{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "96032193",
   "metadata": {},
   "source": [
    "# Hide cell contents\n",
    "\n",
    "You can use Jupyter Notebook **cell tags** to control some of the behavior of\n",
    "the rendered notebook.[^download]\n",
    "\n",
    "[^download]: This notebook can be downloaded as\n",
    "            **{nb-download}`hiding.ipynb`** and {download}`hiding.md`\n",
    "\n",
    "(use/hiding/code)=\n",
    "\n",
    "## Hide code cells\n",
    "\n",
    "You can use **cell tags** to control the content hidden with code cells at the cell level.\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,
   "id": "00fc9e32",
   "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",
   "id": "8a2e405d",
   "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,
   "id": "f75a29f3",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-input tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe891ea7",
   "metadata": {},
   "source": [
    "Here's a cell with a `hide-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f20c0ecf",
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-output tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb74275a",
   "metadata": {},
   "source": [
    "And the following cell has a `hide-cell` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c584e093",
   "metadata": {
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a hide-cell tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af011679",
   "metadata": {},
   "source": [
    "You can control the hide/show prompts by using the `code_prompt_show` and `code_prompt_hide` configuration options.\n",
    "`{type}` will be replaced with `content`, `source`, or `outputs`, depending on the hide tag.\n",
    "See the {ref}`config/intro` section for more details.\n",
    "\n",
    "````markdown\n",
    "\n",
    "```{code-cell} ipython3\n",
    ":tags: [hide-cell]\n",
    ":mystnb:\n",
    ":  code_prompt_show: \"My show prompt\"\n",
    ":  code_prompt_hide: \"My hide prompt\"\n",
    "\n",
    "print(\"hallo world\")\n",
    "```\n",
    "````"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8d1798db",
   "metadata": {
    "mystnb": {
     "code_prompt_hide": "My hide prompt for {type}",
     "code_prompt_show": "My show prompt for {type}"
    },
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hallo world\n"
     ]
    }
   ],
   "source": [
    "print(\"hallo world\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c01027d0",
   "metadata": {},
   "source": [
    "(use/hiding/markdown)=\n",
    "\n",
    "## Hide markdown cells\n",
    "\n",
    "You cannot hide an entire markdown cell, but you can hide sections of markdown **content** by using roles and directives.\n",
    "\n",
    "For information on how to hide / toggle markdown content in Sphinx, see either [the `sphinx-togglebutton` documentation](https://sphinx-togglebutton.readthedocs.io/en/latest/) or the [`sphinx-design` dropdowns documentation](https://sphinx-design.readthedocs.io/en/latest/dropdowns.html).\n",
    "\n",
    "(use/removing)=\n",
    "\n",
    "## Remove parts of cells\n",
    "\n",
    "Sometimes, you want to entirely remove parts of a cell so that it doesn't make it into the output at all.\n",
    "\n",
    "To do this at the global level, use the `nb_remove_code_source` or `nb_remove_code_outputs` configuration options, or at a per-file level, e.g.\n",
    "\n",
    "```yaml\n",
    "---\n",
    "mystnb:\n",
    "  remove_code_source: true\n",
    "  remove_code_outputs: true\n",
    "---\n",
    "```\n",
    "\n",
    "See the [configuration section](config/intro) for more details.\n",
    "\n",
    "At a per-cell level 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",
   "id": "303b7bc0",
   "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": 6,
   "id": "132f0233",
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-input tag\n",
    "fig, ax = plt.subplots()\n",
    "points =ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "554beb27",
   "metadata": {},
   "source": [
    "Here's a cell with a `remove-output` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ecab87de",
   "metadata": {
    "tags": [
     "remove-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-output tag\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eb95d06",
   "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": 8,
   "id": "74b15b90",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell has a remove-cell tag\n",
    "fig, ax = plt.subplots()\n",
    "points = ax.scatter(*data, c=data[0], s=data[0])"
   ]
  }
 ],
 "metadata": {
  "file_format": "mystnb",
  "kernelspec": {
   "display_name": "python3",
   "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": "3.8.6"
  },
  "source_map": [
   5,
   29,
   35,
   40,
   46,
   50,
   56,
   60,
   66,
   84,
   91,
   126,
   131,
   137,
   141,
   147,
   152
  ]
 },
 "nbformat": 4,
 "nbformat_minor": 5
}