{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Hiding cell contents\n", "====================\n", "\n", "You can use Jupyter Notebook **cell tags** to control some of the behavior of\n", "the rendered notebook. This uses the [**`sphinx-togglebutton`**](https://sphinx-togglebutton.readthedocs.io/en/latest/)\n", "package to add a little button that toggles the visibility of content.\n", "\n", "# Hiding code cells\n", "\n", "You can **cell tags** to control the content hidden with code cells.\n", "Add the following tags to a cell's metadata to control\n", "what to hide in code cells:\n", "\n", "* **`hide_input`** tag to hide the cell inputs\n", "* **`hide_output`** to hide the cell outputs\n", "* **`hide_cell`** to hide the entire cell\n", "\n", "For example, we'll show cells with each below." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "data = np.random.rand(2, 100) * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a cell with a `hide_input` tag. Click the \"toggle\" button to the\n", "right to show it." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide_input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a hide_input tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a cell with a `hide_output` tag:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide_output" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a hide_output tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the following cell has a `hide_cell` tag:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide_cell" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a hide_cell tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hiding markdown cells\n", "\n", "There are two ways to hide markdown cells. First, **you can add the `hide_input`**\n", "cell metadata. This triggers the same hiding behavior described above for\n", "code cells." ] }, { "cell_type": "markdown", "metadata": { "tags": [ "hide_input" ] }, "source": [ "```{note}\n", "This cell was hidden by adding a `hide_input` tag to it!\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may also **use a Sphinx directive** to hide specific markdown content. This\n", "is possible by adding the **`.toggle`** class to any block-level directive\n", "that will allow for classes. For example, to the `container`, `note`, or `admonition`\n", "directives.\n", "\n", "For example, the hidden block below\n", "\n", "```{admonition} This cell was hidden with the toggle class\n", ":class: toggle\n", "Wow, a hidden block! ✨✨\n", "```\n", "\n", "Is generated with the following code:\n", "\n", "````\n", "```{admonition} This cell was hidden with the toggle class\n", ":class: toggle\n", "Wow, a hidden block! ✨✨\n", "```\n", "````\n", "\n", "\n", "`````{admonition} Don't add headings to toggle-able sections\n", "\n", "Note that containers for markdown (like notes, or this `container`\n", "directive) cannot have their own headings (ie, lines that start\n", "with `#`. If you'd like to use headings, do one of the following:\n", "\n", "* Use **bolded text** if you want to highlight sections of a\n", " toggle-able section.\n", "* Use an **admonition** directive to control the title of the\n", " message box (that's what this message box uses). Like so:\n", " ````\n", " ```{admonition} my admonition title\n", " My admonition content\n", " ```\n", " ````\n", "`````" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Removing parts of cells\n", "\n", "Sometimes, you want to entirely remove parts of a cell so that it doesn't make it\n", "into the output at all. To do this, you can use the same tag pattern described above,\n", "but with the word `remove_` instead of `hide_`. Use the following tags:\n", "\n", "* **`remove_input`** tag to remove the cell inputs\n", "* **`remove_output`** to remove the cell outputs\n", "* **`remove_cell`** to remove the entire cell" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is a cell with a `remove_input` tag. The inputs will not make it into\n", "the page at all." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a remove_input tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a cell with a `remove_output` tag:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "remove_output" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a remove_output tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the following cell has a `remove_cell` tag (there should be nothing\n", "below, since the cell will be gone)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [ "remove_cell" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This cell has a remove_cell tag\n", "fig, ax = plt.subplots()\n", "ax.scatter(*data, c=data[0], s=data[0])" ] } ], "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": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 4 }