diff --git a/.ipynb_checkpoints/README-checkpoint.md b/.ipynb_checkpoints/README-checkpoint.md new file mode 100644 index 0000000..8811c2e --- /dev/null +++ b/.ipynb_checkpoints/README-checkpoint.md @@ -0,0 +1 @@ +Maрков Илья Андреевич diff --git a/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb new file mode 100644 index 0000000..363fcab --- /dev/null +++ b/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/README.md b/README.md index 8811c2e..46c9da9 100644 --- a/README.md +++ b/README.md @@ -1 +1 @@ -Maрков Илья Андреевич +В данной практической работе был освоен JupyterLab для работы с Python-кодом, анализом данных и визуализации. Были укреплены навыки работы с Git. diff --git a/week2_analysis.ipynb b/week2_analysis.ipynb index ae473b0..d0ebeff 100644 --- a/week2_analysis.ipynb +++ b/week2_analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "ae4f4121-843f-4dda-a7c1-1c4ab2022f07", + "id": "c9d3875c-ace0-4570-80a5-e76420c4ecfa", "metadata": {}, "source": [ "# Часть 1. Основы работы с JupyterLab\n", @@ -11,8 +11,8 @@ }, { "cell_type": "code", - "execution_count": 13, - "id": "fb2051d8-f2d5-49ae-80bf-40316c281dcd", + "execution_count": 1, + "id": "b9670fa7-f61c-4ce9-81fe-4f936535173b", "metadata": {}, "outputs": [ { @@ -32,40 +32,24 @@ }, { "cell_type": "markdown", - "id": "4a9f9dc3-e309-404b-b624-1060a8a52c1e", + "id": "c31bc732-82ff-4dcc-9639-16e43c10ffbd", "metadata": {}, "source": [ - "## 1. Задаем значение а\n", - "a=10\n", - "## 2. Задаем значение b\n", - "b=12\n", - "## 3. Выполняем сложение\n", - "c=a+b\n", - "## 4. Выводим результат\n", - "print(c)" + "# Часть 2. Работа с pandas и numpy" ] }, { "cell_type": "markdown", - "id": "c090044e-68ed-490b-8a00-0b7c103c4b0f", + "id": "c3fa3aa7-903b-434c-a301-118e04bb24dc", "metadata": {}, "source": [ - "# Часть 2. Работа с pandas и numpy\n", - "В данном разделе мы знакомимся с pandas: работа с таблицами." + "# pandas: работа с таблицами" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5f0f9420-c0f0-48d7-bac8-ebe151fec7ce", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "9fb0933e-d4e6-447b-8ed6-2b463dc0d2ee", + "execution_count": 6, + "id": "57c6b737-a50e-48d9-a9db-9c7d74af66a2", "metadata": {}, "outputs": [ { @@ -73,11 +57,11 @@ "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", + " Имя Возраст Баллы\n", + "0 Дмитрий 25 91\n", + "1 Елена 26 88\n", + "2 Жанна 27 79\n", + "3 Игорь 28 85\n", "\n", "RangeIndex: 4 entries, 0 to 3\n", "Data columns (total 3 columns):\n", @@ -91,28 +75,49 @@ "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", + "mean 26.500000 85.750000\n", + "std 1.290994 5.123475\n", + "min 25.000000 79.000000\n", + "25% 25.750000 83.500000\n", + "50% 26.500000 86.500000\n", + "75% 27.250000 88.750000\n", + "max 28.000000 91.000000\n", "Имя 0\n", "Возраст 0\n", "Баллы 0\n", - "dtype: int64\n" + "dtype: int64\n", + "\n", + "DataFrame после добавления нового столбца:\n", + " Имя Возраст Баллы Новый столбец\n", + "0 Дмитрий 25 91 100.1\n", + "1 Елена 26 88 96.8\n", + "2 Жанна 27 79 86.9\n", + "3 Игорь 28 85 93.5\n", + "\n", + "Группировка данных по возрасту и среднему значению баллов:\n", + " Баллы\n", + "Возраст \n", + "25 91.0\n", + "26 88.0\n", + "27 79.0\n", + "28 85.0\n", + "\n", + "Фильтрация: возраст больше 25\n", + " Имя Возраст Баллы Новый столбец\n", + "1 Елена 26 88 96.8\n", + "2 Жанна 27 79 86.9\n", + "3 Игорь 28 85 93.5\n" ] } ], "source": [ "import pandas as pd\n", "\n", - "# Создадим DataFrame\n", + "# Создадим DataFrame с измененными данными\n", "data = {\n", - " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", - " \"Возраст\": [21, 22, 23, 24],\n", - " \"Баллы\": [89, 76, 95, 82]\n", + " \"Имя\": [\"Дмитрий\", \"Елена\", \"Жанна\", \"Игорь\"],\n", + " \"Возраст\": [25, 26, 27, 28],\n", + " \"Баллы\": [91, 88, 79, 85]\n", "}\n", "df = pd.DataFrame(data)\n", "\n", @@ -120,446 +125,54 @@ "print(df.head())\n", "print(df.info())\n", "print(df.describe())\n", - "print(df.isnull().sum())" - ] - }, - { - "cell_type": "markdown", - "id": "15cb5f06-16e1-4be0-94c9-0a9318db531f", - "metadata": {}, - "source": [ - "# Помещаем df в последнюю строчку блока." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "af9448a3-aa24-4363-adda-19c0b486926c", - "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", - "\n", - "print(\"Первый взгляд на данные:\")\n", - "print(df.head())\n", - "print(df.info())\n", - "print(df.describe())\n", "print(df.isnull().sum())\n", - "df = pd.DataFrame(data)" - ] - }, - { - "cell_type": "markdown", - "id": "ed441692-0e75-4259-8a50-c72893b6976e", - "metadata": {}, - "source": [ - "# Добавляем новый столбец с вычисляемыми значениями" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "e6546d99-b0d4-43a4-8cf4-dc5d14f795f7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Первый взгляд на данные:\n", - " Имя Возраст Баллы Новый столбец\n", - "0 Анна 21 89 97.9\n", - "1 Борис 22 76 83.6\n", - "2 Виктор 23 95 104.5\n", - "3 Галина 24 82 90.2\n", - "\n", - "RangeIndex: 4 entries, 0 to 3\n", - "Data columns (total 4 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", - " 3 Новый столбец 4 non-null float64\n", - "dtypes: float64(1), int64(2), object(1)\n", - "memory usage: 260.0+ bytes\n", - "None\n", - " Возраст Баллы Новый столбец\n", - "count 4.000000 4.000000 4.000000\n", - "mean 22.500000 85.500000 94.050000\n", - "std 1.290994 8.266398 9.093038\n", - "min 21.000000 76.000000 83.600000\n", - "25% 21.750000 80.500000 88.550000\n", - "50% 22.500000 85.500000 94.050000\n", - "75% 23.250000 90.500000 99.550000\n", - "max 24.000000 95.000000 104.500000\n", - "Имя 0\n", - "Возраст 0\n", - "Баллы 0\n", - "Новый столбец 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", + "# Добавим новый столбец с вычисляемыми значениями\n", "df[\"Новый столбец\"] = df[\"Баллы\"] * 1.1\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": "markdown", - "id": "fc1feb69-20b1-4293-8386-0128a6e83465", - "metadata": {}, - "source": [ - "# Группируем данные" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "6f54aa19-722a-4aa7-8d19-02fd5a3623e3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Первый взгляд на данные:\n", - " Имя Возраст Баллы Группа\n", - "0 Анна 21 89 A\n", - "1 Борис 22 76 B\n", - "2 Виктор 23 95 A\n", - "3 Галина 24 82 B\n", - "\n", - "RangeIndex: 4 entries, 0 to 3\n", - "Data columns (total 4 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", - " 3 Группа 4 non-null object\n", - "dtypes: int64(2), object(2)\n", - "memory usage: 260.0+ 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", - "Количество пропущенных значений:\n", - "Имя 0\n", - "Возраст 0\n", - "Баллы 0\n", - "Группа 0\n", - "dtype: int64\n", - "\n", - "Группировка по группам с вычислением статистики:\n", - " Возраст Баллы \n", - " mean mean max min\n", - "Группа \n", - "A 22.0 92.0 95 89\n", - "B 23.0 79.0 82 76\n" - ] - } - ], - "source": [ - "import pandas as pd\n", + "print(\"\\nDataFrame после добавления нового столбца:\")\n", + "print(df)\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", - " \"Группа\": [\"A\", \"B\", \"A\", \"B\"]\n", - "}\n", + "# Применение .groupby() и .agg()\n", + "grouped_df = df.groupby(\"Возраст\").agg({\"Баллы\": \"mean\"})\n", + "print(\"\\nГруппировка данных по возрасту и среднему значению баллов:\")\n", + "print(grouped_df)\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(\"Количество пропущенных значений:\")\n", - "print(df.isnull().sum()) \n", - "\n", - "grouped_df = df.groupby(\"Группа\").agg({\n", - " \"Возраст\": \"mean\", \n", - " \"Баллы\": [\"mean\", \"max\", \"min\"] \n", - "})\n", - "\n", - "# Вывод результата\n", - "print(\"\\nГруппировка по группам с вычислением статистики:\")\n", - "print(grouped_df)" - ] - }, - { - "cell_type": "markdown", - "id": "4902cd48-d462-466e-b7f0-44ecb7da53e9", - "metadata": {}, - "source": [ - "# Фильтруем записи по условиям" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "a4973dfc-b152-46a2-a7ef-0fa52e3ce64a", - "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", - "Количество пропущенных значений:\n", - "Имя 0\n", - "Возраст 0\n", - "Баллы 0\n", - "dtype: int64\n", - "\n", - "Записи, где возраст больше 21 года:\n", - " Имя Возраст Баллы\n", - "1 Борис 22 76\n", - "2 Виктор 23 95\n", - "3 Галина 24 82\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "\n", - "data = {\n", - " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", - " \"Возраст\": [21, 22, 23, 24],\n", - " \"Баллы\": [89, 76, 95, 82]\n", - "}\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(\"Количество пропущенных значений:\")\n", - "print(df.isnull().sum()) \n", - "\n", - "filtered_df = df[df[\"Возраст\"] > 21]\n", - "\n", - "print(\"\\nЗаписи, где возраст больше 21 года:\")\n", + "# Фильтрация записей по условиям\n", + "filtered_df = df[df[\"Возраст\"] > 25]\n", + "print(\"\\nФильтрация: возраст больше 25\")\n", "print(filtered_df)" ] }, { "cell_type": "markdown", - "id": "63d73ad2-b89f-4100-a197-852dec09ff9a", + "id": "1fdf42e0-1393-4de8-8d3c-9c6fda8d60ff", "metadata": {}, "source": [ - "# Работа с numpy\n", - "В данном разделе мы знакомимся с numpy: массивы и вычисления." + "# numpy: массивы и вычисления" ] }, { "cell_type": "code", - "execution_count": 21, - "id": "e5bf3999-41fd-491a-8d3a-828ac52e5981", + "execution_count": 7, + "id": "62e3aed6-d212-4bd3-bc0b-95bdaa182ec2", "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": "markdown", - "id": "288363dd-6df3-420d-bbd5-26a44ba13d52", - "metadata": {}, - "source": [ - "# Создаем двумерный массив" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "f514ea57-0722-4a1c-a254-b139baf7fa03", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Сумма элементов массива: 15\n", - "Среднее значение: 3.0\n", - "Медиана: 3.0\n", - "Стандартное отклонение: 1.4142135623730951\n", - "\n", "Двумерный массив:\n", "[[1 2]\n", " [3 4]]\n", - "Сумма всех элементов: 10\n", - "Среднее значение: 2.5\n", - "Транспонированный массив:\n", - "[[1 3]\n", - " [2 4]]\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "arr = np.array([1, 2, 3, 4, 5])\n", - "\n", - "print(\"Сумма элементов массива:\", np.sum(arr))\n", - "print(\"Среднее значение:\", np.mean(arr))\n", - "print(\"Медиана:\", np.median(arr))\n", - "print(\"Стандартное отклонение:\", np.std(arr))\n", - "\n", - "arr_2d = np.array([[1, 2], [3, 4]])\n", - "\n", - "print(\"\\nДвумерный массив:\")\n", - "print(arr_2d)\n", - "\n", - "print(\"Сумма всех элементов:\", np.sum(arr_2d))\n", - "print(\"Среднее значение:\", np.mean(arr_2d))\n", - "print(\"Транспонированный массив:\")\n", - "print(arr_2d.T)" - ] - }, - { - "cell_type": "markdown", - "id": "edea44c6-d386-4820-8c21-1dc0b58323cc", - "metadata": {}, - "source": [ - "# Используем np.linspace(), np.random.randn(), np.dot()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "270e2e9b-0191-4c69-9248-f79d15dea793", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Сумма элементов массива: 15\n", - "Среднее значение: 3.0\n", - "Медиана: 3.0\n", - "Стандартное отклонение: 1.4142135623730951\n", "\n", - "Линейно распределенные значения (linspace):\n", - "[ 0. 1.11111111 2.22222222 3.33333333 4.44444444 5.55555556\n", - " 6.66666667 7.77777778 8.88888889 10. ]\n", + "Линейно распределенный массив:\n", + "[ 0. 2.5 5. 7.5 10. ]\n", "\n", - "Случайная матрица (random.randn):\n", - "[[ 0.96886066 1.36224633 -0.392623 ]\n", - " [ 0.51813793 0.0839053 0.41006598]\n", - " [ 0.35214781 -0.32904084 1.1035009 ]]\n", + "Случайный массив из нормального распределения:\n", + "[[ 1.3512894 1.19968411 0.95673942]\n", + " [ 2.32423322 -0.13312169 0.51754 ]]\n", "\n", - "Скалярное произведение (dot product):\n", + "Произведение матриц:\n", "[[19 22]\n", " [43 50]]\n" ] @@ -568,40 +181,40 @@ "source": [ "import numpy as np\n", "\n", - "arr = np.array([1, 2, 3, 4, 5])\n", + "# Создание двумерного массива\n", + "arr_2d = np.array([[1, 2], [3, 4]])\n", + "print(\"Двумерный массив:\")\n", + "print(arr_2d)\n", "\n", - "print(\"Сумма элементов массива:\", np.sum(arr))\n", - "print(\"Среднее значение:\", np.mean(arr))\n", - "print(\"Медиана:\", np.median(arr))\n", - "print(\"Стандартное отклонение:\", np.std(arr))\n", - "\n", - "linspace_arr = np.linspace(0, 10, 10)\n", - "print(\"\\nЛинейно распределенные значения (linspace):\")\n", + "# Использование np.linspace()\n", + "linspace_arr = np.linspace(0, 10, 5) # 5 элементов от 0 до 10\n", + "print(\"\\nЛинейно распределенный массив:\")\n", "print(linspace_arr)\n", "\n", - "random_arr = np.random.randn(3, 3) \n", - "print(\"\\nСлучайная матрица (random.randn):\")\n", + "# Использование np.random.randn()\n", + "random_arr = np.random.randn(2, 3) # Массив 2x3 случайных значений из нормального распределения\n", + "print(\"\\nСлучайный массив из нормального распределения:\")\n", "print(random_arr)\n", "\n", + "# Использование np.dot() - произведение матриц\n", "matrix_a = np.array([[1, 2], [3, 4]])\n", "matrix_b = np.array([[5, 6], [7, 8]])\n", - "\n", - "dot_product = np.dot(matrix_a, matrix_b) \n", - "print(\"\\nСкалярное произведение (dot product):\")\n", + "dot_product = np.dot(matrix_a, matrix_b)\n", + "print(\"\\nПроизведение матриц:\")\n", "print(dot_product)" ] }, { "cell_type": "markdown", - "id": "414d23e1-4ca1-4ed1-bd1e-081f464bd8b0", + "id": "d2c33dd2-febb-4259-abf5-3047e4d1d932", "metadata": {}, "source": [ - "# Часть 4. Визуализация данных" + "# Часть 3. Визуализация данных" ] }, { "cell_type": "markdown", - "id": "bfb21078-8929-4bbe-9b65-20f3b076b710", + "id": "6a9e6fb5-4b12-46e9-a565-7e60e0e899e8", "metadata": {}, "source": [ "# matplotlib: построение графиков" @@ -609,15 +222,45 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "782a0957-04ed-4f28-9683-5c64e7b0862d", + "execution_count": 16, + "id": "abe51a92-edda-49d5-82aa-a09dec538a75", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -627,186 +270,58 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", + "# Данные\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": "markdown", - "id": "68e11000-ce49-4694-b9f4-1496fd456c02", - "metadata": {}, - "source": [ - "# Изменяем цвет" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "8f58829b-dfd1-49d2-8594-b20373f4f6a9", - "metadata": {}, - "outputs": [ - { - "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)', color='red')\n", - "plt.xlabel(\"X\")\n", - "plt.ylabel(\"Y\")\n", - "plt.title(\"График синуса\")\n", - "plt.legend()\n", - "plt.grid()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "f4ee8f38-b3b7-4864-8b4f-3b47bc0f4552", - "metadata": {}, - "source": [ - "# Добавляем несколько графиков" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "ff64b1d2-9106-4a84-8c95-b9f22121ce05", - "metadata": {}, - "outputs": [ - { - "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", - "\n", "y_sin = np.sin(x)\n", "y_cos = np.cos(x)\n", "\n", - "plt.plot(x, y_sin, label='sin(x)', color='red') \n", - "plt.plot(x, y_cos, label='cos(x)', color='blue') \n", - "\n", - "plt.xlabel(\"X\") \n", - "plt.ylabel(\"Y\") \n", - "plt.title(\"Графики синуса и косинуса\") \n", - "plt.legend() \n", - "plt.grid() \n", - "plt.show() " - ] - }, - { - "cell_type": "markdown", - "id": "0e303937-c675-48ca-b883-2a13195a6f96", - "metadata": {}, - "source": [ - "# Используем bar, scatter, hist." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "9d591384-1234-4768-88ab-0964f790c3f9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "x = np.linspace(0, 10, 10) \n", - "y = np.sin(x)\n", - "\n", - "plt.figure(figsize=(6, 4))\n", - "plt.bar(x, y, color='blue', alpha=0.7, label='Bar chart')\n", + "# Линейный график\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(x, y_sin, color='red', label='sin(x)')\n", + "plt.plot(x, y_cos, color='blue', label='cos(x)')\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", - "plt.title(\"Bar Chart - sin(x)\")\n", + "plt.title(\"Графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", - "plt.figure(figsize=(6, 4))\n", - "plt.scatter(x, y, color='red', label='Scatter plot')\n", + "# Точечный график \n", + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(x, y_sin, color='green', label='sin(x)', alpha=0.6)\n", + "plt.scatter(x, y_cos, color='purple', label='cos(x)', alpha=0.6)\n", "plt.xlabel(\"X\")\n", "plt.ylabel(\"Y\")\n", - "plt.title(\"Scatter Plot - sin(x)\")\n", + "plt.title(\"Scatter-графики синуса и косинуса\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()\n", "\n", - "random_data = np.random.randn(1000) \n", + "# Столбчатый график \n", + "plt.figure(figsize=(10, 6))\n", + "plt.bar(x[::10], y_sin[::10], color='orange', width=0.5, label='sin(x)')\n", + "plt.bar(x[::10] + 0.5, y_cos[::10], color='cyan', width=0.5, label='cos(x)')\n", + "plt.xlabel(\"X\")\n", + "plt.ylabel(\"Y\")\n", + "plt.title(\"Bar-графики синуса и косинуса\")\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show()\n", "\n", - "plt.figure(figsize=(6, 4))\n", - "plt.hist(random_data, bins=30, color='green', alpha=0.7, edgecolor='black', label='Histogram')\n", - "plt.xlabel(\"Значения\")\n", + "# Гистограмма \n", + "data = np.sin(np.random.randn(1000))\n", + "plt.figure(figsize=(10, 6))\n", + "plt.hist(data, bins=20, color='magenta', alpha=0.7, edgecolor='black')\n", + "plt.xlabel(\"Значение\")\n", "plt.ylabel(\"Частота\")\n", - "plt.title(\"Histogram - Random Data\")\n", - "plt.legend()\n", + "plt.title(\"Гистограмма значений синуса случайных данных\")\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "ee197d41-534b-4198-8c46-93d3e5eed046", + "id": "e9383d9e-75f7-43b1-b5fb-eca9696be348", "metadata": {}, "source": [ "# seaborn: работа с графиками данных" @@ -814,145 +329,13 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "10e9769c-8723-447a-bd77-d82c7cdfde31", + "execution_count": 15, + "id": "9482063e-8ca6-4a44-aafd-e38f118bbd3f", "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": "markdown", - "id": "944d1f67-a93e-42b4-afce-4e719dc86abd", - "metadata": {}, - "source": [ - "# Строим histplot, scatterplot." