{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Content with notebooks\n", "\n", "You can also create content with Jupyter Notebooks. This means that you can include\n", "code blocks and their outputs in your book.\n", "\n", "## Markdown + notebooks\n", "\n", "As it is markdown, you can embed images, HTML, etc into your posts!\n", "\n", "\n", "\n", "You can also $add_{math}$ and\n", "\n", "$$\n", "math^{blocks}\n", "$$\n", "\n", "or\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mbox{mean} la_{tex} \\\\ \\\\\n", "math blocks\n", "\\end{aligned}\n", "$$\n", "\n", "But make sure you \\$Escape \\$your \\$dollar signs \\$you want to keep!\n", "\n", "## MyST markdown\n", "\n", "MyST markdown works in Jupyter Notebooks as well. For more information about MyST markdown, check\n", "out [the MyST guide in Jupyter Book](https://jupyterbook.org/content/myst.html),\n", "or see [the MyST markdown documentation](https://myst-parser.readthedocs.io/en/latest/).\n", "\n", "## Code blocks and outputs\n", "\n", "Jupyter Book will also embed your code blocks and output in your book.\n", "For example, here's some sample Matplotlib code:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-02-04T15:38:27.180646Z", "start_time": "2022-02-04T15:38:27.171343Z" } }, "outputs": [], "source": [ "from matplotlib import rcParams, cycler\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "plt.ion()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-02-04T15:38:28.408830Z", "start_time": "2022-02-04T15:38:28.118635Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Fixing random state for reproducibility\n", "np.random.seed(19680801)\n", "\n", "N = 10\n", "data = [np.logspace(0, 1, 100) + np.random.randn(100) + ii for ii in range(N)]\n", "data = np.array(data).T\n", "cmap = plt.cm.coolwarm\n", "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n", "\n", "\n", "from matplotlib.lines import Line2D\n", "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n", " Line2D([0], [0], color=cmap(.5), lw=4),\n", " Line2D([0], [0], color=cmap(1.), lw=4)]\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "lines = ax.plot(data)\n", "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a lot more that you can do with outputs (such as including interactive outputs)\n", "with your book. For more information about this, see [the Jupyter Book documentation](https://jupyterbook.org)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }