96 lines
98 KiB
Plaintext
96 lines
98 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "1369b34f-eee7-4c7a-bf2d-b1e61fd633b5",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"# Подготовка данных\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"y1 = np.sin(x)\n",
|
||
"y2 = np.cos(x)\n",
|
||
"\n",
|
||
"# Создаем фигуру с несколькими подобластями (2 строки, 2 столбца)\n",
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"\n",
|
||
"# 1. Линейный график: несколько линий и изменение цвета\n",
|
||
"plt.subplot(2, 2, 1)\n",
|
||
"plt.plot(x, y1, color='red', label='sin(x)') # Цвет изменен на красный\n",
|
||
"plt.plot(x, y2, color='blue', linestyle='--', label='cos(x)') # Добавлен второй график\n",
|
||
"plt.title(\"Линейные графики (sin и cos)\")\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"\n",
|
||
"# 2. Точечный график (scatter)\n",
|
||
"plt.subplot(2, 2, 2)\n",
|
||
"x_scatter = np.random.rand(50) * 10\n",
|
||
"y_scatter = np.random.rand(50)\n",
|
||
"plt.scatter(x_scatter, y_scatter, color='green', alpha=0.6)\n",
|
||
"plt.title(\"Точечный график (scatter)\")\n",
|
||
"\n",
|
||
"# 3. Столбчатая диаграмма (bar)\n",
|
||
"plt.subplot(2, 2, 3)\n",
|
||
"categories = ['A', 'B', 'C', 'D']\n",
|
||
"values = [15, 30, 45, 10]\n",
|
||
"plt.bar(categories, values, color='orange')\n",
|
||
"plt.title(\"Столбчатая диаграмма (bar)\")\n",
|
||
"\n",
|
||
"# 4. Гистограмма (hist)\n",
|
||
"plt.subplot(2, 2, 4)\n",
|
||
"data = np.random.randn(1000)\n",
|
||
"plt.hist(data, bins=30, color='purple', edgecolor='black')\n",
|
||
"plt.title(\"Гистограмма распределения (hist)\")\n",
|
||
"\n",
|
||
"# Автоматическое выравнивание и отображение\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "39b178cd-f956-4bb0-89e3-8da6a7e0b07a",
|
||
"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": "3.13.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|