{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 测试" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "# Compute pie slices\n", "N = 20\n", "θ = np.linspace(0.0, 2 * np.pi, N, endpoint=False)\n", "radii = 10 * np.random.rand(N)\n", "width = np.pi / 4 * np.random.rand(N)\n", "colors = plt.cm.viridis(radii / 10.)\n", "\n", "ax = plt.subplot(111, projection='polar')\n", "ax.bar(θ, radii, width=width, bottom=0.0, color=colors, alpha=0.5)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.4 ('tvmx': conda)", "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": "3.10.4" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "e579259ee6098e2b9319de590d145b4b096774fe457bdf04260e3ba5c171e887" } } }, "nbformat": 4, "nbformat_minor": 2 }