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ph_ny_mat_sci/dz_les_4.ipynb
denis-on 0bb2df5243 DZ les 4
2022-07-21 13:02:07 +03:00

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"### Задание 1\n",
"Загрузите модуль pyplot библиотеки matplotlib с псевдонимом plt, а также библиотеку numpy с псевдонимом np.\n",
"Примените магическую функцию %matplotlib inline для отображения графиков в Jupyter Notebook и настройки конфигурации ноутбука со значением 'svg' для более четкого отображения графиков.\n",
"\n",
"Создайте список под названием x с числами 1, 2, 3, 4, 5, 6, 7 и список y с числами 3.5, 3.8, 4.2, 4.5, 5, 5.5, 7.\n",
"С помощью функции plot постройте график, соединяющий линиями точки с горизонтальными координатами из списка x и вертикальными - из списка y.\n",
"Затем в следующей ячейке постройте диаграмму рассеяния (другие названия - диаграмма разброса, scatter plot)."
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"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'svg'"
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{
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"x = [1, 2, 3, 4, 5, 6, 7]\n",
"y = [3.5, 3.8, 4.2, 4.5, 5, 5.5, 7]"
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"### Задание 2\n",
"С помощью функции linspace из библиотеки Numpy создайте массив t из 51 числа от 0 до 10 включительно.\n",
"Создайте массив Numpy под названием f, содержащий косинусы элементов массива t.\n",
"\n",
"Постройте линейную диаграмму, используя массив t для координат по горизонтали,а массив f - для координат по вертикали. Линия графика должна быть зеленого цвета.\n",
"Выведите название диаграммы - 'График f(t)'. Также добавьте названия для горизонтальной оси - 'Значения t' и для вертикальной - 'Значения f'.\n",
"Ограничьте график по оси x значениями 0.5 и 9.5, а по оси y - значениями -2.5 и 2.5.\n"
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"plt.plot(t,f, \"green\")\n",
"plt.title(\"График функции f(t)\", fontdict=title_font)\n",
"plt.xlabel(\"Значение t\", fontdict=label_font)\n",
"plt.ylabel(\"Значение f(t)\", fontdict=label_font)\n",
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"source": [
"### *Задание 3\n",
"С помощью функции linspace библиотеки Numpy создайте массив x из 51 числа от -3 до 3 включительно.\n",
"Создайте массивы y1, y2, y3, y4 по следующим формулам:\n",
"\n",
"y1 = x**2\n",
"\n",
"y2 = 2 * x + 0.5\n",
"\n",
"y3 = -3 * x - 1.5\n",
"\n",
"y4 = sin(x)\n",
"\n",
"Используя функцию subplots модуля matplotlib.pyplot, создайте объект matplotlib.figure.Figure с названием fig и массив объектов Axes под названием ax,причем так, чтобы у вас было 4 отдельных графика в сетке, состоящей из двух строк и двух столбцов. В каждом графике массив x используется для координат по горизонтали.В левом верхнем графике для координат по вертикали используйте y1,в правом верхнем - y2, в левом нижнем - y3, в правом нижнем - y4.Дайте название графикам: 'График y1', 'График y2' и т.д.\n",
"\n",
"Для графика в левом верхнем углу установите границы по оси x от -5 до 5.\n",
"Установите размеры фигуры 8 дюймов по горизонтали и 6 дюймов по вертикали.\n",
"Вертикальные и горизонтальные зазоры между графиками должны составлять 0.3.\n"
]
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{
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"x = np.linspace(-3, 3, 51)\n",
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"source": [
"### *Задание 4\n",
"\n",
"В этом задании мы будем работать с датасетом, в котором приведены данные по мошенничеству с кредитными данными: Credit Card Fraud Detection (информация об авторах: Andrea Dal Pozzolo, Olivier Caelen, Reid A. Johnson and Gianluca Bontempi. Calibrating Probability with Undersampling for Unbalanced Classification. In Symposium on Computational Intelligence and Data Mining (CIDM), IEEE, 2015).\n",
"Ознакомьтесь с описанием и скачайте датасет creditcard.csv с сайта Kaggle.com по ссылке:\n",
"Credit Card Fraud Detection(https://www.kaggle.com/mlg-ulb/creditcardfraud)\n",
"Данный датасет является примером несбалансированных данных, так как мошеннические операции с картами встречаются реже обычных.\n",
"\n",
"Импортируйте библиотеку Pandas, а также используйте для графиков стиль “fivethirtyeight”.\n",
"\n",
"Посчитайте с помощью метода value_counts количество наблюдений для каждого значения целевой переменной Class и примените к полученным данным метод plot, чтобы построить столбчатую диаграмму. Затем постройте такую же диаграмму, используя логарифмический масштаб.\n",
"\n",
"На следующем графике постройте две гистограммы по значениям признака V1 - одну для мошеннических транзакций (Class равен 1) и другую - для обычных (Class равен 0). Подберите значение аргумента density так, чтобы по вертикали графика было расположено не число наблюдений, а плотность распределения. Число бинов должно равняться 20 для обеих гистограмм, а коэффициент alpha сделайте равным 0.5, чтобы гистограммы были полупрозрачными и не загораживали друг друга. Создайте легенду с двумя значениями: “Class 0” и “Class 1”. Гистограмма обычных транзакций должна быть серого цвета, а мошеннических - красного. Горизонтальной оси дайте название “V1”.\n"
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{
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"source": [
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{
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"text/plain": [
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},
"metadata": {
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],
"source": [
"plt.hist(legal, bins=20, density = True, alpha=0.5, label='legal', color=\"grey\")\n",
"plt.hist(fraud, bins=20, density = True, alpha=0.5, label='fraud', color=\"red\")\n",
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]
}
],
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