neznayhz/matplotlib.ipynb
2026-04-29 22:47:04 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "34d7459e-a6e7-47fe-81fd-051e6bee60e1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Создаю гистограмму...\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Все графики построены!\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"x = np.linspace(0, 10, 100)\n",
"y_sin = np.sin(x)\n",
"y_cos = np.cos(x)\n",
"\n",
"plt.figure(figsize=(10, 8))\n",
"\n",
"plt.subplot(2, 2, 1)\n",
"plt.plot(x, y_sin, color='red', label='sin(x)')\n",
"plt.title(\"График синуса\")\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"plt.subplot(2, 2, 2)\n",
"plt.plot(x, y_cos, color='blue', label='cos(x)')\n",
"plt.title(\"График косинуса\")\n",
"plt.xlabel(\"X\")\n",
"plt.ylabel(\"Y\")\n",
"plt.legend()\n",
"plt.grid(True)\n",
"\n",
"plt.subplot(2, 2, 3)\n",
"x_scatter = np.random.rand(30) * 10\n",
"y_scatter = np.random.rand(30)\n",
"plt.scatter(x_scatter, y_scatter, color='green')\n",
"plt.title(\"Точки (scatter)\")\n",
"\n",
"plt.subplot(2, 2, 4)\n",
"kategorii = ['A', 'B', 'C', 'D']\n",
"znacheniya = [10, 25, 15, 30]\n",
"plt.bar(kategorii, znacheniya, color='orange')\n",
"plt.title(\"Столбчатая диаграмма\")\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(\"Создаю гистограмму...\")\n",
"data = np.random.randn(500)\n",
"plt.hist(data, bins=20, color='purple')\n",
"plt.title(\"Гистограмма\")\n",
"plt.show()\n",
"\n",
"print(\"Все графики построены!\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "067c7ab4-b4ae-47c0-8f7e-36bbcf64ce0f",
"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
}