{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true,
"hideCode": false
},
"source": [
"# Using Jupyter Books\n",
"\n",
"The documentation uses [jupyterbook.org](https://jupyterbook.org/en/stable/start/overview.html) to convert Jupyter notebooks into html files.\n",
"\n",
"This page details some basics of it's use."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"hideCode": false,
"hidePrompt": false,
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"hideCode": false,
"hide_input": true,
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Installation\n",
"\n",
"In a terminal:\n",
"\n",
"``pip3 install -U jupyter-book``\n",
"\n",
"I had an issue with traitlets on installation so I upgraded by:\n",
"\n",
"``pip install --upgrade traitlets``\n",
"\n",
"But it may make more sense to make a new virtual environment (see below).\n",
"\n",
"You can then create a new notebook folder (in the destination you are in) with:\n",
"\n",
"``jupyter-book create mynewbook/``\n",
"\n",
"And build it with:\n",
"\n",
"``jupyter-book build mynewbook/``\n",
"\n",
"Create produces a standard set-up and build is used to create the html pages within the ``_build/html`` folder"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modifying cells- Tags\n",
"\n",
"If we want to hide cells, their output or input. The following procedure is used by adding a tag to each cell.\n",
"\n",
"First make the tags visible going to View-> Cell Toolbar-> Tags\n",
"\n",
"
\n",
"\n",
"Then add a tag in the box and press `Add tag`\n",
"\n",
"
\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.ion()\n",
"\n",
"data = np.random.randn(2, 100)\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"hideCode": false,
"hidePrompt": false,
"tags": [
"hide-cell"
]
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#hide-input\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"plt.ion()\n",
"\n",
"data = np.random.randn(2, 100)\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Some tags to use:\n",
"\n",
"- hide, can be reavealed with a box to click\n",
" - `hide-input`\n",
" - `hide-output`\n",
" - `hide-cell`\n",
"- remove, can't be seen\n",
" - `remove-input`\n",
" - `remove-output`\n",
" - `remove-cell`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create a virtual environment\n",
"\n",
"Some references:\n",
"- [Adding custom kernels to a jupyter notebook in visual studio](https://srinivas1996kumar.medium.com/adding-custom-kernels-to-a-jupyter-notebook-in-visual-studio-53e4d595208c)\n",
"- [Installing using pip and virtual environments](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/)\n",
"- [Managing virtual environment with pyenv](https://towardsdatascience.com/managing-virtual-environment-with-pyenv-ae6f3fb835f8)\n",
"- [Jupyter docs](https://docs.jupyter.org/en/latest/running.html)\n",
"- [Bisual studio Jupyter notebooks](https://code.visualstudio.com/docs/datascience/jupyter-notebooks)\n",
"\n",
"In Windows I used Anaconda PowerShell. Go to folder where you want to install the virtual environment. May make sense to put them in the same place as any other ones (should be visible in visual code when a Python file is running or from Path), I use `anaconda3\\envs`.\n",
"\n",
"Create a new env called `new-env`:\n",
"\n",
"`python -m venv new-env`\n",
"\n",
"Activate it:\n",
"\n",
"`.\\new-env\\Scripts\\activate`\n",
"\n",
"Once in the virtual env, can then install the packages needed:\n",
"\n",
"```\n",
"pip install jupyter\n",
"pip install ipykernel\n",
"```\n",
"\n",
"Then activate it:\n",
"\n",
"`python -m ipykernel install --user --name new-env --display-name \"new-env\"`\n",
"\n",
"If you want to run Jupyter notebook run:\n",
"\n",
"`jupyter notebook`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## An interactive plot example"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
""
],
"text/plain": [
"alt.VConcatChart(...)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import altair as alt\n",
"from vega_datasets import data\n",
"\n",
"movies = alt.UrlData(\n",
" data.movies.url,\n",
" format=alt.DataFormat(parse={\"Release_Date\":\"date\"})\n",
")\n",
"ratings = ['G', 'NC-17', 'PG', 'PG-13', 'R']\n",
"genres = ['Action', 'Adventure', 'Black Comedy', 'Comedy',\n",
" 'Concert/Performance', 'Documentary', 'Drama', 'Horror', 'Musical',\n",
" 'Romantic Comedy', 'Thriller/Suspense', 'Western']\n",
"\n",
"base = alt.Chart(movies, width=200, height=200).mark_point(filled=True).transform_calculate(\n",
" Rounded_IMDB_Rating = \"floor(datum.IMDB_Rating)\",\n",
" Hundred_Million_Production = \"datum.Production_Budget > 100000000.0 ? 100 : 10\",\n",
" Release_Year = \"year(datum.Release_Date)\"\n",
").transform_filter(\n",
" alt.datum.IMDB_Rating > 0\n",
").transform_filter(\n",
" alt.FieldOneOfPredicate(field='MPAA_Rating', oneOf=ratings)\n",
").encode(\n",
" x=alt.X('Worldwide_Gross:Q', scale=alt.Scale(domain=(100000,10**9), clamp=True)),\n",
" y='IMDB_Rating:Q',\n",
" tooltip=\"Title:N\"\n",
")\n",
"\n",
"# A slider filter\n",
"year_slider = alt.binding_range(min=1969, max=2018, step=1)\n",
"slider_selection = alt.selection_single(bind=year_slider, fields=['Release_Year'], name=\"Release Year_\")\n",
"\n",
"\n",
"filter_year = base.add_selection(\n",
" slider_selection\n",
").transform_filter(\n",
" slider_selection\n",
").properties(title=\"Slider Filtering\")\n",
"\n",
"# A dropdown filter\n",
"genre_dropdown = alt.binding_select(options=genres)\n",
"genre_select = alt.selection_single(fields=['Major_Genre'], bind=genre_dropdown, name=\"Genre\")\n",
"\n",
"filter_genres = base.add_selection(\n",
" genre_select\n",
").transform_filter(\n",
" genre_select\n",
").properties(title=\"Dropdown Filtering\")\n",
"\n",
"#color changing marks\n",
"rating_radio = alt.binding_radio(options=ratings)\n",
"\n",
"rating_select = alt.selection_single(fields=['MPAA_Rating'], bind=rating_radio, name=\"Rating\")\n",
"rating_color_condition = alt.condition(rating_select,\n",
" alt.Color('MPAA_Rating:N', legend=None),\n",
" alt.value('lightgray'))\n",
"\n",
"highlight_ratings = base.add_selection(\n",
" rating_select\n",
").encode(\n",
" color=rating_color_condition\n",
").properties(title=\"Radio Button Highlighting\")\n",
"\n",
"# Boolean selection for format changes\n",
"input_checkbox = alt.binding_checkbox()\n",
"checkbox_selection = alt.selection_single(bind=input_checkbox, name=\"Big Budget Films\")\n",
"\n",
"size_checkbox_condition = alt.condition(checkbox_selection,\n",
" alt.SizeValue(25),\n",
" alt.Size('Hundred_Million_Production:Q')\n",
" )\n",
"\n",
"budget_sizing = base.add_selection(\n",
" checkbox_selection\n",
").encode(\n",
" size=size_checkbox_condition\n",
").properties(title=\"Checkbox Formatting\")\n",
"\n",
"( filter_year | filter_genres) & (highlight_ratings | budget_sizing )"
]
}
],
"metadata": {
"celltoolbar": "Tags",
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}