X1Hf2IXPvjgg/7r8+bNG6NXjkiZwMBAvPzyy/L3+7nnnsO//vUvPPPMMwMeY982VJyD4vdb/K4faySPIfJart79lzyX2P1bq9XaTCaTvIhfp+joaNuuXbvk/S+++KItODjY1tra2v89n332mU2j0dgqKyuPO15+fr78/pdeemnAruNvv/32gF3EjUaj7Z133hlyXOedd57t17/+df+O8GJH8n/961/D/jziucRzErnzeRYbG2tbsmSJ7csvvxzye/70pz/ZZs2aNeC2rKws+Tt+4MCBAedXQ0PDiB/z0EMP2aZPnz7oc65atUo+lkitmGEiRc4880zs3btXXkRWR2SUzjnnHBQVFSEzMxPTp0+HyWTqf/z8+fPlFFlWVlb/bX/84x/7pxIuvfRSXHPNNQOeY+7cuf3/DgkJQXp6ujy20NfXh0ceeUROxYn7AgIC8OWXX6K4uFjeLx7X1dWFxYsXj8GrQTT659mHH36I6OhonHfeedi2bZu8/5133pHnlpiqE+fA/fff338O2DU3N8uvR5+PxxrJY8Q0u3gOi8WCiRMnyuwtkTfQuXoA5NnEG6uYgrMT02rijVRMCYzULbfcgksuuQS7du3CnXfeKf8t/kCMxJ/+9Cc5BfHss8/KoEmMRxyju7tb3i9qp4jUdp699NJLMnASdUPiA8hVV12FP/zhD/IDizj/3n77bTmNfbTy8nJoNBoZVA1lJI8RH1g++eQT+WFl69atuPHGG+XYxIIPIjVjhomcShR9ijfcjo4O+ekzIyND1jLZfffdd/J+8aZrJzJDEyZMkG/6CxYsOK5uQrwp2zU0NCA7O1se2368iy66CFdffbXMZokslbjfbty4cTJoEiv4iNRCnEPiIoKWzZs3IzExEb/73e9w6qmnyt95keE9lqgBFOeZWDwxlJE8RizQEAGSOIevvfZaed6JzBeR2jFgIkXEdFdlZaW8iOmvO+64QxZ/i8JsEQCJN17xpioKstevXy/vF0XZ9qLrf/zjHzh48KBcnSOKvdesWYMZM2YMeI6HH35YBjziGKInTVhYGJYvXy7vE38cxPeIPxri+W+++WZUVVX1f694frGC6O6778arr76KvLw8GYD95z//GeNXisj559m5554rzwEx/SaySuL3+/nnn8eqVav6v1dkW1977TU8/fTT+OlPfzro8UfyGDtR7icWW4gPQuvWrZOF5lOmTHH6z0zkdlxdREWeXYwqfoXsl8DAQNvs2bNt77//fv9j9u3bZzvzzDNtBoPBFhISYrvxxhttLS0t/fefe+65trCwMFmYnZaWZnvsscdsVqt1QMHpp59+aps8ebLNz8/Pdtppp9kyMjIGFIFfdNFFtoCAAFtERITt/vvvt11zzTXyNru+vj7bo48+aktMTLT5+vraEhISbH/84x+P+3lY9E2ecp7NnDnT9tZbb/U/5q677rKFhobK8+DHP/6x7ZlnnrFZLBZ5386dO20pKSm2xx9/XJ4LdkcXdI/kMfaib/s4xOKN+Ph42wMPPCDvY9E3qZ2P+I+rgzaiwYg+SKKWSUzDBQUFuXo4RETkxTglR0RERDQMBkxEREREw+CUHBEREdEwmGEiIiIiGgYDJiIiIqJhMGAiIiIiGgYDJiIiIqJhMGAiIiIiGgYDJiIiIqJhMGAiIiIiGgYDJiIiIqJhMGAiIiIiwon9f/vH6Av10aISAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"Категория\", vars=[\"Возраст\", \"Баллы\"], palette='viridis')" ] }, { "cell_type": "code", "execution_count": 32, "id": "3db443e9-1d69-4072-a08a-0848ed6a1d37", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"Категория\", kind='reg', palette='viridis')" ] }, { "cell_type": "code", "execution_count": 33, "id": "9015cb7c-6b05-4b35-81bf-af6e667bde62", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"Категория\", corner=True, palette='viridis')" ] }, { "cell_type": "markdown", "id": "517f0b6e-1c0f-4471-8b7a-a0cccb9b8137", "metadata": {}, "source": [ "Прогресс-бар с tqdm" ] }, { "cell_type": "code", "execution_count": 34, "id": "f4ccc264-b046-43da-bba6-bca9e5f19f37", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████| 100/100 [00:01<00:00, 92.04it/s]\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "\n", "for i in tqdm(range(100)):\n", " time.sleep(0.01) # Симуляция долгого процесса" ] }, { "cell_type": "code", "execution_count": 36, "id": "d9058de9-aef1-4b9b-b6de-e392fd0e194e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 25%|███████████ | 1/4 [00:00<00:01, 1.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработка строки 0: Анна, 21 лет, баллы: 89\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 50%|██████████████████████ | 2/4 [00:01<00:01, 1.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработка строки 1: Борис, 22 лет, баллы: 76\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " 75%|█████████████████████████████████ | 3/4 [00:01<00:00, 1.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработка строки 2: Виктор, 23 лет, баллы: 95\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████| 4/4 [00:02<00:00, 1.99it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработка строки 3: Галина, 24 лет, баллы: 82\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import pandas as pd\n", "from tqdm import tqdm\n", "\n", "# Создаем 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", "# Итерация по строкам DataFrame с tqdm\n", "for index, row in tqdm(df.iterrows(), total=len(df)):\n", " time.sleep(0.5) # Симуляция обработки строки\n", " print(f\"Обработка строки {index}: {row['Имя']}, {row['Возраст']} лет, баллы: {row['Баллы']}\")" ] }, { "cell_type": "code", "execution_count": 37, "id": "ec5253ea-262c-4fdd-a505-eb5cb0fd1063", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Загрузка: 100%|\u001b[32m██████████████████████████\u001b[0m| 100/100 [00:01<00:00, 93.59it/s]\u001b[0m\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "\n", "# Прогресс-бар с кастомным описанием и цветом\n", "for i in tqdm(range(100), desc='Загрузка', colour='green', ncols=75):\n", " time.sleep(0.01) # Симуляция долгого процесса" ] }, { "cell_type": "code", "execution_count": 38, "id": "0eaa3f03-6c78-460f-8b7e-c7089f9e8c25", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Обработка файлов: 25%|\u001b[34m██████▌ \u001b[0m| 1/4 [00:01<00:03, 1.00s/it]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработан файл1\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка файлов: 50%|\u001b[34m█████████████ \u001b[0m| 2/4 [00:02<00:02, 1.00s/it]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработан файл2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка файлов: 75%|\u001b[34m███████████████████▌ \u001b[0m| 3/4 [00:03<00:01, 1.00s/it]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработан файл3\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка файлов: 100%|\u001b[34m██████████████████████████\u001b[0m| 4/4 [00:04<00:00, 1.00s/it]\u001b[0m" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Обработан файл4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tqdm import tqdm\n", "import time\n", "\n", "# Список для обработки\n", "items = [\"файл1\", \"файл2\", \"файл3\", \"файл4\"]\n", "\n", "# Прогресс-бар для списка\n", "for item in tqdm(items, desc='Обработка файлов', colour='blue'):\n", " time.sleep(1) # Симуляция обработки файла\n", " print(f\"Обработан {item}\")\n", " " ] }, { "cell_type": "code", "execution_count": 39, "id": "f629ca1a-53c7-4da0-b810-dc6df1b6506b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Обработка строк: 100%|█████████████████████████| 4/4 [00:00<00:00, 2044.26it/s]\n" ] }, { "data": { "text/plain": [ "0 97.9\n", "1 83.6\n", "2 104.5\n", "3 90.2\n", "dtype: float64" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from tqdm import tqdm\n", "\n", "# Создаем 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", "# Применяем функцию к каждой строке с tqdm\n", "tqdm.pandas(desc=\"Обработка строк\")\n", "df.progress_apply(lambda row: row[\"Баллы\"] * 1.1, axis=1)" ] }, { "cell_type": "markdown", "id": "2cbc6691-48e8-4cc6-809b-35f129f4c328", "metadata": {}, "source": [ "Самостоятельное задание\n" ] }, { "cell_type": "code", "execution_count": 40, "id": "fa882bd0-9ac9-43ff-b384-50b5a5ffbccb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Year Month Total Number of Calls Total Number of Doctors Consultancy \\\n", "0 2025 Feb 155200 98964 \n", "1 2025 Jan 130982 87815 \n", "2 2024 Dec 133725 86832 \n", "3 2024 Nov 153698 93710 \n", "4 2024 Oct 214604 108207 \n", "\n", " Number of Total Health Information Number of Total Ambulance Information \\\n", "0 3777 5773 \n", "1 3217 4179 \n", "2 3634 3735 \n", "3 3010 4421 \n", "4 6307 5792 \n", "\n", " Number of Total Complaints Number of Calls To Know About The Service \n", "0 3706 42980 \n", "1 3178 32593 \n", "2 3035 36489 \n", "3 4133 48424 \n", "4 8885 80804 \n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Загрузка данных\n", "df = pd.read_csv('daily_and_month_call_report.csv')\n", "\n", "# Просмотр первых строк данных\n", "print(df.head())" ] }, { "cell_type": "code", "execution_count": 41, "id": "1cfbf9d5-0bf2-4903-8912-1de4a4adef0e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Информация о данных:\n", "\n", "RangeIndex: 107 entries, 0 to 106\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Year 107 non-null int64 \n", " 1 Month 107 non-null object\n", " 2 Total Number of Calls 107 non-null int64 \n", " 3 Total Number of Doctors Consultancy 107 non-null int64 \n", " 4 Number of Total Health Information 107 non-null int64 \n", " 5 Number of Total Ambulance Information 107 non-null int64 \n", " 6 Number of Total Complaints 107 non-null int64 \n", " 7 Number of Calls To Know About The Service 107 non-null int64 \n", "dtypes: int64(7), object(1)\n", "memory usage: 6.8+ KB\n", "None\n", "\n", "Описательная статистика:\n", " Year Total Number of Calls \\\n", "count 107.000000 1.070000e+02 \n", "mean 2020.205607 2.340316e+05 \n", "std 2.601662 3.697001e+05 \n", "min 2016.000000 5.143200e+04 \n", "25% 2018.000000 9.918850e+04 \n", "50% 2020.000000 1.424000e+05 \n", "75% 2022.000000 2.025520e+05 \n", "max 2025.000000 2.329457e+06 \n", "\n", " Total Number of Doctors Consultancy \\\n", "count 1.070000e+02 \n", "mean 1.544553e+05 \n", "std 2.681351e+05 \n", "min 3.816200e+04 \n", "25% 6.081800e+04 \n", "50% 9.489300e+04 \n", "75% 1.215265e+05 \n", "max 1.703100e+06 \n", "\n", " Number of Total Health Information \\\n", "count 107.000000 \n", "mean 15714.728972 \n", "std 23104.165341 \n", "min 3010.000000 \n", "25% 6858.000000 \n", "50% 10841.000000 \n", "75% 13291.000000 \n", "max 173306.000000 \n", "\n", " Number of Total Ambulance Information Number of Total Complaints \\\n", "count 107.000000 107.000000 \n", "mean 9240.317757 6924.457944 \n", "std 15330.680874 10484.201602 \n", "min 220.000000 77.000000 \n", "25% 836.000000 697.000000 \n", "50% 4734.000000 4133.000000 \n", "75% 8658.500000 8262.000000 \n", "max 91751.000000 59760.000000 \n", "\n", " Number of Calls To Know About The Service \n", "count 107.000000 \n", "mean 47509.102804 \n", "std 61227.797516 \n", "min 4075.000000 \n", "25% 18536.500000 \n", "50% 28895.000000 \n", "75% 45822.500000 \n", "max 342434.000000 \n" ] } ], "source": [ "# Основная информация о данных\n", "print(\"Информация о данных:\")\n", "print(df.info())\n", "\n", "# Описательная статистика\n", "print(\"\\nОписательная статистика:\")\n", "print(df.describe())" ] }, { "cell_type": "code", "execution_count": 43, "id": "0b91aa3f-6d2a-469b-be61-5260eef2abd4", "metadata": {}, "outputs": [ { "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", "\n", "# Гистограмма для общего количества звонков\n", "sns.histplot(df['Total Number of Calls'], kde=True, color='blue', bins=20)\n", "plt.title(\"Распределение общего количества звонков\")\n", "plt.xlabel(\"Общее количество звонков\")\n", "plt.ylabel(\"Частота\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "id": "bae9313d-9037-42ef-8fcb-bed25586cdb6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Точечный график для общего количества звонков и консультаций врачей\n", "sns.scatterplot(x='Total Number of Calls', y='Total Number of Doctors Consultancy', data=df, hue='Year', palette='viridis')\n", "plt.title(\"Зависимость между звонками и консультациями врачей\")\n", "plt.xlabel(\"Общее количество звонков\")\n", "plt.ylabel(\"Количество консультаций врачей\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "id": "ec5c0852-5ceb-48bf-b477-532b90fcd17a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x='Year', y='Number of Total Complaints', data=df)\n", "plt.title(\"Распределение количества жалоб по годам\")\n", "plt.xlabel(\"Год\")\n", "plt.ylabel(\"Количество жалоб\")\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "id": "30a093bb-2c18-4183-a548-0433f67de1a7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Применение функции к столбцу: 100%|██████| 107/107 [00:00<00:00, 110976.89it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Year Month Total Number of Calls Total Number of Doctors Consultancy \\\n", "0 2025 Feb 187792.00 98964 \n", "1 2025 Jan 158488.22 87815 \n", "2 2024 Dec 161807.25 86832 \n", "3 2024 Nov 185974.58 93710 \n", "4 2024 Oct 259670.84 108207 \n", "\n", " Number of Total Health Information Number of Total Ambulance Information \\\n", "0 3777 5773 \n", "1 3217 4179 \n", "2 3634 3735 \n", "3 3010 4421 \n", "4 6307 5792 \n", "\n", " Number of Total Complaints Number of Calls To Know About The Service \n", "0 3706 42980 \n", "1 3178 32593 \n", "2 3035 36489 \n", "3 4133 48424 \n", "4 8885 80804 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from tqdm import tqdm\n", "\n", "# Включаем tqdm для pandas\n", "tqdm.pandas(desc=\"Применение функции к столбцу\")\n", "\n", "# Пример: Увеличение значений в столбце \"Total Number of Calls\" на 10%\n", "df['Total Number of Calls'] = df['Total Number of Calls'].progress_apply(lambda x: x * 1.1)\n", "\n", "# Просмотр первых строк после обработки\n", "print(df.head())" ] }, { "cell_type": "code", "execution_count": null, "id": "54209962-d3d5-4d07-b82c-b2e26bb1f2f8", "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 }