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "f6494884-f854-4631-8e9c-9c5a1b1a49c4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import seaborn as sns\n", - "\n", - "data = {\n", - " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\"],\n", - " \"Возраст\": [21, 22, 23, 24],\n", - " \"Баллы\": [89, 76, 95, 82],\n", - " \"Категория\": [\"A\", \"B\", \"A\", \"B\"]\n", - "}\n", - "df = pd.DataFrame(data)\n", - "\n", - "plt.figure(figsize=(6, 4))\n", - "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", - "plt.title(\"Boxplot - распределение баллов по категориям\")\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(6, 4))\n", - "sns.histplot(df[\"Баллы\"], bins=5, kde=True, color=\"blue\")\n", - "plt.xlabel(\"Баллы\")\n", - "plt.ylabel(\"Частота\")\n", - "plt.title(\"Histplot - распределение баллов\")\n", - "plt.show()\n", - "\n", - "plt.figure(figsize=(6, 4))\n", - "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df, palette=\"coolwarm\", s=100)\n", - "plt.xlabel(\"Возраст\")\n", - "plt.ylabel(\"Баллы\")\n", - "plt.title(\"Scatterplot - зависимость баллов от возраста\")\n", - "plt.legend(title=\"Категория\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "0eb28611-6bcd-4c56-866a-0d7ad49a643d", - "metadata": {}, - "source": [ - "# Добавляем sns.pairplot(df), sns.heatmap(df.corr(), annot=True)." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "ebde9c7e-f26b-4a13-a8ee-47024093aafc", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|████████████████████████████████████████| 100/100 [00:01<00:00, 96.42it/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": 38, - "id": "faf79c28-6caa-4eb6-910f-56ee5cf22e2b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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dUtudMmVKif3DwsIq6awAAICr87byw6dNmybz5s2TJUuWSKtWrWTXrl0yePBg8ff3l1deeUXvk5WV5XDMf/7nf8rQoUOlV69eZbat2tu0aZN93dvb0lMFAAAuxNJUsHXrVunevbvExsbq9ZCQEFm1apXs2LHDvk9AQIDDMZ999pk89dRT0qxZszLbVoGn+LEAAACWT4FFRUVJamqqHDlyRK/v379ftmzZIl27dnW6/5kzZ+TLL7/UI0C3c/ToUQkKCtJBacCAAXLixIlS983Ly5OcnByHBQAAuC9LR4AmTJigw4aqz/Hy8tI1QcnJyTqwOKOmymrVqiXPPfdcme1GRkbK4sWLpWXLlnoKLTExUZ544gk5ePCgPr64lJQUvQ8AADCDpQFozZo1smLFClm5cqWu2dm3b5+MGTNGj9zExcWV2H/hwoU6HNWoUaPMdouOIIWHh+tAFBwcrD/P2ejRxIkTZezYsfZ1FcoaN278q88PAAC4JksD0Lhx4/QoUL9+/fR669atJSMjQ4/IFA9Af/vb3+Tw4cOyevXqu/6cOnXqSIsWLSQtLc3pdh8fH70AAAAzWBqArl27Jp6ejmVIaiqsoKCgxL4ffvihtG3bVtq0aXPXn3PlyhVJT0+XF1988Vf1FwDuhmduttVdAFyGp4t9HywNQN26ddM1P02aNNFTYHv37pUZM2bIkCFDHPZTU1Jr166V9957z2k70dHR0rNnTxk9erRef+2113TbatorMzNTJk+erINV//79K+W8AJhN3cqjWnUfkb9vtrorgEupVt1Hfz/E9AA0e/ZsfSPEUaNGydmzZ3Xtz4gRI2TSpEkO+3300Uf65oilBRg1unP+/Hn7+qlTp/S+Fy5ckAYNGkj79u1l+/bt+jUAVLRGjRrJ8mVLJTvbtf7iNZEqq1B/aL/xxhv6j2JYy9/fX38/xPQApK7Imjlzpl7KEh8fr5fSHD9+vERgAgArqX/kXeUfeogOP6oWFCjEs8AAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA43j/koM8PT3Fw8Oj1O23bt36NX0CAABwvQC0bt268u8JAACAKweg7t27O6x/+umnsm/fPvnNb34jffr0Ka++AQAAuGYN0LRp06R///6yYcMGGTp0qCQmJpZPzwAAAFw1AC1ZskQ++OAD2bFjh3z22WeyaNGi8ukZAACAqwagzMxMeeyxx/Rr9fPnn38uj34BAAC4bgBSV3x5e/+jlMjLy0sKCgrKo18AAACuVQT929/+1n4Z/PXr16Vbt25SvXp1sdls5d0/AAAA1whAPXr0KPWKsKLbAAAA3CYATZ48ufx7AgAA4MoBKCcnp8zttWvX/qX9AQAAcM0AVKdOHaePwlA1QOp9HoUBAADcLgApH3/8sdStW7d8ewMAAODKAejxxx+Xhg0blm9vAAAAXDkA/fjjj3LhwgXx8/OTgIAAfRk8AACAW98IMTo6Wlq1aiVNmzbVIah169bypz/96a7aULVCCQkJug1fX18JDQ2VpKQkh/sJDRo0SNcVFV26dOly27bnzp0rISEhUqNGDYmMjNSP6gAAAPjFI0DHjh3TIeXGjRv6ijD1OAwVMFSYuXnzpowbN+6OH6Q6b948/TwxFaZ27dolgwcPFn9/f3nllVfs+6nAU/QZYz4+PmW2u3r1ahk7dqzMnz9fh5+ZM2dKTEyMHD58mGk7AADwywJQcHCww3rbtm313aBbtGghb7311h0HoK1bt+obKcbGxup1NWKzatWqEqM1KvCoabY7NWPGDBk+fLgOU4oKQl9++aUsXLhQJkyYcMftAAAA9/SLa4Cc6devnx7JuVNRUVGyYMECOXLkiA5P+/fvly1btugAU9S3336rR27uvfdeefrpp2Xq1KlSr149p23m5+fL7t27ZeLEifb3PD09pVOnTrJt2zanx+Tl5enlTu9zBADuLjc3V06cOCFVXUZGhsPPqq5Jkya6tAMueCPE5s2b33E7ajRGtRUWFqYfpKpqgpKTk2XAgAEO01/PPfecrhNKT0+XP/7xj9K1a1cdZtQxxZ0/f16306hRI4f31fpPP/3ktB8pKSmSmJh4x/0GAHenwk98fLy4C/W7xR2oQQM1YIAqfiPENWvWyIoVK2TlypV65Gjfvn0yZswYCQoKkri4OPuoUiFVaB0eHq6LpdWokCrELg9qtEjVDBVSoaxx48bl0jYAVNWRBvXLFq73vwvc4EaIqlZIjQIVhhwVcNQwpRqRKQxAxTVr1kzq168vaWlpTgOQ2qZGhs6cOePwvlovrY5I1RjdrrAaAEyiplkYaYA7s/RGiNeuXdP1OUWp8FJQUFDqMadOndL3HwoMDHS6Xd2PSBVlp6am2p9Mr9pT66NHj/5V/QUAAIbfB0jdCPHQoUN6nlgVHv8S6soxNS+rrtA6fvy4rFu3ThdA9+zZU2+/cuWKHiXavn273q5CjLpqTNUZqcvaC6mRoDlz5tjX1XTW+++/ry+vV30cOXKkXL161X5VGAAAMNsvHgFSoaOw5keN4qhC5iFDhsi//uu/3nEbs2fP1vcOGjVqlJw9e1bX/owYMUImTZpkHw06cOCADjKXLl3S2zt37qxvllh0ykoVR6vi50J9+/aVc+fO6XZOnz4tERERsmHDhhKF0QAAwEyW3gixVq1a+iaFanFG3R36q6++um07anSoODXdxZQXAABwuRshAgAAGHcjRAAAgCpVBO1MtWrV5OGHHy7PJgEAAFxjBEjd6FA9+V3dyNDZVWD/8z//U179AwAAcI0RIPXYCHW5urraKjs7W192rh5Xoa4GmzJlSvn3EgAAwOoApB5foe6z84c//EG8vb2lf//+8sEHH+jLztU9ewAAANwuAKl766jHVig1a9bUo0DKM888o29qCAAA4HYB6P7775esrCz9Wj2Y9K9//at+vXPnTp6pBQAA3DMAqUdVqMdSKC+//LK+AeIDDzwgAwcO1HeDBgAAcLurwN5++237a1UIrW6MuHXrVh2C1A0RAQAA3Po+QGra64svvtDP8vL39y+fXgEAALjKCFCTJk1k7969Uq9ePb2+ceNGiY2N1XU/6hL4d999V1atWiW9e/euqP4CAABU7gjQqVOn9E0QC73zzjv6Enj1pPaLFy/qJ7lPnz791/cKAADAVafADh06pIugvby89AiQen306NHy6x0AAICrBSA18lO3bl37+r333iuXL18uj34BAAC4RgDy8PDQS/H3AAAA3LYI2mazyaBBg+w3O8zNzZWXXnpJ/Pz89HpeXl7F9BIAAMCqABQXF+ew/sILL5TYR90MEXfO8/olq7sAuAy+DwBcMgAtWrSo4npiKN9j31ndBQAAjPOL7gSN8nO9aQcp8K1jdTcAlxkB4o8CAJWBAGQxFX4K/Opb3Q0AAIzyqx+FAQAAUNUQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcSwNQLdu3ZKEhARp2rSp+Pr6SmhoqCQlJYnNZtPbb9y4Ia+//rq0bt1a/Pz8JCgoSD9tPjMzs8x2p0yZIh4eHg5LWFhYJZ0VAABwdZY+C2zatGkyb948WbJkibRq1Up27dolgwcPFn9/f3nllVfk2rVrsmfPHh2S2rRpIxcvXpRXX31Vnn32Wb1vWVR7mzZtsq97e/PYMwAA8A+WpoKtW7dK9+7dJTY2Vq+HhITIqlWrZMeOHXpdBaGNGzc6HDNnzhx59NFH5cSJE9KkSZNS21aBJyAgoILPAAAAVEWWToFFRUVJamqqHDlyRK/v379ftmzZIl27di31mOzsbD2lVadOnTLbPnr0qJ4ya9asmQwYMEAHptLk5eVJTk6OwwIAANyXpSNAEyZM0GFD1ed4eXnpmqDk5GQdWJzJzc3VNUH9+/eX2rVrl9puZGSkLF68WFq2bClZWVmSmJgoTzzxhBw8eFBq1apVYv+UlBS9DwAAMIOlAWjNmjWyYsUKWblypa7Z2bdvn4wZM0aP3MTFxTnsqwqi+/TpowukVd1QWYqOIIWHh+tAFBwcrD9v6NChJfafOHGijB071r6uQlnjxo3L5RwBAIDrsTQAjRs3To8C9evXT6+rq70yMjL0iEzRAFQYftS2r7/+uszRH2fUdFmLFi0kLS3N6XYfHx+9AAAAM1haA6Su8vL0dOyCmgorKCgoEX5UTY+6qqtevXp3/TlXrlyR9PR0CQwMLJd+AwCAqs3SANStWzdd8/Pll1/K8ePHZd26dTJjxgzp2bOnPfw8//zz+pJ3NVWmaoROnz6tl/z8fHs70dHR+uqwQq+99pps3rxZt6muNFPtqWClaocAAAAsnQKbPXu2vsfPqFGj5OzZs7r2Z8SIETJp0iS9/eeff5bPP/9cv46IiHA49ptvvpGOHTvq12p05/z58/Ztp06d0mHnwoUL0qBBA2nfvr1s375dvwYAALA0AKkrsmbOnKkXZ9R9gQrvCl0WNdJT1EcffVRufQQAAO6HZ4EBAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxjaQC6deuWJCQkSNOmTcXX11dCQ0MlKSlJbDabfR/1etKkSRIYGKj36dSpkxw9evS2bc+dO1dCQkKkRo0aEhkZKTt27KjgswEAAFWFpQFo2rRpMm/ePJkzZ44cOnRIr0+fPl1mz55t30etz5o1S+bPny/ff/+9+Pn5SUxMjOTm5pba7urVq2Xs2LEyefJk2bNnj7Rp00Yfc/bs2Uo6MwAA4MosDUBbt26V7t27S2xsrB6tef7556Vz58720Ro1+jNz5kx588039X7h4eGydOlSyczMlPXr15fa7owZM2T48OEyePBgeeihh3R4uueee2ThwoWVeHYAAMBVWRqAoqKiJDU1VY4cOaLX9+/fL1u2bJGuXbvq9WPHjsnp06f1tFchf39/PaW1bds2p23m5+fL7t27HY7x9PTU66Udk5eXJzk5OQ4LAABwX95WfviECRN02AgLCxMvLy9dE5ScnCwDBgzQ21X4URo1auRwnFov3Fbc+fPndTvOjvnpp5+cHpOSkiKJiYnldFYAAMDVWToCtGbNGlmxYoWsXLlS1+osWbJE3n33Xf2zMk2cOFGys7Pty8mTJyv18wEAgEEjQOPGjdOjQP369dPrrVu3loyMDD0iExcXJwEBAfr9M2fO6KvACqn1iIgIp23Wr19fjyapfYpS64XtFefj46MXAABgBktHgK5du6brc4pS4aWgoEC/VpfHq9Ci6oQKqSkzdTVYu3btnLZZvXp1adu2rcMxqj21XtoxAADALJaOAHXr1k3X/DRp0kRatWole/fu1VdwDRkyRG/38PCQMWPGyNSpU+WBBx7QgUjdNygoKEh69Ohhbyc6Olp69uwpo0eP1uvqEng1gvTII4/Io48+qq8ku3r1qr4qDAAAwNIApO73owLNqFGj9D16VLAZMWKEvvFhofHjx+vwEh8fL5cuXZL27dvLhg0b9A0OC6Wnp+vi50J9+/aVc+fO6XZUsbSaLlPHFC+MBgAAZvKwFb3tMuzTbOpye1UQXbt27Qr5DHXpvwp1Vx96Vgr86lfIZwBVjefV8+L34+eyYMECadGihdXdAeDGv795FhgAