{ "nbformat": 4, "nbformat_minor": 2, "metadata": { "colab": { "name": "mplot3d.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true, "authorship_tag": "ABX9TyMwMhrM5bOBk61aDqK1zRkQ", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# Matplotlib\n", "\n", "\"Open" ], "metadata": { "id": "view-in-github", "colab_type": "text" } }, { "cell_type": "code", "execution_count": 1, "source": [ "import matplotlib.pyplot as plt\n", "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "tags": [], "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "3yF0yiftctR7", "outputId": "b62e1eb4-7cb6-415d-f956-44d5700938dc" } }, { "cell_type": "markdown", "source": [ "## 3D scatterplot\n", "Demonstration of a basic scatterplot in 3D." ], "metadata": { "id": "KdFypx2XeeZ1" } }, { "cell_type": "code", "execution_count": 3, "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "def randrange(n, vmin, vmax):\n", " \"\"\"\n", " Helper function to make an array of random numbers having shape (n, )\n", " with each number distributed Uniform(vmin, vmax).\n", " \"\"\"\n", " return (vmax - vmin)*np.random.rand(n) + vmin\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "n = 100\n", "\n", "# For each set of style and range settings, plot n random points in the box\n", "# defined by x in [23, 32], y in [0, 100], z in [zlow, zhigh].\n", "for m, zlow, zhigh in [('o', -50, -25), ('^', -30, -5)]:\n", " xs = randrange(n, 23, 32)\n", " ys = randrange(n, 0, 100)\n", " zs = randrange(n, zlow, zhigh)\n", " ax.scatter(xs, ys, zs, marker=m)\n", "\n", "ax.set_xlabel('X Label')\n", "ax.set_ylabel('Y Label')\n", "ax.set_zlabel('Z Label')\n", "\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "tags": [], "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 248 }, "id": "Z6y--v23eKW2", "outputId": "5e55139b-41d0-4e54-8c5a-955c3c9afff0" } }, { "cell_type": "markdown", "source": [ "## 3D quiver plot\n", "Demonstrates plotting directional arrows at points on a 3D meshgrid.\n" ], "metadata": { "id": "l6UxMFSMetWj" } }, { "cell_type": "code", "execution_count": 7, "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "ax = plt.figure(figsize=(9, 6)).add_subplot(projection='3d')\n", "\n", "# Make the grid\n", "x, y, z = np.meshgrid(np.arange(-0.8, 1, 0.2),\n", " np.arange(-0.8, 1, 0.2),\n", " np.arange(-0.8, 1, 0.8))\n", "\n", "# Make the direction data for the arrows\n", "u = np.sin(np.pi * x) * np.cos(np.pi * y) * np.cos(np.pi * z)\n", "v = -np.cos(np.pi * x) * np.sin(np.pi * y) * np.cos(np.pi * z)\n", "w = (np.sqrt(2.0 / 3.0) * np.cos(np.pi * x) * np.cos(np.pi * y) *\n", " np.sin(np.pi * z))\n", "\n", "ax.quiver(x, y, z, u, v, w, length=0.1, normalize=True)\n", "\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "tags": [], "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 357 }, "id": "FMaa4PT3eu0v", "outputId": "79ecb04d-8a81-46ad-b177-e0dcdc0a5676" } } ] }