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDiWBqCQkBDx8PAosfz+97+X48ePO92mlrVr15ba5qBBg0rs36VLl0o9LwAA4Nq8rfzwnTt3yq1bt+zrBw8elN/97nfSu3dvady4sWRlZTnsv2DBAnnnnXeka9euZbarAs+iRYvs6z4+PhXQewAAUFVZGoAaNGjgsP72229LaGioPPnkk3rkJiAgwGH7unXrpE+fPlKzZs0y21WBp/ixAAAALlcDlJ+fL8uXL5chQ4bo8FPc7t27Zd++fTJ06NDbtvXtt99Kw4YNpWXLljJy5Ei5cOFCmfvn5eVJTk6OwwIAANyXywSg9evXy6VLl3QNjzMffvihPPjggxIVFXXb6a+lS5dKamqqTJs2TTZv3qynzIpOtRWXkpIi/v7+9kVNvwEAAPdl6RRY8YCjgkpQUFCJbdevX5eVK1dKQkLCbdvp16+f/XXr1q0lPDxcT6upUaHo6Ginx0ycOFHGjh1rX1cjQIQgAADcl0uMAGVkZMimTZtk2LBhTrd//PHHcu3aNRk4cOBdt92sWTOpX7++pKWllVkzVLt2bYcFAAC4L5cYAVJXbKmandjY2FJHh5599tkSRdN34tSpU7oGKDAwUFyRZ2621V0AXAbfBwDGBKCCggIdgOLi4sTbu2R31MjNd999J3/5y1+cHh8WFqZreHr27ClXrlyRxMRE6dWrl74KLD09XcaPHy/NmzeXmJgYcSWq1qhadR+Rv2+2uiuAS1HfC/X9AAC3DkBq6uvEiRP66i9nFi5cKPfff7907tzZ6fbDhw9LdvY//mr08vKSAwcOyJIlS3RBtaonUsclJSW53L2AGjVqJMuXLbX3HdZOwSYnJ8sbb7whwcHBVnfHeCr8qO8HAFQkD5vNZqvQT6iCVBG0+kdYhRPqgdzfkSNHJD4+Xt9os0WLFlZ3BwBQCb+/XaIIGgAAoDIRgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjGNpAAoJCREPD48Sy+9//3u9vWPHjiW2vfTSS2W2abPZZNKkSRIYGCi+vr7SqVMnOXr0aCWdEQAAqAosDUA7d+6UrKws+7Jx40b9fu/eve37DB8+3GGf6dOnl9mm2j5r1iyZP3++fP/99+Ln5ycxMTGSm5tb4ecDAACqBm8rP7xBgwYO62+//baEhobKk08+aX/vnnvukYCAgDtqT43+zJw5U958803p3r27fm/p0qXSqFEjWb9+vfTr16+czwAAAFRFlgagovLz82X58uUyduxYPdVVaMWKFfp9FYK6desmCQkJOhQ5c+zYMTl9+rSe9irk7+8vkZGRsm3btlIDUF5enl4K5eTklOu5uSs1qnbixAmp6jIyMhx+VnVNmjSRGjVqWN0NAHBpLhOA1AjNpUuXZNCgQfb3/uVf/kWCg4MlKChIDhw4IK+//rocPnxYPv30U6dtqPCjqBGfotR64TZnUlJSJDExsdzOxRQq/MTHx4u7SE5OFnewYMECadGihdXdAACX5mFT80YuQNXpVK9eXb744otS9/n6668lOjpa0tLS9FRZcVu3bpXHH39cMjMzdRF0oT59+uhRpdWrV9/xCFDjxo0lOztbateu/avPzV25ywiQu2EECICpcnJy9MzPnfz+dokRIDX1sGnTplJHdgqpqSyltABUWCt05swZhwCk1iMiIkpt18fHRy+4O+qXLCMNAICqyCXuA7Ro0SJp2LChxMbGlrnfvn379M+i4aaopk2b6hCUmprqkAbV1WDt2rUr514DAICqyvIAVFBQoANQXFyceHv//4BUenq6JCUlye7du+X48ePy+eefy8CBA6VDhw4SHh5u3y8sLEzWrVunX6tprjFjxsjUqVP1/j/88IM+RtUQ9ejRw5LzAwAArsfyKTA19aXqSIYMGeLwvqoHUtvUZe1Xr17VNTm9evXSl7gXpYqi1VxfofHjx+v9VXGuKqpu3769bNiwgZoIAADgekXQVbWICgAAVL3f35ZPgQEAAFQ2AhAAADAOAQgAABiHAAQAAIxDAAIAAMYhAAEAAOMQgAAAgHEIQAAAwDgEIAAAYBzLH4Xhigpvjq3uKAkAAKqGwt/bd/KQCwKQE5cvX9Y/1fPHAABA1fs9rh6JURaeBVbKE+ozMzOlVq1a+gnzcP+/GFTYPXnyJM9+A9wM32+z2Gw2HX6CgoLE07PsKh9GgJxQ/9Huv/9+q7uBSqb+ceQfSMA98f02h/9tRn4KUQQNAACMQwACAADGIQDBeD4+PjJ58mT9E4B74fuN0lAEDQAAjMMIEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAwWjbtm0TLy8viY2NtborAMrRoEGD9J38C5d69epJly5d5MCBA1Z3DS6CAASjffjhh/Lyyy/Ld999px9/AsB9qMCTlZWll9TUVPH29pZnnnnG6m7BRRCAYKwrV67I6tWrZeTIkXoEaPHixVZ3CUA5Uvf+CQgI0EtERIRMmDBBPxPs3LlzVncNLoAABGOtWbNGwsLCpGXLlvLCCy/IwoUL9YP0ALjnHzzLly+X5s2b6+kwgIehwujpLxV8CofKs7OzZfPmzdKxY0eruwagHPzHf/yH1KxZU7++evWqBAYG6vdu95RwmIH/F8BIhw8flh07dkj//v31uqoN6Nu3rw5FANzDU089Jfv27dOL+r7HxMRI165dJSMjw+quwQUwAgQjqaBz8+ZNCQoKsr+npr9UzcCcOXPE39/f0v4B+PX8/Pz0lFehDz74QH+333//fZk6daqlfYP1GAGCcVTwWbp0qbz33nv2vw7Vsn//fh2IVq1aZXUXAVQAdTm8mv66fv261V2BC2AECMZRNQAXL16UoUOHlhjp6dWrlx4deumllyzrH4DykZeXJ6dPn9av1Xdeje6qYuhu3bpZ3TW4AEaAYBwVcDp16uR0mksFoF27dnGzNMANbNiwQRc+qyUyMlJ27twpa9eu5UIHaB42rvsFAACGYQQIAAAYhwAEAACMQwACAADGIQABAADjEIAAAIBxCEAAAMA4BCAAAGAcAhAAADAOAQgAABiHAASgQg0aNEh69Ojh8N65c+fkN7/5jX48QXZ2tmV9A2AuAhCASqXCz9NPPy2+vr7y17/+1ekz2QCgohGAAFSa8+fPS3R0tPj4+MjGjRvt4WfGjBnSunVr8fPzk8aNG8uoUaP0U7uVb7/9Vjw8PEpdCm3ZskWeeOIJHaxUG6+88opcvXrVvj0kJKTEsa+99pp9+7x58yQ0NFSqV68uLVu2lGXLljn0Xe2v9unatav+jGbNmsnHH39s3378+HG9z759++zvJSQk6Pdmzpxpf++nn36S3/3ud/rcC/tRp06dcv9vDaBsBCAAleLChQvSqVMn8fb21uGn6C99T09PmTVrlvz3f/+3LFmyRL7++msZP3683hYVFSVZWVl6+eSTT/R7hetqUdLT06VLly7Sq1cvOXDggKxevVoHotGjRzv04a233nI4dvLkyfr9devWyauvvip/+MMf5ODBgzJixAgZPHiwfPPNNw7Hq0CjPmP//v0yYMAA6devnxw6dMjp+Z46dUoHHxWWihoyZIjcuHFD/uu//kv3oWg4AlCJ1NPgAaCixMXF2Tp06GCLiIiwVatWzfbYY4/Zbt68WeYxa9eutdWrV6/E+998843N2T9bQ4cOtcXHxzu897e//c3m6elpu379ul4PDg62/elPf3L6eVFRUbbhw4c7vNe7d2/bP//zP9vX1ee+9NJLDvtERkbaRo4cqV8fO3ZM77N37169PnDgQN2v4p/r6+trW7FihX190aJFNn9//zL/ewAof4wAAahw3333nRQUFOjpobS0NJk+fbrD9k2bNumpsfvuu09q1aolL774oh4xunbt2h21r0ZkFi9eLDVr1rQvMTEx+jOPHTt22+PVKM7jjz/u8J5aLz66065duxLrzkaA9uzZo0eVkpKSSmxr2rSp3nan5wagYnhXULsAYKfqZVJTU6V+/fryb//2b/LCCy9IbGyshIeH69qZZ555RkaOHCnJyclSt25dPX01dOhQyc/Pl3vuuee27at6ITVtpep+imvSpIlUNjWVpuqLAgMDS2z78MMPJS4uTgc9NT128+ZNqVGjRqX3ETAdI0AAKpwqcFbhR+ndu7c899xzMnDgQB1wdu/erUdq3nvvPXnsscekRYsWkpmZeVftP/zww/Ljjz9K8+bNSyyqqPl2HnzwQV2TU5Raf+ihhxze2759e4l1dWxRn3/+uRw5csShwLoodY7PPvusPPLII7J3715dlwSg8jECBKDSzZ07V98HKDExUfr06aOLgmfPni3dunXTwWP+/Pl31d7rr7+ug4Uqeh42bJi+mkwFIlVsPWfOnNseP27cON2P3/72t7pQ+4svvpBPP/1UT80VtXbtWh1c2rdvLytWrJAdO3boEZ2i1PSeOpfSRq5UIbearlPBT41ONWzY8K7OFUD5YAQIQKVT01zvv/++TJs2TXJzc/Vl8Oq1CkUqWKSkpNxVe2oqbfPmzXrkRV0Kr4LMpEmTJCgo6I6OVzdq/POf/yzvvvuutGrVSv793/9dFi1aJB07dnTYTwW2jz76SH/e0qVLZdWqVSVGidSok5rickb1TwW0lStXWjI1B+D/eahK6CLrAAAn1P16VPFy8btaA6iaGAECAADGIQABAADjUAQNAHeAagHAvTACBAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwDgEIAACIaf4XdVlo1u0wg1gAAAAASUVORK5CYII=", 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", 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Cma6oz83JkycbvyQAgKsepq3+kO9PztbBRnXerdT6pxoMFWpMHm2kRlf1ivLXm66xSs+VI6nna6wyxVta3fG8fF9ULkUnMqR7az+arQx1xe9w1b9Gbenp6VU1OpXmz5/fGGUDANSzluZgSo7sP52jm2Uqqc6/ncN8pFOoT4v8I65GcfWJDtBbZn6JrNu6Q+LznaTEK0C2ncrUm+qb0yfaX4+8YsRVCw83M2bMkJdffln69esn4eHhvCEAwArUSKI9iVk62Khh1Yoaft0x1Ee6R/jqTsF8P58X4OUqbeSM/Pd/p8nNz8+XXO8IPVJMNWGpTc2h0zvaX2Jb+eiJBtECw828efNkwYIF8sADDzR+iQAAdTY9qT40uxKz9B/lSkFertIz0k83Pak5ZlCLijIJcS6SG3tH6tqcXT+FQ9VstepAmvz3+FnpFxMg3Vr7Nvlwd9hYuCkpKZHBgwc3fmkAALWGGjV8e9upc5KW8/OIJ9WsovqXRAXQrHIltTnXd24lg9oFyb7kbNmTlKXn0Fl/9Ixsiz8n/WICpTshp+WEmwkTJsjChQtl+vTpjV8iAECVigqLHsa9LT6zqj+NajbpFu4rvaL97X60ky3wcHWSAW0Ddd+bA6dzZHt8pg45aoSVCpP92wRKjwg/mqtMDzdFRUXy3nvvyZo1a6Rnz556jpsLvfHGG41VPgBokVRNjZqBd+vJs1UzB7s6OeqmJ1VTY/KIJ2tRNTRxUf7SLcJXDp1WgfKcXhhUhZzdiVm6hqdjqDc1ZHbgij4de/fulV69eun/379/f7XnuOgAcPXNT1t+PCtn887X1Ki1mtSIHxVs6E/T9JwdHaVHpJ90be0rB05ny/cnz+n5c1YeSJUdCW4ypH1QtVmTYUi4+c9//tP4JQGAFkwtUBl/9nyoqexTo2pq+sT4S++oAD0zL5qXaobqGekvXcJ9ZVdCluyIz9QrpC/dfVraBHnK0I4hNAvaKOo1AcDKXMNiZWO6s2Qknq4azq2anvrGBLAIpA1wcXLUfXJUv5sfTp2TvUlZermHhK3xOnj2bxtAjZoJ4ea6666rs/lp3bp1V1MmAGgRUrILZe73WRI+fo5kFJ+vKVB/QNVQZPrU2GbH42EdQ/Q12njsjMSfLZAdCZlyKDVHL/2gJkyka4ZtuKJPT2V/m0qlpaWye/du3f/m4gU1AQDV5ReXybsbTsh73/0oRaXnZ3iP9iqXEb3aW20VbtSfmvl5bFxrOXk2XzYezdD9cb49mKbny1FDy2mqstNwM2fOnBoff+mllyQvL+9qywQAxg7r/nxnksxadaRqde4uwS6ybvbj8svpfyPY2BFVQ9Mu2FuvqK764/xw8pyeXPGTrQnSr02A3lTHZFhHo/7m77//ftaVAoAa7EzIlNve3iRTP9urg01UoIe8c18f+fN1QVKSetzaxcMVUgFGzYNz/8AYiQnylHKLRY+u+uT7BDmdVX01djSfRm3U3bJli7i7uzfmIQHArqmJ9/628rAs2pao7/u4Ocuk6zvIQ0Pa6E6oO3emWLuIaKTVyFVTlVqNXc2Lo+YmWrIjSU8MqObHYZZjOwg3d9xxxyXzMqSkpMj27duZtRgAfmqCWrw9UV5bebhqEr5f9omUabd0lmBvN2sXD03UVKUWLY0J9JSNxzJ0H5ydCefXALuxa6iE+3lYu4gtxhWFGz8/v2r3HR0dpVOnTnql8JEjRzZW2QDALu1LypYXlu3XK3YrahTNK+O66+YLmM/NxUmHmQ6tvGXtoTTJVLU425OkT0yADGwbSC2OrYabDz74oPFLAgB2LreoVF5fdUQ+3BqvJ+XzdnOWySNi5aHBbfiD1gKpRU1VXxzVTHU4NVdPAnjyTL7c2C1UwnzpwtGUrurTtmPHDvn444/1tmvXrga/fuPGjTJmzBhp3bq1rs5bunRpnfuvX79e73fxlpqaehVnAQBXb83BNBk5Z6P8c8v5YHNbXGtZ+9QwmXBtO4JNC6YmYRzVLUzG9AwXT1cnOVdQIp9uT9STAVaoNwpsp+YmPT1d7rnnHh02/P399WNZWVl6cr9FixZJSEhIvY6Tn58vcXFx8sgjj1zSj6cuR44cEV9f36r7rVq1uoKzAICrl55bJDP+fVC+3nu+Y7AaGvzX23vIL2KDrV002JB2Id4S7u8h64+k6wVRt5w4K4lnC3Tw8XZnwsbGdkW/0d///veSm5srBw4ckC5duujHDh48qCfw+8Mf/iD/+te/6nWcm2++WW8NpcJMZagCAGtQAylUP4o/f31QcorK9OzCE65tK5Nv6KhnsgUu5uHiJDd1C5OYoFwdcpKyCuWT7+NlRNdQaR/ibe3iGeWKws3KlStlzZo1VcFG6dq1q7z99tvN0qFYzZBcXFws3bt31xMHDhkypNZ91X5qq5STk9Pk5QNgtlMZ+TLti316kUule4SvvHpHT+keUX2wBXAx1ZWia7ivhPu5y8r9qXrOo+V7U6RnhJ9cGxtME2YjuaLfYkVFhbi4XDqTpnpMPddUwsPDZd68efL555/rLSoqSoYPHy47d+6s9TUzZ87Uo7sqN/UaALjS4d3zN52Um+Zu1MHG3cVRnr+liyz9f0MINmgQtUTDXf2i9Dw4yt7kbD0XUkbez/8YRzPX3Fx//fXyxBNP6OYn1RlYSU5OlieffFJuuOEGaSpquLnaKg0ePFhOnDihl4P46KOPanzNtGnTZMqUKdVqbgg4AK6ktuaZz/bqjqDK4PZBurYmOsjT2kWDnVJNmdfGhuh+WmptqrP5JbJ4W6Jen6pL+M/9StFM4eatt96S2267Tdq0aVMVFBITE3UzkRo51ZwGDBggmzZtqvV5Nzc3vQHAldbW/HPLKT0Zn1rkUo14ee6WLnLfNdGsAI1GERPkpd9Pqw6kScK5Ah10UrKLZGjHYNanas5wowKNagpS/W4OHz6sH1P9b0aMGCHNTa1GrpqrAKCxxZ/N12tBqUURK2trXvtlT4kKpLYGjcvT1VnG9mqt32tqbap9ydmSllMko3uEi68HC6o2abhZt26dTJo0SbZu3aqHYt944416U7Kzs6Vbt266T8y1115br+OpFcSPH/95wbiTJ0/qsBIYGCjR0dG6SUk1d3344Yf6+TfffFPatm2rf05RUZG8//77ukzffvttw84aAC5TW/Ohrq05IoWl5bq2ZpqqrRkQLY6O1NagaTg6OMjAdkES5ucuq37qbPyvHxJkVPcwaRPkZe3imRtuVLiYOHFitTlmKqnOur/97W/ljTfeqHe4UWtRqblxKlX2jVFDyhcsWKDXq0pISKh6vqSkRJ566ikdeDw9PaVnz5669ujCYwBAY9bWqEUP//YramvQfFSQuXdAtHy9L0UHnGW7T8s1bQNlQNtAHYDQyOFmz5498tprr9X6vBoG/vrrr9f7eGqkk5orojYq4FzomWee0RsANDb1XaRGq7yy/KAUlPxUW3NzZ7nvmhhqa9DsVFPUnf0iZePRDN1EpZqqUnOK5OZuYXrtKjRiuElLS6txCHjVwZyd5cyZMw05JABY3ZncYvnj53tl7eF0fV/9C/n1X8UxEgpWpToTq5FTak4c9d6MP1ugV5of07O1BHi5Wrt4Nq1B3bAjIiJk//79tT6/d+9eOvcCsCurDqTKTW9u1H88XJ0c5blbOsu/Jg4k2MBmqGHhd/WN1AuxqhXGF21P1FMToJHCzS233CLTp0/XnXkvVlhYKC+++KLceuutDTkkAFhFXnGZPPPZHvntRzv0/CKdw3xk2aQh8puh7fX8I4AtaeXrLvf0j9K1OCVlFbJsz2m9ynhdXTtasgY1S73wwgvyxRdfSMeOHfWoqcoJ9dRwcLX0Qnl5uTz//PNNVVYAaBTbTp2TKZ/ulsRzhaL6Z/5maDuZcmNHcXOmLwNsl5ebs/yyT6Rel2r/6RzZdDxDzuQVy4jOrVi24WrCTWhoqGzevFkee+wxPUy7MjGqiaxGjRqlA47aBwBskfoX75w1R2XehhOivr4i/D3kjbvi5Jp2QdYuGlAvqlZR9cMJ9naTDcfOyJHUXMnML9H9cFhd/GcN/k3ExMTIihUrJDMzU89RowJObGysBAQENPRQANBs1B+ByYt3y6GU84vn/qpvpLw4pqv4uDNBGuyLqlCIi/KXIG/XquHii7YnyG1xraWVj7u1i2cTrjjmqTDTv3//xi0NADTFYpf/PSl/W3lESsorJNDLVf56ew+5qXuYtYsGXJXIAE+5p3+0fLXntJzLL5El25Pk5u5h0i7EW1o6GukAGCs5q1Due/97+fPXh3SwUdX5KydfS7CBMfw8XOSufpF68c2yCov8e2+K7EygozENdACMo77Yl+5Olj8tPSC5xWXi4eIk02/tKvcOiGKxSxhHdYRXTVLrj6bL/uQc+e5YhmQVlMqwjiEtduQf4QaAUVTnyueX7pMV+1L1/d7R/jLnrl7SJpi1eWB4R+NOrSTA01WHGzWrcXZhqdzSI6xFjgIk3AAwhhoi+8xne3UHS2dHB5k8IlZ+N6w9w2TRIqhayT7RAeLv4SLf7E+VhHMFuh+OqtVpaSuL84kHYPcKSspk+tL98tAH23SwaR/iJV/+vyEy6fpYgg1anHYh3nJn30jxcnPSE1R+uj1RLzHSkvCpB2DXdiVkyui/b5KPtsbr+w8NbiNf/+Fa6RHpZ+2iAVad0fjuflES5OUq+SXl8tmOJF2T01IQbgDYpdLyCpmz+qj8at4WOZmRL2G+7vLRowPkpdu6iTurJgOi5nBSNThqsko1WnDZ7mQ5nHp+nifT0ecGgN05np6nl0/Ym5St76s+Ba+M7S5+ni2rXwFwOW4uTjKud2tZfSBNjqbnyaoDaZJXVCZ9YwKMHjlIuAFgVxPyqeanv644JMVlFeLr7ix/vr2HDjcAaubs6KjndvI+niE7E7LkvyfO6oVjh3YMEUdDAw7hBoBdSM0ukqmf7dHDXJVrY4Nl1q/iJMyP6eaBy3FwcJBrY0PE281ZNh7LkD1J2Trg3NQtzMhO94QbADbv33tOywtL9+t5O9ycHeW5W7rIAwNjxLGFTlAGXKne0QF6dfFvD6TJiTP58sWuZBkT11pPdGkSwg0Am5VdUCrTl+3Xa+coPSP95I27ekmHVqydA1ypjqE+4unqJMv3pkhKdpEs2Z4o43pFGDUXjnl1UQCM8N2xMzLqzY062KjZV/9wQ6x8/thggg3QSItu3tk3UjdTZRaUypIdSXI2z5y5cAg3AGxKYUm5vPTVAXngHz9Iak6RtA32ks9+N0im3NhRXAzsGwBYS5C3m150M9DLVfe/UXPhqL5tJuCbAoDN2BF/Tm75+3eyYPMpff/+gdHy9R9+ofsJAGiauXB+1TdSQn3dpKisQr7YlSTxZ/PF3hFuAFhdUWm5Ht5dOSGf+qL94OH+8udxPcTTla6BQFPycHGSO3pHSnSgp5SWW3RT8LG0XLFnfGsAsPryCU8v2aNHbih39ImQF2/txoR8QDNydXaUMXHhehTVsfQ8WbE/Va4vq5AeEfa5jAnhBoBVFJeVy5trjsm7G05IhUUkxMdNZt7eQ0Z0DbV20YAWPdmf25F02Z+cI+sOp+ta1X52OJsx4QZAs9ublCVPfbpH/wtRGdertV4Tyt/T1dpFA1o0RwcHub5TK91Ute1Upmw+cVYKS8vl2g7BdhVwCDcAmk1JWYX8z7pj8r/rT0h5hUWCvV11vxr1r0UAtsHBwUEGtw/WC9CqGcF3JWTpGpwRnUPtZuJMwg2AZrEjPlP++PneqtoaNSvqjNu66WGoAGxPn+gAXYOz+lCaHErJleLSCrm5u30s10C4AdCk1PwZr686Iv/cckosFpEgL1d5eWx3Gd0z3NpFA3AZXcJ99ZInqoPxjxn5snT3ad3x2M3ZtpdrsP34BcBu/edIuoyas1HPW6OCjZpPY82UYQQbwI60C/HW/eJcnRwlOatQvtiZLAUlZWLLqLkB0OjUNO4vLz8oy3afXxMqMsBDZt7RQ69KDMA+l2v4Zd8IWbrrtKTnFsvnO5Ll9t4R4u1umzGCmhsAjcZisciXu5JkxBsbdLBRfQ8n/KKtfPvkUIINYOda+bjr2le1HtW5ghJZsiNRsgtLxRbZZuQCYHcSzxXIC0v3y4ajZ/T9zmE+8tove0pclL+1iwagkagBAGrBzS92JetgowLO7b0i9DpVtoRwA+CqJ+N7/7uTeoh3UWmFnun0iRti5TdD27HQJWAgXw8XHXC+3JUsZ/NL5LOdSTKuV4SE+rqLrSDcALhi/z2eIdOX7Zcff1o6YWC7QPnL7T2kfYi3tYsGoAl5uTnLL/tGyrLdyZKWU6w7Gd8W11oiAjzEFhBuADRYek6R/PnrQ3qBPSXY201eGN1FxvZqbVezmAK4cmoOHNWp+N97UvQoqqW7k+XWnuFiC4PECTcA6q2svEI+3hovs789KrnFZbrD8AMDY2TKyE7i58FCl0BL4+bspP9R8/W+FIk/W6D/wTMgyPr/wCHcAKiXzcczZMa/D8qRtFx9Py7STy+d0CPSPlcNBtA4VN+6MT1by6oDqXoG8q0ZzuLV7XqxJsINgDolnC2Qv6w4KKsOpOn7/p4u8tTITvLrAdHiZCfrzABoWuq7QK0R53IoXQ6m5Ij/0AekqKxCrIVwA6DWZRP+9z/H9UiokvIK/eWlmqAmj4hl9W4ANa4oPqJLK6nIz5S1708X9wnLxFoINwCqqaiw6Dks/rbysJ6JVPlFh2D505iu0jHUx9rFA2DDHBwcpJt/uaw6m2TVchBuAFTZePSMzPzmsBxKydH3Y4I85YXRXfW/xhgFBcBeEG4AyP7kbHn1m8Oy6XiGvu/j5iyPX99BHh7SxuZX/wWAixFugBa+ZMLr3x6pWuBSrfr7wKAYmXRdBwnwol8NAPtEuAFaoPTcInln/Qn5ZGuC7iysqLkqnh7ZSaICPa1dPAC4KoQboAXJyCuWdzeckI+2xut1oCo7C//x5s7SPYL5agCYgXADtADn8kvk3Y0n5MPN8VJYWq4f6x3tL1Nu7CjXxoZYu3gA0KgIN4DBMvNL5P1NP8qC/56S/JLyqpmFJ9/YUYZ3DGEEFAAjOVrzh2/cuFHGjBkjrVufX2xv6dKll33N+vXrpU+fPuLm5iYdOnSQBQsWNEtZAXtyOqtQXv73QRn86jp5+z8ndLDp1tpX/jG+nyx9fIhc14mh3QDMZdWam/z8fImLi5NHHnlE7rjjjsvuf/LkSRk9erT87ne/k08++UTWrl0rEyZMkPDwcBk1alSzlBmwZcfTc2Xehh9l6a5kKauw6Me6hvvqWYVv7BpKoAHQIlg13Nx88816q6958+ZJ27ZtZfbs2fp+ly5dZNOmTTJnzpxaw01xcbHeKuXknJ+cDDDJzoRMPfpp9cHz6z8pg9oFye+Gt5ehscFXHGoSEhIkI+P83DdoGocOHbJ2EQDj2FWfmy1btsiIESOqPaZCzeTJk2t9zcyZM2XGjBnNUDqgeZWWV8g3+1Pln5tPyY74TP2YyjCjuobpUNMryv+qjq+CTecuXaSwoKCRSoy65OXlWbsIgDHsKtykpqZKaGhotcfUfVUbU1hYKB4eHpe8Ztq0aTJlypSq+2rfqKioZikv0FTDuf/1fYJ8/H28pOWcr5V0cXKQ23tHyG+GtpcOrbwb5+dkZOhgc9+zsyQ0un2jHBOXOvTDBvnmn3OlqKjI2kUBjGFX4eZKqI7HagPs3b6kbPlg80lZvielauK9YG83uX9gtPz6mmhp5ePeJD9XBZvI2G5NcmyIpCWcsHYRAOPYVbgJCwuTtLSf+xQo6r6vr2+NtTaAvcsuLJWv9pyWxdsSZH/yz/3FVJPTQ4PbyC09wsXV2aqDHgHA5thVuBk0aJCsWLGi2mOrV6/WjwOmsFgs8v3Jc/LptkT5el+KFJdVVDU9qTCjQk3v6ABrFxMAbJaztTvQHT9+vNpQ7927d0tgYKBER0fr/jLJycny4Ycf6ufVEPC33npLnnnmGT18fN26dfLpp5/K119/bcWzABpHUmaBrqVZsj1JTmbkVz3eMdRb7u4frfvUBLKYJQDYdrjZvn27XHfddVX3Kzv+jh8/Xk/Ol5KSokdsVFLDwFWQefLJJ2Xu3LkSGRkp77//PnPcwK6XRVC1M1/tTpZtp86PeFI8XZ3ktrjWcnf/KN0Exfw0AGAn4Wb48OG6Cr42Nc0+rF6za9euJi4Z0HTyi8v0fDTLdifLd8cyqibbU/nlmraBuoZmdM/W4u1mV63GAGAz+PYEmqmGZs3BNPn2YKpsPJYhJT/1o1G6R/jK2LgIuTUuXML96BgPAFeLcAM0YR+aVQfS5NsDqbLt1Dn5qYJGaxPkKbf1itBNT401Lw0A4DzCDdBIisvKZcepTNlw9IzeDqfmVnteLVw5smuYjOoeKp1CfehHAwBNhHADXIWEswWy4Wi6DjObT5yVgpLyquccHUT6twmUkd3CZGTXUIkK9LRqWQGgpSDcAA1satr64znZ+uNZvSVlFlZ7Xs0YPKxjiAztGCzXxoYwdBsArIBwA9RCjeRT882oRSnVpHo1hRlnRwfpGxMgwzqF6FDTJcxXHFWVDQDAagg3wE/yistkT2KW7IzPlJ0JmbIrMUuyCkovCTM9I/1kYLsgvalg48WQbQCwKXwro8UGmUMpObI/OVuv2XTgdLYcTcutNqJJUes29YzwkwFtAwkzAGAn+JaG8bIKSuTg6RzZf/p8kFG3qrmppvkjI/w9pE9MgPSJ9tfrN3UN92VhSgCwM4QbGFUbcywtV9fAHE3L07dHUnMlPbe4xv3D/dz18Oxurf2ke4Sfbm4K9XVv9nIDABoX4QZ218m3uFzELaKrrP2xQFalHZJjaXk6xCRnVe/se6HoQE89E3BlkFGhRo1sAgCYh3ADm1RaXqE782YWlFTdVv5/cZmrhN3/N3l7e7aIqO1nIT5ueoK82FBvfdsxzEdiW3mLj7uL1c4FANC8CDewmooKi+QUqeBSqvvFqNvKAKOamGpnkbLsdOnbMUri2oXr8NJRBZlQHwlgXhkAaPEIN2jyZiQ1a29NtTDZhaWXjE66kLuzow4r/p4u4u/pKgGeLhLg6Sr5ycdl7muPylc7dkifPt2b83QAAHaAcINGUaaakQpLJTP/5xqY81tptRWwL+bk6CD+HudDiwox6jbA63yY8XBxqvE1RQxeAgDUgXCDBtXCqOYiHV7yfw4vqkkpp6iuZiQRH3fn88HFs3qQUY+zgCQAoDERblCjgpIyOZtXImfzS+RsXvFPtyVSUl57LYyaD6YyvFQFGdWs5OEizk5UtwAAmgfhpoUrLiuvMcQUlv68uvWFVCWL30/NSBcGGVUT4+nqRC0MAMDqCDctiAosZ3KLJT23SM7kqNti3U+mNirEBHm5SpC3qwR5uelbFWRUPxkAAGwV4cZQRaXlkppTJOk6xBTpIJNbS78YbzfnnwKMCjJu+jbQy1VcaEoCANghwo0BKiwWOZdfIqnZRZKit0Ld0be22phWPm56srvKW09X3gYAAHPwV80OqaHVKsCcziqSlJxCScsurrGjrwoyYb7u0sr3pyDj7SZutQyvBgDAFIQbOwozSZnnN9XMdPHkdy5ODnrRR7UYpAo0YX7u1MgAAFok/vrZ6LpKp7MK9UKQKsyk5VwaZnzdnSXC30OHmHA/D91PxpGOvgAAEG5sZXI81Wcm/myBnDqXL6czi6TcUj3NqMnuIgM8JDLAUyL9PcTXg4UgAQCoCeHGivPLJJ4rlPiz+XLqbMElC0VWhRl/T31LmAEAoH4IN81I1c6cOJOna2hUH5oLm5rU3DEqxMQEekqbYC89qy8T4gEA0HCEmyZubkrLKdaBRm0XD89WM/zGBHlJTND5piaWKAAA4OoRbhqbo7OkFTrI0cPp8mNGnuQX/7yMgervGxXoKe2CVaDx0kO1AQBA4yLcNJKDp3NkztZMifr9x7LpjAot2fpxVydHaRPkKe1beesaGjdn5pkBAKApEW4aSWFpmXyXUCSO7t7i5miR2DA/HWhUPxpnR5qbAABoLvzVbSS9owLkrq7ekvLR0zI6olRu6BIqbYK8CDYAADQz/vI2EjWB3j3dfaTk9GFhkBMAANZDuAEAAEYh3AAAAKMQbgAAgFEINwAAwCiEGwAAYBTCDQAAMArhBgAAGIVwAwAAjEK4AQAARiHcAAAAoxBuAACAUQg3AADAKIQbAABgFMINAAAwik2Em7ffflvatGkj7u7ucs0118gPP/xQ674LFiwQBweHapt6HQAAgE2Em8WLF8uUKVPkxRdflJ07d0pcXJyMGjVK0tPTa32Nr6+vpKSkVG3x8fHNWmYAAGC7rB5u3njjDZk4caI8/PDD0rVrV5k3b554enrK/Pnza32Nqq0JCwur2kJDQ5u1zAAAwHZZNdyUlJTIjh07ZMSIET8XyNFR39+yZUutr8vLy5OYmBiJioqSsWPHyoEDB2rdt7i4WHJycqptAADAXFYNNxkZGVJeXn5JzYu6n5qaWuNrOnXqpGt1li1bJh9//LFUVFTI4MGDJSkpqcb9Z86cKX5+flWbCkQAAMBcVm+WaqhBgwbJgw8+KL169ZJhw4bJF198ISEhIfLuu+/WuP+0adMkOzu7aktMTGz2MgMAgObjLFYUHBwsTk5OkpaWVu1xdV/1pakPFxcX6d27txw/frzG593c3PQGAABaBqvW3Li6ukrfvn1l7dq1VY+pZiZ1X9XQ1Idq1tq3b5+Eh4c3YUkBAIC9sGrNjaKGgY8fP1769esnAwYMkDfffFPy8/P16ClFNUFFRETovjPKyy+/LAMHDpQOHTpIVlaWzJo1Sw8FnzBhgpXPBAAA2AKrh5u7775bzpw5I3/60590J2LVl2blypVVnYwTEhL0CKpKmZmZeui42jcgIEDX/GzevFkPIwcAALB6uFEmTZqkt5qsX7++2v05c+boDQAAwIjRUgAAAHUh3AAAAKMQbgAAgFEINwAAwCiEGwAAYBTCDQAAMArhBgAAGIVwAwAAjEK4AQAARiHcAAAAoxBuAACAUQg3AADAKIQbAABgFMINAAAwCuEGAAAYhXADAACMQrgBAABGIdwAAACjEG4AAIBRCDcAAMAohBsAAGAUwg0AADAK4QYAABiFcAMAAIxCuAEAAEYh3AAAAKMQbgAAgFEINwAAwCiEGwAAYBTCDQAAMArhBgAAGIVwAwAAjEK4AQAARiHcAAAAoxBuAACAUQg3AADAKIQbAABgFMINAAAwCuEGAAAYhXADAACMQrgBAABGIdwAAACjEG4AAIBRCDcAAMAohBsAAGAUwg0AADAK4QYAABiFcAMAAIxiE+Hm7bffljZt2oi7u7tcc8018sMPP9S5/5IlS6Rz5856/x49esiKFSuarawAAMC2WT3cLF68WKZMmSIvvvii7Ny5U+Li4mTUqFGSnp5e4/6bN2+We++9Vx599FHZtWuXjBs3Tm/79+9v9rIDAADbY/Vw88Ybb8jEiRPl4Ycflq5du8q8efPE09NT5s+fX+P+c+fOlZtuukmmTp0qXbp0kVdeeUX69Okjb731VrOXHQAA2B5na/7wkpIS2bFjh0ybNq3qMUdHRxkxYoRs2bKlxteox1VNz4VUTc/SpUtr3L+4uFhvlbKzs/VtTk6ONLa8vDx9m3TsgBQXFjT68XHemaST+la9dyp/52h8R44c0be8n5tWWsIJfZt66qic8PK0dnGMxu+6eb+j1fdzY/6trTyWxWK5/M4WK0pOTlYltGzevLna41OnTrUMGDCgxte4uLhYFi5cWO2xt99+29KqVasa93/xxRf1z2BjY2NjY2MTu98SExMvmy+sWnPTHFSt0IU1PRUVFXLu3DkJCgoSBweHRv1ZKlVGRUVJYmKi+Pr6imlMP7+WcI6cn/0z/Rw5P/uX00TnqGpscnNzpXXr1pfd16rhJjg4WJycnCQtLa3a4+p+WFhYja9Rjzdkfzc3N71dyN/fX5qSupimvmlbwvm1hHPk/Oyf6efI+dk/3yY4Rz8/P9vvUOzq6ip9+/aVtWvXVqtZUfcHDRpU42vU4xfur6xevbrW/QEAQMti9WYp1WQ0fvx46devnwwYMEDefPNNyc/P16OnlAcffFAiIiJk5syZ+v4TTzwhw4YNk9mzZ8vo0aNl0aJFsn37dnnvvfesfCYAAMAWWD3c3H333XLmzBn505/+JKmpqdKrVy9ZuXKlhIaG6ucTEhL0CKpKgwcPloULF8oLL7wgzz33nMTGxuqRUt27dxdrU81far6ei5vBTGH6+bWEc+T87J/p58j52T83GzhHB9Wr2Go/HQAAwLRJ/AAAABoT4QYAABiFcAMAAIxCuAEAAEYh3NSiTZs2egbji7fHH39cPz98+PBLnvvd735X5zFV3201Kiw8PFw8PDz0GlrHjh0TWzu/U6dO1fic2pYsWVLrMR966KFL9leLnFpDeXm5TJ8+Xdq2bat/1+3bt9eLrF7Yf/5Kr8fbb7+tf3/u7u5yzTXXyA8//CC2eI6lpaXy7LPPSo8ePcTLy0vP6qmmVjh9+nSdx33ppZcuuY6dO3cWW7yGV/qes4VrWJ/zq+1zOGvWLJu/fpXUjLKTJ0+WmJgYfZ5qxOu2bduM+RzWdX72/hmsz/Wz2c9gQ9aCaknS09MtKSkpVdvq1av1mhb/+c9/9PPDhg2zTJw4sdo+2dnZdR7z1Vdftfj5+VmWLl1q2bNnj+W2226ztG3b1lJYWGixpfMrKyur9pzaZsyYYfH29rbk5ubWeszx48dbbrrppmqvO3funMUa/vKXv1iCgoIsy5cvt5w8edKyZMkSXf65c+de1fVYtGiRxdXV1TJ//nzLgQMH9HvA39/fkpaWZrG1c8zKyrKMGDHCsnjxYsvhw4ctW7Zs0Wu29e3bt87jqvXYunXrVu06njlzxmKL1/BK3nO2cg3rc34Xfw5VmR0cHCwnTpyw+etX6a677rJ07drVsmHDBsuxY8d0+Xx9fS1JSUlGfA7rOj97/wzW5/rZ6meQcFNPTzzxhKV9+/aWioqKqnCjHqsv9bqwsDDLrFmzqh5Tb3w3NzfLv/71L4utnd/FevXqZXnkkUfqPIZ6k48dO9ZiC0aPHn1Jee+44w7Lfffdd1XXQ30xPf7441X3y8vLLa1bt7bMnDnTYmvnWJMffvhBh9j4+Pha91FfXnFxcRZrq8/5Xcl7zlau4ZVcP3Wu119/fZ3HtZXrpxQUFFicnJx0gLtQnz59LM8//7zdfw4vd372/hksqMf52epnkGapeigpKZGPP/5YHnnkkWqLbX7yySd6fSw1gaBaoLOgoKDWY5w8eVJPUqiqXC9cI0NVx23ZskVs8fwq7dixQ3bv3i2PPvroZY+1fv16adWqlXTq1Ekee+wxOXv2rFiDqjpVy3QcPXpU39+zZ49s2rRJbr755iu+Hur3pH4XF75GTTCp7lvjGl7uHGuSnZ2tr/Hl1ldTzQKqCr1du3Zy33336ck0bfX8GvKes6Vr2NDrp9bQ+/rrr+v1ObSF66eUlZXp5jfV9HAh1byhztXeP4eXOz97/wyW1fP8bPIz2GgxyWCqSlGl1+Tk5KrH3n33XcvKlSste/futXz88ceWiIgIy+23317rMf773//qtH769Olqj99555262s/Wzu9Cjz32mKVLly6XPY76l9ayZcv07+TLL7/Ur+nfv79u5mpu6l8Czz77rK7Cd3Z21rd//etfr+p6qN+Pes3mzZurPT516lT9LxFbO8eLqWp+9S+uX//613Ued8WKFZZPP/1UNxGo9/igQYMs0dHRlpycHIutnV9D33O2dA0bev1ee+01S0BAwGWbsW3l+lVSP1/VdKvfvbouH330kcXR0dHSsWNHIz6HdZ2fvX8G63N+tvoZJNzUw8iRIy233nprnfusXbtWX7Djx4/bXbip6/xUtaRqD3/99dcbfFzVL0Cd85o1ayzNTX3gIiMj9a360H344YeWwMBAy4IFC/TzJnypXu4cL1RSUmIZM2aMpXfv3pftG3axzMxM3cb+/vvvW2z1/Or7nrOla9jQ8+vUqZNl0qRJDf451rp+ldR34tChQ/XvXf0jSv3hU01vnTt3NuJzWNf52ftnsCHnZ2ufQZqlLiM+Pl7WrFkjEyZMqHM/VY2qHD9+vMbnw8LCqqqWL6TuVz5ni+f32Wef6eY21cO/oVR1qmq2q+130pSmTp0qf/zjH+Wee+7RIxUeeOABefLJJ6sWYL2S66HOxcnJyWau4eXOsZIasXHXXXfpa7169Wrx9fVt0M9R1ecdO3Zs9utY3/NryHvOlq5hQ87vu+++kyNHjlz2e8iWrl8lNQpsw4YNkpeXJ4mJiXpUjHpPqmtlwuewrvOz989gfc/PFj+DhJvL+OCDD3RbolqBvC6qT4qihjPWRA33VBdOtbFXysnJke+//14GDRoktnp+//jHP+S2226TkJCQBh87KSlJt73W9jtpSiqQXbjgqqI+UBUVFVd8PVxdXaVv377VXqOOp+5b4xpe7hwv/FJV7fcqxAYFBTX456gvtRMnTjT7dazP+TX0PWdL17Ah56c+h6rccXFxdnP9LqaGQqsyZGZmyqpVq2Ts2LFGfA7rOj97/wzW5/xs9jPYaHVABlJt4qqdU7WLX1xN9/LLL1u2b9+uh3Cq9sZ27drpqruLq5G/+OKLqvtqyKMa7lbZPql6mFtrKHhd51dJDftT/QC++eabGp+/8PzUEPGnn35aD3VUvxNVJanalmNjYy1FRUWW5qZ68Kt+UJXDbFU5g4ODLc8880yDrocamfI///M/1YYwqpEcqung4MGDlt/85jf6GKmpqTZ3jqoaXA2rVU0fu3fvrjZUs7i4uNZzfOqppyzr16/Xx1TNBmooqzqumj7Als6vvu85W72G9XmPKqoJw9PT0/LOO+/UeBxbvX6VVJ8R9R3y448/Wr799ls9Cuiaa67R708TPod1nZ+9fwYvd362/Bkk3NRh1apVum3wyJEj1R5PSEjQQUa1j6sL1KFDB91eeHE7qnrtBx98UHVfDXucPn26JTQ0VL/uhhtuuOTYtnB+laZNm2aJiorSIagmF56f6puj+u6EhIRYXFxcLDExMXruAmt82Siq450a3q7Cm7u7uw6faujihV8o9bke6jzUsMwLqQ+pOq6ap0G1EW/dutVii+eovmzUNappq5yvqaZzvPvuuy3h4eH6/NQfX3W/tr5k1jy/+r7nbPUa1uc9Wjl4wcPDQw+RromtXr8LByyoc1PlUcO+1RDgC8/F3j+HdZ2fvX8GL3d+tvwZdFD/abx6IAAAAOuizw0AADAK4QYAABiFcAMAAIxCuAEAAEYh3AAAAKMQbgAAgFEINwAAwCiEGwAAYBTCDQAAMArhBoBVPPTQQ+Lg4HDJFhkZae2iAbBzztYuAICW66abbtIr01+8MjYAXA1qbgBYjZubm4SFhVXbQkJCqp5/9tlnpWPHjuLp6Snt2rWT6dOnS2lpabVjnDp1qsYaoKysrHrv89JLL0mvXr1qLOPSpUv1vgDsB+EGgM3y8fGRBQsWyMGDB2Xu3Lnyf//3fzJnzpxq+1Su/btmzRpJSUmRzz///JLj1GcfAOYg3ACwmuXLl4u3t7feVF+bG2+8Ub799tuq51944QUZPHiwtGnTRsaMGSNPP/20fPrpp9WOUVmTU1nzExgYeMnPqc8+AMxBuAFgNdddd53s3r1bb1988YWEh4fL6NGj5fvvv9fPL168WIYMGaIDiQpAKuwkJCRUO0ZOTo6+9fLyqvXn1Gefffv26Z/h5+cnXbp0kVdffbWRzhJAc6NDMQCrUWGjQ4cOVffnz5+vQ47q51JRUSH33XefzJgxQ0aNGqVDx6JFi2T27NnVjnH69GlxdHTUAag29dmnU6dO8tVXX0l5ebls3bpVJk6cqMvm7MzXJGBv+NQCsBkqgKhNBYzNmzdLTEyMPP/881XPx8fHX/Kabdu2SefOncXd3b3W49ZnH1dX16qgpYLOW2+9pWuU+vXrd9XnBaB50SwFwGqKi4slNTVVb4cOHZLf//73kpeXJ7fccovExsbqJihVW3PixAn5+9//Ll9++WXVa0tKSuSjjz6SN954Qx5++OEaj1+ffS7sdFxUVCT5+fmybt063Ym5e/fujX7OAJoeNTcArGblypW6n03lyCgVaBYuXCjDhw/Xjz355JMyadIkHYJUXxw1FFwN267sI6P+Xz02ZcqUGo9fn30q7d27Vzw8PHTNUUREhDz11FNyzz336CYyAPbFwVI5RhIAAMAANEsBAACjEG4AAIBRCDcAAMAohBsAAGAUwg0AADAK4QYAABiFcAMAAIxCuAEAAEYh3AAAAKMQbgAAgFEINwAAQEzy/wG/ghrWHyLYwgAAAABJRU5ErkJggg==", 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", 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34dJW1ahRQzZt2mSSooaObdu2mbBTvXr1LOHn2LFjpiYop94fZ3S4rHbt2nL48OFs99HwpcdNvwAAUORozc+tbL8F9913n+zevdss+n2unRDaKaHf3+7ILWKZTnMPDw+XS5cuyVdffSVdunTJEH60pmfdunV/qBtNw1VMTIw5PgAAHi0g+Na23+J3uQ556dK0aVN577335MqVKzJ37lxxRy4NQBp2tFZH63S0d0fTo16zp1+/fib8/OUvf5EdO3bIkiVLTI2QVpXrkpKS4jhGVFSUmR1mN3LkSNOrdPToUfn++++lW7du4uPjY4bWAE8Tl5QiB89dlmXbjsvnu0/L8YtXJCnlhqubBcBVgsr9XvDsjD6u2wuJl5eXGf7SWd/uyGWzwJTW22j9zcmTJ6VMmTLSvXt3mTx5shQrVswEGB0/VI0bN87wvA0bNkibNm3Mz9q7c+HCBcc2PZaGnYsXL5qq81atWsnWrVvdsgIduBUXLifL1DX7ZeXOk47HfLy9ZGr3htKhfpiU8HfpP28ArqBT3XW2lxY8a81P5llgBTgVPjk52XRSKB3R0c4JHYXp3LmzuCOX/obU4S1dnKlataopes6NBqX0Pvzww3xrH+DONh6IzRB+VGqaTUau3CMNKgZLnTBq2QBL0qnuf5mX7jpAwb/3/BTwdYDWrFnjKDfRImgd0Vm5cqWjw8Ld8F9EoAg6fzlZ5myKyXb78h0nZHyneoXaJgBuRMNOAQee9PTyM7oUJW5RBA3g5txISzMhKDsnf7tq9gEAOEcAAoogre+5o3L2/7trU6e8+LrptTcAwB3wGxIogkoGFJOR7euIt1fWbaEl/KR17VBXNAsAigwCEFBE1ShfQpY9eZfULF/C8dg9tUJlxeAWUql0cZe2DQDcHUXQQBEVWMxHmlcva0JQwrXr4uvtJaWL+0lwYDFXNw2ASJ5mMsN155UABBRx5Ur6mwWAe9Br2amkpCQJDAx0dXM8TlJSUobz/EcRgAAAyEd69wG9D2VsbKxZL168uLkqMm6950fDj55XPb96nm8FAQgAgHwWFhZm/rSHIOQfDT/283srCEAAAOQz7fHRqyKXL1/e3NsS+UOHvW6158eOAAQAQAHRL+v8+sJG/mIaPAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBxfVzcAcColSeRavIiPn0hQWVe3BgDgYVzaA3T58mUZPny4VKlSRQIDA6Vly5ayfft2x3abzSbjx4+X8PBws71t27Zy6NChXI87e/ZsqVq1qgQEBEjz5s1l27ZtBfxOkG9uXBc5f0Bk9V9F3rtfZFFXkZ8+EkmMdXXLAAAexKUBaODAgbJ27VpZtGiR/PTTT9KuXTsTck6dOmW2T5s2Td566y15++235YcffpCgoCBp3769XLt2LdtjLl++XJ5//nmZMGGC7Nq1Sxo1amSeExvLF2iREPsfkXfuEdn7oUjCaZGze0U+HiDy73EiSb+5unUAAA/hZdNuFhe4evWqlCxZUj777DPp2LGj4/EmTZpIdHS0TJo0SSIiImTEiBEycuRIsy0+Pl4qVKggCxYskJ49ezo9rvb4NG3aVGbNmmXW09LSJDIyUoYNGyZjxozJU9sSEhIkJCTEvF5wcHC+vF/kgQacpT1ETv6vFzCDId+JhNUv7FYBAIqIm/n+dlkP0I0bNyQ1NdUMU6WnQ12bN2+WI0eOyNmzZ02PkJ2+KQ04W7ZscXrMlJQU2blzZ4bneHt7m/XsnqOSk5PNSUu/wAW05ie78KN+3VCYrQEAeDCXBSDt/WnRooXp6Tl9+rQJQ4sXLzZB5cyZMyb8KO3xSU/X7dsyu3DhgjnOzTxHTZkyxYQr+6I9RnABL28RL6/st/tmDMsAABTJGiCt/dERuIoVK4q/v7+p9+nVq5fptSlMY8eONd1l9uXEiROF+vr4r8DSIrXaZ7+9epvCbA0AwIO5NADVqFFDNm3aJImJiSZ06Gyt69evS/Xq1SUsLMzsc+7cuQzP0XX7tsxCQ0PFx8fnpp6jNHzpWGH6BS4QECzSfrJIUGjWbVEvi5TI2LMHAECRvhCizu7Sqe6XLl2Sr776Srp06SLVqlUzoWX9+vWO/bQ2R2eD6dCZM35+fqaIOv1ztAha17N7DtxM2ZoiT24Q6fB3ker3iTTs+fv6nf1+D0gAABT1CyFq2NEhsDp16sjhw4dl1KhRUrduXenXr594eXmZawS9+uqrUqtWLROIxo0bZ2aGde3a1XGMqKgo6datmwwdOtSs6xT4Pn36yJ133inNmjWTGTNmyJUrV8wxUUSUqizSfIjIHU/8fiFEn2KubhEAwMO4NABpvY3W35w8eVLKlCkj3bt3l8mTJ0uxYr9/4Y0ePdqEl0GDBklcXJy0atVK1qxZk2HmWExMjCl+tnvkkUfk/Pnz5gKKWvjcuHFj85zMhdFwc1oM7Rfk6lYAADyUy64D5M64DhAAAEVPkbgOEAAAgKsQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOW4dBo8AACwjtTUNIm9nCzJN9LEv5i3lC8ZID7eOdwDsgARgAAAQIG7kJgsH+08KW9vipG4pOtSJshPht5XU7o0jpCyJfylsBGAAABAgbqSfENmfX1IFnx/zPHYb1dS5JXVP8v5xGR59v6aEuhXuJGEGiAAAFDgvT+Lth53um3et0fkQmKKFDYCEAAAKFAXE1MkNc35jSdSUtNMb1BhIwABAIACFeDnk/P2YjlvLwgEIAAAUKBCg/ykStniTrfVrlBCypbwk8JGAAIAAAWqfHCAvPv4nWbmV3rlSvrLP3s3kVBmgQEAAE9UJ6ykfDGslew/kyAHz12WumHB5rGIUoEuaQ8BCAAAFIqKpQLNEnVbBXE1hsAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlEIAAAIDlcB0gANaQliZy+YxI0gURm00kKFSkRJiID78GASviXz4Az3f9qsix70RWDRG5cv73xwJLizw4U6TGfSJ+JVzdQgCFjCEwAJ7v0lGRpT3+F37U1UsiKx4XuRjjypYBcBECEADPdiNF5Id3RNJSs27TobBvp4ukXHFFywC4EAEIgGfTcHN2b/bbY38WSUkqzBYBcAMEIACeza+4SLnbst9ettbv+wCwFAIQAM/m6y/S4mkRLy/n21uPFPELKuxWAXAxAhAAz1e6mkiPxSIBIf97TGd+PfSeSGgtV7YMgIswDR6A59MhrtodRJ76TiQx9vfi5xIVREpWEPHxc3XrAFitByg1NVXGjRsn1apVk8DAQKlRo4ZMmjRJbPrL6b+8vLycLq+99lq2x3355Zez7F+3bt1CelcA3JJe8DAkUqRiE5FKd4qUiiT8ABbm0h6gqVOnypw5c+SDDz6QevXqyY4dO6Rfv34SEhIizz77rNnnzJkzGZ7zr3/9SwYMGCDdu3fP8dh6vHXr1jnWfX3p7AIAAL9zaSr4/vvvpUuXLtKxY0ezXrVqVVm2bJls27bNsU9YWFiG53z22Wdy3333SfXq1XM8tgaezM8FAABw+RBYy5YtZf369XLw4EGzvmfPHtm8ebNER0c73f/cuXPy5Zdfmh6g3Bw6dEgiIiJMUOrdu7ccP348232Tk5MlISEhwwIAADyXS3uAxowZY8KG1uf4+PiYmqDJkyebwOKMDpWVLFlSHnrooRyP27x5c1mwYIHUqVPHDKFNnDhR7rnnHtm3b595fmZTpkwx+wAAAGvwsqWvOC5kH374oYwaNcoUNGvNzu7du2X48OEyffp06dOnT5b9NSg98MADMnPmzJt6nbi4OKlSpYo5rrPeI+0B0sVOQ1lkZKTEx8dLcHDwH3x3AACgMOn3t9YR5+X726U9QBp+tBeoZ8+eZr1BgwZy7Ngx0yOTOQB9++23cuDAAVm+fPlNv06pUqWkdu3acvjwYafb/f39zQIAAKzBpTVASUlJ4u2dsQk6FJaWlpZl33nz5kmTJk2kUaNGN/06iYmJEhMTI+Hh4bfUXgAA4BlcGoA6d+5san60sPno0aOyatUqM0zVrVu3LF1aK1eulIEDBzo9TlRUlMyaNcuxPnLkSNm0aZM5ps400+NpsOrVq1eBvycAAOD+XDoEprU8eiHEp59+WmJjY82srcGDB8v48eOz1AppqVJ2AUZ7dy5cuOBYP3nypNn34sWLUq5cOWnVqpVs3brV/AwAAODSImhPKKICAABF7/ubm6ECAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL8f0jT/L29hYvL69st6empt5KmwAAANwvAK1atSr/WwIAAODOAahLly4Z1j/55BPZvXu31K9fX3r06JFfbQMAAHDPGqCpU6dKr169ZM2aNTJgwACZOHFi/rQMAADAXQPQBx98IO+9955s27ZNPvvsM5k/f37+tAwAAMBdA9Dp06flrrvuMj/rn6dOncqPdgEAALhvANIZX76+v5cS+fj4SFpaWn60CwAAwL2KoG+//XbHNPirV69K586dxc/PT2w2W363DwAAwD0CUNeuXbOdEZZ+GwAAgDvystFtk0VCQoKEhIRIfHy8BAcHu7o5AAAgn7+/ff/oC+SE0AAAANzZHwpApUqVcnorDO1M0se5FQYAAPC4AKQ++ugjKVOmTP62BgAAwJ0D0N133y3ly5fP39YAAAC4cwD6+eef5eLFixIUFCRhYWFmGjwAwINcOS+SlioSWErEN8DVrQHc40KIUVFRUq9ePalWrZoJQQ0aNJA333zzpo6htULjxo0zxwgMDJQaNWrIpEmTMlxPqG/fvqauKP3SoUOHXI89e/ZsqVq1qgQEBEjz5s3NrToAAHlw+azIzg9EFnQSeS9KZM2LIr/9KsKFbmH1HqAjR46YkHL9+nUzI0xvh6EBQ8PMjRs3ZNSoUXm+keqcOXPM/cQ0TO3YsUP69etnprA9++yzjv008KS/x5i/v3+Ox12+fLk8//zz8vbbb5vwM2PGDGnfvr0cOHCAYTsAyElirMiqwSK/bvzfYzvmify0UuTJr0VCa7mydYB7Xgdo0aJF8sorr8ihQ4fytH+nTp2kQoUKMm/ePMdj3bt3N71BixcvdvQAxcXFyaeffprndmjoadq0qcyaNcus6+05IiMjZdiwYTJmzJhcn891gABY1tHvRBb82fm2eg+JdJkl4hdU2K0C8uRmvr9v+V5g6fXs2dP0vuRVy5YtZf369XLw4EGzvmfPHtm8ebNER0dn2G/jxo2m56ZOnTry1FNPmdqj7KSkpMjOnTulbdu2jse8vb3N+pYtW5w+Jzk52Zy09AsAWNK+j7Lftn+1yNW4wmwNUGDy/UKINWvWzPNxtDdGj1W3bl1zI1WtCZo8ebL07t07w/DXQw89ZOqEYmJi5MUXXzQBScOMPiezCxcumONoz1J6ur5//36n7ZgyZYpMnDgxz+0GAI/lG5j9Nh8/ESfXgAOKIpdeCHHFihWyZMkSWbp0qakB2r17twwfPlwiIiKkT58+jl4lOy20btiwoSmW1l4hLcTOD2PHjjU1Q3YaynTIDAAsp2EPka2znW9r/KhI8bKF3SLA8y6EqMXS2gtkDzkacI4dO2Z6ZOwBKLPq1atLaGioHD582GkA0m3aM3Tu3LkMj+u6Ttd3RouqcyusBgBLKFVZpNkgkW3vZn285TARX35XwjO49EKISUlJpj4nPQ0vWrScnZMnT5oaoPDwcKfb9XpETZo0MbVF9jvT6/F0fejQobfUXgDweMXLiNw75veC5x/eEUmO//3nGveJhFRydesAz7gQYufOnU3NT+XKlc0Q2I8//ijTp0+X/v37m+2JiYmmNkdnhulraA3Q6NGjTZ2RTmu3056gbt26OQKODmdpD9Kdd94pzZo1M9Pgr1y5YqbYAwByEVRWJKiFSMUmImk3RPyKu7pFgPsEIA0d9pof7cXRQmYNLn/961/zfIyZM2eaawc9/fTTEhsba2p/Bg8eLOPHj3f0Bu3du9dcJ0inwuv2du3amYslph+y0mCkxc92jzzyiJw/f94c5+zZs9K4cWNZs2ZNlsJoAEAOfPU/tlzlH57pD10HSOt0nF0IUa8EPWHChDxfCNFdcR0gAAA8+/vbpRdCdFcEIAAAPPv7+w8PgTmjs7m0lgcAAMCd5euVoIsVKyZ33HFHfh4SAAAg3/2hHiC90KHW++iFDI8fP25uP5Heb7/9ll/tAwAAcI8eIJ2artPVdbaVjrPptHO9XYXOBnv55Zfzv5UAAACuDkB6+4q5c+fKiBEjxNfXV3r16iXvvfeemXa+devW/GwfAACAewQgvbaO3rZClShRwvQCqU6dOsmXX36Zvy0EAABwhwBUqVIlOXPmjPlZb0z673//2/y8fft27qkFAAA8MwDpbSf03lpq2LBh5mrOtWrVkieeeMJxGwsAAAB3lS8XQtS6n++//96EIL2/V1HHhRABAPDs7+9bvg6QDnt98cUX5l5e+qIAAAAedR0gvWu73rG9bNmyZn3t2rXSsWNHU/ejU+Bff/11WbZsmTz88MMF1V4AAIBbdlM9QCdPnjQXQbR77bXXzBR4vVP7pUuXzJ3cp02bduutAgAAKEC3NAT2yy+/mCJoHx8f0wOkPxf1G6ECAADPd0sBSHt+ypQp41gvXbq0XL58OT/aBQAA4B4ByMvLyyyZHwMAAPDYImidMd+3b1/HxQ6vXbsmQ4YMkaCgILOenJxcMK0EAABwVQDq06dPhvXHHnssyz56MUQAAACPCUDz588vuJYAAAAUklu+ECIAAEBRQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACWQwACAACW49IAlJqaKuPGjZNq1apJYGCg1KhRQyZNmiQ2m81sv379urzwwgvSoEEDCQoKkoiICHO3+dOnT+d43Jdfflm8vLwyLHXr1i2kdwUAADzqbvD5berUqTJnzhz54IMPpF69erJjxw7p16+fhISEyLPPPitJSUmya9cuE5IaNWokly5dkueee04efPBBs29O9Hjr1q1zrPv6uvStAgAAN+LSVPD9999Lly5dpGPHjma9atWqsmzZMtm2bZtZ1yC0du3aDM+ZNWuWNGvWTI4fPy6VK1fO9tgaeMLCwgr4HQAAgKLIpUNgLVu2lPXr18vBgwfN+p49e2Tz5s0SHR2d7XPi4+PNkFapUqVyPPahQ4fMkFn16tWld+/eJjBlJzk5WRISEjIsAADAc7m0B2jMmDEmbGh9jo+Pj6kJmjx5sgkszly7ds3UBPXq1UuCg4OzPW7z5s1lwYIFUqdOHTlz5oxMnDhR7rnnHtm3b5+ULFkyy/5Tpkwx+wAAAGvwstkrjl3gww8/lFGjRslrr71manZ2794tw4cPl+nTp0ufPn0y7KsF0d27d5eTJ0/Kxo0bcwxAmcXFxUmVKlXMcQcMGOC0B0gXOw1lkZGRprfpZl4HAAC4jn5/a/lMXr6/XdoDpOFHe4F69uxp1nW217Fjx0yPTPoApOGnR48eZtvXX39906FEh8tq164thw8fdrrd39/fLAAAwBpcWgOks7y8vTM2QYfC0tLSsoQfrenRWV1ly5a96ddJTEyUmJgYCQ8Pz5d2AwCAos2lAahz586m5ufLL7+Uo0ePyqpVq8wwVbdu3Rzh5y9/+YuZ8r5kyRJTI3T27FmzpKSkOI4TFRVlZofZjRw5UjZt2mSOqTPN9HgarLR2CAAAwKVDYDNnzjTX+Hn66aclNjbWzNoaPHiwjB8/3mw/deqUfP755+bnxo0bZ3juhg0bpE2bNuZn7d25cOGCY5vWCWnYuXjxopQrV05atWolW7duNT8DAAC4tAjaE4qoAABA0fv+5l5gAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAcghAAADAclwagFJTU2XcuHFSrVo1CQwMlBo1asikSZPEZrM59tGfx48fL+Hh4Waftm3byqFDh3I99uzZs6Vq1aoSEBAgzZs3l23bthXwuwEAAEWFSwPQ1KlTZc6cOTJr1iz55ZdfzPq0adNk5syZjn10/a233pK3335bfvjhBwkKCpL27dvLtWvXsj3u8uXL5fnnn5cJEybIrl27pFGjRuY5sbGxhfTOAACAO/Oype9uKWSdOnWSChUqyLx58xyPde/e3fT0LF682PT+REREyIgRI2TkyJFme3x8vHnOggULpGfPnk6Pqz0+TZs2NcFKpaWlSWRkpAwbNkzGjBmTa7sSEhIkJCTEvFZwcHC+vV8AAFBwbub726U9QC1btpT169fLwYMHzfqePXtk8+bNEh0dbdaPHDkiZ8+eNcNedvrGNOBs2bLF6TFTUlJk586dGZ7j7e1t1rN7TnJysjlp6RcAAOC5fF354tobo2Gjbt264uPjY2qCJk+eLL179zbbNfwo7fFJT9ft2zK7cOGCOY6z5+zfv9/pc6ZMmSITJ07Mp3cFAADcnUt7gFasWCFLliyRpUuXmlqdDz74QF5//XXzZ2EaO3as6S6zLydOnCjU1wcAABbqARo1apTpBbLX8jRo0ECOHTtmemT69OkjYWFh5vFz586ZWWB2ut64cWOnxwwNDTW9SbpPerpuP15m/v7+ZgEAANbg0h6gpKQkU5+TnoYXLVpWOj1eQ4vWCdnpkJnOBmvRooXTY/r5+UmTJk0yPEePp+vZPQcAAFiLS3uAOnfubGp+KleuLPXq1ZMff/xRpk+fLv379zfbvby8ZPjw4fLqq69KrVq1TCDS6wbpzLCuXbs6jhMVFSXdunWToUOHmnWdAq89SHfeeac0a9ZMZsyYIVeuXJF+/fq57L0CAAD34dIApNf70UDz9NNPm2v0aLAZPHiwufCh3ejRo014GTRokMTFxUmrVq1kzZo15gKHdjExMab42e6RRx6R8+fPm+NosbQOl+lzMhdGAwAAa3LpdYDcFdcBAgCg6Cky1wECAABwBQIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHAIQAACwHF9XNwDI7GrKDTmfmCKXrqRIQDEfKVvCT0JL+Lu6WQAAD0IAglu5mJgs728+InO/PSIpqWnmsToVSsrs3ndIzfIlXN08AICHYAgMbiM1zSaf7TktszfGOMKPOnDusvSau1VOx111afsAAJ6DAAS3EXv5msz++rDTbecvJ5sgBABAfiAAwW0kX0+Ti1dSst3+y+mEQm0PAMBzEYDgNvx9vaVU8WLZbq8dVrJQ2wMA8FwEILiN8iX9Zci9NZxuKxPkJ38KDy70NgEAPBMBCG7Dx8db/tKkkvRpUUV8vL0cj1cuU1yWPdlcIkoFurR9AADP4WWz2WyuboS7SUhIkJCQEImPj5fgYHodCtuV5BtyITFZLiSmSOB/rwNUITjA1c0CAHjQ97dLe4CqVq0qXl5eWZZnnnlGjh496nSbLitXrsz2mH379s2yf4cOHQr1feHWBPn7SpWyQdKkSmn5U0Qw4QcA4FkXQty+fbukpqY61vft2ycPPPCAPPzwwxIZGSlnzpzJsP+7774rr732mkRHR+d4XA088+fPd6z7+3MVYQAA4CYBqFy5chnW//73v0uNGjXk3nvvNT03YWFhGbavWrVKevToISVK5HxFYA08mZ8LAADgdkXQKSkpsnjxYunfv78JP5nt3LlTdu/eLQMGDMj1WBs3bpTy5ctLnTp15KmnnpKLFy/muH9ycrIZN0y/AAAAz+U2AejTTz+VuLg4U8PjzLx58+S2226Tli1b5jr8tXDhQlm/fr1MnTpVNm3aZIbM0g+1ZTZlyhRTNGVfdPgNAAB4LreZBda+fXvx8/OTL774Isu2q1evSnh4uIwbN05GjBhxU8f99ddfzbDaunXrJCoqKtseIF3stAdIQxCzwAAAKDqKzCwwu2PHjpmAMnDgQKfbP/roI0lKSpInnnjipo9dvXp1CQ0NlcOHnd9jyl4zpCcq/QIAADyXWwQgnbGlNTsdO3bMdvjrwQcfzFI0nRcnT540NUDagwQAAOAWASgtLc0EoD59+oivb9ZJadpz880332TbO1S3bl0zO0wlJibKqFGjZOvWreY6QloH1KVLF6lZs6YZYgMAAHCLAKRDX8ePHzezv5x5//33pVKlStKuXTun2w8cOGDG+pSPj4/s3bvX9BbVrl3bzBhr0qSJfPvtt1wLCAAAuF8RtDvhVhgAABQ9Ra4IGgAAoDARgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOX4uroBVnL52nVJSkmVgGLeEhLo5+rmAABgWS7tAapatap4eXllWZ555hmzvU2bNlm2DRkyJMdj2mw2GT9+vISHh0tgYKC0bdtWDh06JK6UlHxD9pyIk+eW/ShdZn0nAz/YId8eOi9xSSkubRcAAFbl0gC0fft2OXPmjGNZu3atefzhhx927PPkk09m2GfatGk5HlO3v/XWW/L222/LDz/8IEFBQdK+fXu5du2auEJamk2+i7koXf/5nXx94LycTbgm249eksfnbZMVO05KUsoNl7QLAAArc2kAKleunISFhTmW1atXS40aNeTee+917FO8ePEM+wQHB+fY+zNjxgx56aWXpEuXLtKwYUNZuHChnD59Wj799FNxhXOXr8mLn/wkNlvWba99tV8uJNILBACAZYugU1JSZPHixdK/f38z1GW3ZMkSCQ0Nlfr168vYsWMlKSkp22McOXJEzp49a4a97EJCQqR58+ayZcuWbJ+XnJwsCQkJGZb8cinpupxPTHa67XqqTU78lv37AQAAHl4ErT00cXFx0rdvX8djjz76qFSpUkUiIiJk79698sILL8iBAwfkk08+cXoMDT+qQoUKGR7Xdfs2Z6ZMmSITJ06UguCTLsw5U8wn5+0AAMCDA9C8efMkOjrahB27QYMGOX5u0KCBKWyOioqSmJgYM1SWX7Rn6fnnn3esaw9QZGRkvhy7dPFiUqVscTl2MWtPT3E/H4koFZgvrwMAAIrYENixY8dk3bp1MnDgwBz306EsdfjwYafbtUZInTt3LsPjum7f5oy/v7+pLUq/5JfywQHyj0cai79vxlPt7SUyvUcjKR/sn2+vBQAAilAP0Pz586V8+fLSsWPHHPfbvXu3+VN7gpypVq2aCTrr16+Xxo0bO3pzdDbYU089Ja5Sv2KIfDW8tXyy65TsPP6b1CxXQnrfVUUqlQ4UPx8fl7ULAACrcnkASktLMwGoT58+4uv7v+boMNfSpUvlz3/+s5QtW9bUAP31r3+V1q1bm9lddnXr1jU1PN26dTPF08OHD5dXX31VatWqZQLRuHHjzLBa165dXfQORXx9vKVqaJA817aWJN9IFT8fb/MYAACwaADSoa/jx4+b2V/p+fn5mW06rf3KlSumJqd79+5mint6WhQdHx/vWB89erTZX+uHtKi6VatWsmbNGgkICBBX8/H2kuJ+Lj/lAABYnpdNL56DDHTYTKfPa7DKz3ogAADgHt/fjMMAAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADL4b4MTtgvjq1XlAQAAEWD/Xs7Lze5IAA5cfnyZfOn3n8MAAAUve9xvSVGTrgXWDZ3qD99+rSULFnS3GE+v9OpBqsTJ05wn7FccK7yjnOVd5yrvONc5R3nyj3OlUYaDT8RERHi7Z1zlQ89QE7oSatUqVKBvob+pfOPJG84V3nHuco7zlXeca7yjnPl+nOVW8+PHUXQAADAcghAAADAcghAhczf318mTJhg/kTOOFd5x7nKO85V3nGu8o5zVfTOFUXQAADAcugBAgAAlkMAAgAAlkMAAgAAlkMAAgAAlkMAKgBTpkyRpk2bmitJly9fXrp27SoHDhzIsM+7774rbdq0MReB0qtNx8XFiRXldq5+++03GTZsmNSpU0cCAwOlcuXK8uyzz0p8fLxYTV4+V4MHD5YaNWqYc1WuXDnp0qWL7N+/X6wmL+fKTueBREdHm3+Hn376qVhNXs6V/q7S85N+GTJkiFhRXj9bW7Zskfvvv1+CgoLM7/nWrVvL1atXxUqm5HKujh49muVzZV9WrlxZ4O0jABWATZs2yTPPPCNbt26VtWvXyvXr16Vdu3Zy5coVxz5JSUnSoUMHefHFF8XKcjtXeksSXV5//XXZt2+fLFiwQNasWSMDBgwQq8nL56pJkyYyf/58+eWXX+Srr74yX+66T2pqqlhJXs6V3YwZM/L9ljeeeK6efPJJOXPmjGOZNm2aWFFezpeGH/39ro9v27ZNtm/fLkOHDs311gxWO1eRkZEZPlO6TJw4UUqUKGH+U1LgdBo8ClZsbKxeasC2adOmLNs2bNhgtl26dMklbStK58puxYoVNj8/P9v169dtVpaXc7Vnzx6zz+HDh21Wlt25+vHHH20VK1a0nTlzxmxftWqVzeqcnat7773X9txzz7m0XUXpfDVv3tz20ksvubRdRfV3VuPGjW39+/cvlPZYK466iH24pkyZMq5uikecK91Hu5R9fa19K7vczpX+L0t7g6pVq2b+p2Vlzs6V9sI++uijMnv2bAkLC3Nh64rG52rJkiUSGhoq9evXl7Fjx5rzh6znKzY2Vn744Qcz5NOyZUupUKGC3HvvvbJ582axuvhcfmft3LlTdu/eXXg9/IUSsywsNTXV1rFjR9vdd9/tdDs9QHk/V+r8+fO2ypUr21588UWbleV0rmbPnm0LCgoyn6s6depYvvcnu3M1aNAg24ABAxzr9ABlf67eeecd25o1a2x79+61LV682PSadevWzWZ1zs7Xli1bzGepTJkytvfff9+2a9cu2/Dhw02v9cGDB21WlZqH3+9PPfWU7bbbbiu0NhGACtiQIUNsVapUsZ04ccLpdgJQ3s9VfHy8rVmzZrYOHTrYUlJSbFaW07mKi4szv2i1m7lz5862O+64w3b16lWbVTk7V5999pmtZs2atsuXLzseIwDl/m/Qbv369QytZnO+vvvuO3Nuxo4dm2HfBg0a2MaMGWOzqiG5fLaSkpJsISEhttdff73Q2kQAKkDPPPOMrVKlSrZff/01230IQHk7VwkJCbYWLVrYoqKiLP1lntfPlV1ycrKtePHitqVLl9qsKLtzpfUsXl5eNh8fH8ei/w69vb1NvYsV3cznKjEx0Zwv7RWyquzOl67ruVm0aFGGx3v06GF79NFHbVb0TB4+WwsXLrQVK1bM1AkVFmsXURQQDZY6dXvVqlWyceNGU4OBP36uEhISpH379ubGeZ9//rkEBASIFf2Rz9V//5MjycnJYiW5nasxY8bIwIEDMzzWoEEDefPNN6Vz585iJX/kc6V1Gio8PFysJrfzVbVqVYmIiMgyNf7gwYOFM7OpiH625s2bJw8++KC5fEdhNhD5TMcxtStv48aNZnaJfdEuPjtd1xkoc+fONf9b+Oabb8z6xYsXbVaS27nSYS+dUaHdx9rdnn6fGzdu2Kwkt3MVExNj+9vf/mbbsWOH7dixY6YrXofAtBbh3LlzNivJy7/BzKw6BJbbudJ/d6+88or5XB05csQMH1avXt3WunVrmxXl5bP15ptv2oKDg20rV660HTp0yMwICwgIsNyQ4VN5/Heo50h7ZP/1r38VavsIQAVAf5E6W+bPn+/YZ8KECbnuYwW5nSv7EKGzRX8ZW0lu5+rUqVO26OhoW/ny5U1XsnY5a5f7/v37bVaTl3+Dzp5jxQCU27k6fvy4CTsapP39/U3t1KhRo8x/Tqwor5+tKVOmmH+DOgStw/fffvutzWokj+dK66UiIyNNoXRh8vpvIwEAACyD6wABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABAADLIQABcLm+ffuKl5eXYylbtqx06NBB9u7d6+qmAfBQBCAAbkEDz5kzZ8yyfv168fX1lU6dOrm6WQA8FAEIgFvw9/eXsLAwszRu3FjGjBkjJ06ckPPnz5vtP/30k9x///0SGBhoeogGDRokiYmJjufr/hEREeLn5ycVK1aUF154QdLS0sy2jRs3mp6lL7/8Uho2bCgBAQFy1113yb59+xzPv3jxovTq1cs8t3jx4tKgQQNZtmxZhjbq8aZNmyY1a9Y07a1cubJMnjzZbEvfg5V50dcH4F4IQADcjgabxYsXm6ChYefKlSvSvn17KV26tGzfvl1Wrlwp69atk6FDhzqe065dO1m9erUcPnxY3nvvPXn33XfNMdIbNWqUvPHGG+YY5cqVk86dO8v169fNtmvXrkmTJk1MSNJgpAHr8ccfl23btjmeP3bsWPn73/8u48aNk59//lmWLl0qFSpUMNvsvVe6qI8//tix3rJly0I6cwDyrFDvPQ8ATvTp08fm4+NjCwoKMov+agoPD7ft3LnTbH/33XdtpUuXtiUmJjqe8+WXX9q8vb1tZ8+ezXK8X3/91Tz//fffN+sbNmwwx/zwww8d+1y8eNEWGBhoW758ebbt6tixo23EiBHm54SEBJu/v79t7ty5ub4ffS19TQDuix4gAG7hvvvuk927d5tFe120xyc6OlqOHTsmv/zyizRq1EiCgoIc+999991mSOrAgQOOx/72t7+Z4avq1atL9+7d5YknnsjwGi1atHD8XKZMGalTp445tkpNTZVJkyaZoS/dVqJECfnqq6/k+PHjZrvul5ycLFFRUYVwNgAUNN8CfwUAyAMNNzrkZafDWCEhITJ37tw8H2PIkCHy0EMPyc6dO2X48OHmZw1WefHaa6/JP/7xD5kxY4YJQdoePUZKSorZrrVHADwHPUAA3JIWD3t7e8vVq1fltttukz179phaILvvvvvObNdeHDvtualbt6707t1bWrVqZepw0tu6davj50uXLsnBgwfNse3H69Klizz22GOmt0l7kXS7Xa1atUwI0hlqAIo+AhAAt6DDS2fPnjWLDjcNGzbMFENrobIGGp251adPH1OgvGHDBrNdi5TtRcj//Oc/5T//+Y8cPXrUFD+vXbtWbr/99gyv8corr5gAo8fQaw+FhoZK165dHQFHn/P999+b1x88eLCcO3fO8Vx9fZ1ZNnr0aFm4cKHExMSYQDVv3rxCPlMA8gNDYADcwpo1ayQ8PNz8XLJkSdOTo7O92rRpYx7TepznnntOmjZtaup8tMZn+vTpjufr7K0JEybI5cuXJTIyUl588UXp379/htfQGVx6jEOHDpmp9l988YWZNq9eeukl+fXXX03tkR5fZ4FpOIqPj3c8X2d/6fWJxo8fL6dPnzbt1WE3AEWPl1ZCu7oRAFCQ9Do8Wgukw16lSpVydXMAuAGGwAAAgOUQgAAAgOUwBAYAACyHHiAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAACBW8/8BgvWt9+ySxi8AAAAASUVORK5CYII=", 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", 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -984,157 +387,55 @@ "source": [ "import seaborn as sns\n", "\n", - "# Создаём DataFrame \n", - "df = pd.DataFrame({\n", - " \"Категория\": [\"A\", \"B\", \"A\", \"B\"],\n", - " \"Баллы\": [23, 45, 12, 36],\n", - " \"Другая_Колонка\": [1, 2, 3, 4] # Дополнительный числовой признак\n", - "})\n", - "\n", - "# Визуализация с помощью boxplot\n", - "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", - "plt.title('График')\n", - "plt.show()\n", - "\n", - "# Визуализация парных графиков\n", - "sns.pairplot(df)\n", - "plt.title('Парные графики')\n", - "plt.show()\n", - "\n", - "# Убираем категориальные переменные для корреляции\n", - "df_numerical = df.select_dtypes(include='number') # Оставляем только числовые данные\n", - "\n", - "# Визуализация тепловой карты корреляции\n", - "plt.figure(figsize=(8, 6))\n", - "sns.heatmap(df_numerical.corr(), annot=True, cmap='coolwarm', fmt='.2f')\n", - "plt.title('Тепловая карта корреляции')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "b0cbd359-c37c-4a99-b72e-0c71d552f0e2", - "metadata": {}, - "source": [ - "# Часть 5. Прогресс-бар с tqdm" - ] - }, - { - "cell_type": "markdown", - "id": "be5f3a0b-311f-4a11-9eb6-3f8febaf1b31", - "metadata": {}, - "source": [ - "# Использование tqdm для обработки данных" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "5f2a633a-4816-43fb-ac87-56e22d1d100e", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Обработка строк: 25%|██████▊ | 1/4 [00:00<00:01, 2.00it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Обрабатывается: Анна, возраст: 21, баллы: 89\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Обработка строк: 50%|█████████████▌ | 2/4 [00:01<00:01, 2.00it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Обрабатывается: Борис, возраст: 22, баллы: 76\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Обработка строк: 75%|████████████████████▎ | 3/4 [00:01<00:00, 2.00it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Обрабатывается: Виктор, возраст: 23, баллы: 95\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Обработка строк: 100%|███████████████████████████| 4/4 [00:02<00:00, 2.00it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Обрабатывается: Галина, возраст: 24, баллы: 82\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], - "source": [ - "from tqdm import tqdm\n", - "import pandas as pd\n", - "import time\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", + "df = pd.DataFrame({\n", + " \"Категория\": [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\", \"A\", \"B\"],\n", + " \"Баллы\": [78, 85, 92, 88, 75, 95, 89, 90],\n", + " \"Возраст\": [22, 25, 23, 24, 21, 26, 27, 22] \n", + "})\n", "\n", - "# Обработка данных с tqdm(iterrows())\n", - "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Обработка строк\"):\n", - " time.sleep(0.5) # Симуляция обработки строки\n", - " print(f\"Обрабатывается: {row['Имя']}, возраст: {row['Возраст']}, баллы: {row['Баллы']}\")" + "# Boxplot\n", + "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", + "plt.show()\n", + "\n", + "# Histplot\n", + "sns.histplot(df[\"Баллы\"], bins=5, kde=True)\n", + "plt.show()\n", + "\n", + "# Scatterplot\n", + "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", data=df)\n", + "plt.show()\n", + "\n", + "# Pairplot \n", + "df_encoded = df.copy()\n", + "df_encoded[\"Категория\"] = df_encoded[\"Категория\"].astype(\"category\").cat.codes\n", + "sns.pairplot(df_encoded, hue=\"Категория\")\n", + "plt.show()\n", + "\n", + "# Heatmap \n", + "sns.heatmap(df_encoded.corr(), annot=True, cmap=\"coolwarm\", linewidths=0.5)\n", + "plt.show()" ] }, { "cell_type": "markdown", - "id": "87fced83-7eea-4b51-97b9-48b583e5da9e", + "id": "90432aaf-cb01-4202-bfae-8cc1089470c8", "metadata": {}, "source": [ - "# Добавление кастомной стилизации" + "# Часть 4. Прогресс-бар с tqdm" ] }, { "cell_type": "code", - "execution_count": 41, - "id": "96f57cf0-85a3-4172-b197-6ec98bc7ad3e", + "execution_count": 13, + "id": "d8f388a3-cccf-4f31-aae8-fadeab0ce2c4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "🔄 Загрузка: 100%|\u001b[32m████████████████████████████\u001b[0m| 100/100 [00:01<00:00, 96.50it/s]\u001b[0m\n" + "Загрузка: 100%|\u001b[32m███████████████████████████████\u001b[0m| 100/100 [00:01<00:00, 94.46it/s]\u001b[0m\n" ] } ], @@ -1143,14 +444,22 @@ "import time\n", "\n", "# Кастомный прогресс-бар с описанием\n", - "for i in tqdm(range(100), desc=\"🔄 Загрузка\", ascii=\" ░█\", ncols=80, colour=\"green\"):\n", + "for i in tqdm(range(100), desc=\"Загрузка\", ascii=\"\", ncols=80, colour=\"green\"):\n", " time.sleep(0.01) # Симуляция долгого процесса" ] }, + { + "cell_type": "markdown", + "id": "d327ca1f-6c62-4235-b226-0e2f99b6669f", + "metadata": {}, + "source": [ + "# Часть 5. Самостоятельное задание" + ] + }, { "cell_type": "code", - "execution_count": 51, - "id": "690a2810-affa-484a-81c3-66402565c89d", + "execution_count": 14, + "id": "1d5a5840-80b2-4adc-b243-fe02ba7640c1", "metadata": {}, "outputs": [ { @@ -1298,7 +607,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8890b0d9-f21e-49de-b22a-94758cf77dc9", + "id": "4af85c5f-66e0-4090-bdf4-9df23f53017f", "metadata": {}, "outputs": [], "source": []