rico: rich content to HTML as easy as Doc(df, plot)

rico is a Python package for creating HTML documents from rich content: dataframes, plots, images, markdown etc. It provides a high-level, easy-to-use API with reasonable defaults, as well as low-level access for better control.

Use rico if you want to create an HTML document from objects created in a Python script.

With rico you can avoid:

• Writing data to intermediate files or a database from a script.
• Loading data into a Jupyter notebook from intermediate files or a database.
• Using nbconvert or similar tools for creating HTML files.

More on the topic:

• Pass pandas dataframe to notebook via nbconvert.
• Could Papermill pass an in-memory dataframe to a notebook?

Installation

pip install rico

rico has no dependencies other than the standard Python packages.

For Markdown support:

• install markdown-it-py,
• or install Python Markdown,
• or set your own Markdown renderer using rico.set_config.

Deprecated

Optional additional dependencies were required to support the following content types:

• Plots (rico[altair], rico[pyplot], rico[seaborn]).
• Markdown (rico[markdown]).

The rico[complete] extra incudes all the dependencies above.

They are no longer needed and will be removed in version 0.4.0.

User guide

To get started with rico, take a look at the self-explanatory examples with resulting HTML documents. The user guide contains a slightly more detailed explanation.

Basic usage

rico provides both declarative and imperative style interfaces.

Declarative style:

import pandas as pd
import rico

df = pd.DataFrame(
    {
        "x": [2, 7, 4, 1, 2, 6, 8, 4, 7],
        "y": [1, 9, 2, 8, 3, 7, 4, 6, 5],
    },
    index=pd.Index(list("AAABBBCCC")),
)
plot = df.plot.scatter(x="x", y="y")

doc = rico.Doc("Hello, World!", df, plot, title="My doc")

Imperative style:

doc = rico.Doc(title="My doc")
doc.append("Hello, World!", df, plot)

Also imperative style:

doc = rico.Doc(title="My doc")
doc.append("Hello, World!")
doc.append(df)
doc.append(plot)

Mix-and-match:

doc = rico.Doc("Hello, World!", df, title="My doc")
doc.append(plot)

Serialization

Serialize the document to HTML using str(doc):

with open("doc.html", "w") as f:
    f.write(str(doc))

Implicit serialization:

with open("doc.html", "w") as f:
    print(doc, file=f)

Internally, str(doc) calls doc.serialize() with default parameter values. Call doc.serialize(indent=True) to indent the HTML element tree visually:

with open("doc.html", "w") as f:
    f.write(doc.serialize(indent=True))

Set custom whitespace for indentation using the space parameter:

with open("doc.html", "w") as f:
    f.write(doc.serialize(indent=True, space="    "))

Remove unnecessary whitespace by setting strip to True:

with open("doc.html", "w") as f:
    f.write(doc.serialize(strip=True))

Control the default behavior of str(doc) and doc.serialize() using the global options indent_html, indent_space, and strip_html:

with open("doc.html", "w") as f, rico.config_context(indent_html=True):
    f.write(str(doc))

The default option values are:

• indent_html = False,
• indent_space = " ",
• strip_html = False.

Rich content types

rico automatically recognizes the following content types:

• rico content classes (subclasses of rico.ContentBase).
• Matplotlib Pyplot Plots.
• Dataframes and other types with IPython rich representation methods.
• Text.

Use specific classes for plots and texts to change the default behavior:

doc = rico.Doc(
    rico.Text("Hello, World!", mono=True),  # The default value is False.
    df,
    rico.Plot(plot, format="png", bbox_inches="tight"),  # The default value is "svg".
    title="My doc",
)

The following code gives the same result as the code above:

doc = rico.Doc(title="My doc")
doc.append_text("Hello, World!", mono=True)
doc.append(df)
doc.append_plot(plot, format="png", bbox_inches="tight")

Some options can be set in the global configuration:

with rico.config_context(text_mono=True, image_format="png"):
    doc = rico.Doc("Hello, World!", df, plot, title="My doc")

Use specific classes and methods for other content types:

• Images: Image or Doc.append_image.
• Code: Code or Doc.append_code.
• Markdown*: Markdown or Doc.append_markdown.
• HTML tag: Tag or Doc.append_tag.
• Raw HTML: HTML or Doc.append_html.

*Install markdown-it-py or markdown, or define a custom Markdown renderer with the markdown_renderer global option to use Markdown or Doc.append_markdown.

For example:

doc = rico.Doc(
    rico.Markdown("## Dataframe"),
    df,
    rico.Tag("h2", "Plot"),  # An alternative way to add a header.
    plot,
    rico.HTML("<h2>Code</h2>"),  # Another way to add a header.
    rico.Code("print('Hello, World!')"),
    title="My doc",
)

The following code gives the same result as the code above:

doc = rico.Doc(title="My doc")
doc.append_markdown("## Dataframe")
doc.append(df)
doc.append_tag("h2", "Plot")
doc.append(plot)
doc.append_html("<h2>Code</h2>")
doc.append_code("print('Hello, World!')")

Check the docstrings for details.

Serialize content to HTML using str(object) or object.serialize():

obj = rico.Tag("p", "Hello, World!")

print(obj)
# <div><p>Hello, World!</p></div>

print(obj.serialize(indent=True, space="    "))
# <div>
#     <p>Hello, World!</p>
# </div>

Bootstrap, HTML classes and document layout

By default, Bootstrap styles are included in the document. Change the default behavior using the bootstrap parameter:

doc = rico.Doc("Hello, World!", bootstrap="full")

• Set bootstrap to "css" (default) to include only CSS.
• Set bootstrap to "full" to include both the CSS and JS.
• Set bootstrap to "none" to not include Bootstrap*.

*Keep in mind that rico relies on Bootstrap classes and styles. For example:

• The mono and wrap parameters of the Text class use Bootstrap's font-monospace and font-monospace classes.
• rico's dataframe style definition uses Bootstrap variables.

Each content element is wrapped in a <div> container. Specify the element's container class using the class_ parameter:

print(rico.Tag("p", "Hello, World!", class_="col"))
# <div class="col"><p>Hello, World!</p></div>

All elements' containers in the document are also wrapped in a <div> container. Specify the document's container class using the class_ parameter:

doc = rico.Doc("Hello, World!", class_="container-fluid")

Define the document layout using Bootstrap and Div class:

doc = rico.Doc(rico.Div(
    rico.Obj(df, class_="col"),
    rico.Obj(plot, class_="col"),
    class_="row row-cols-auto",
))

The code above creates a document with two columns, one with a dataframe and another with a plot. The Obj is a magic class which automatically determines the content type in the same way that Doc and Doc.append do.

Another example:

import altair as alt

doc = rico.Doc(
    rico.Tag("h2", "Dataframes"),
    rico.Div(
        rico.Obj(rico.Tag("h3", "A"), df.loc["A", :], class_="col"),
        rico.Obj(rico.Tag("h3", "B"), df.loc["B", :], class_="col"),
        rico.Obj(rico.Tag("h3", "C"), df.loc["C", :], class_="col"),
        class_="row row-cols-auto",
    ),
    rico.Tag("h2", "Plots"),
    rico.Div(
        rico.Obj(
            rico.Tag("h3", "A"),
            alt.Chart(df.loc["A", :]).mark_point().encode(x="x", y="y"),
            class_="col",
        ),
        rico.Obj(
            rico.Tag("h3", "B"),
            alt.Chart(df.loc["B", :]).mark_point().encode(x="x", y="y"),
            class_="col",
        ),
        rico.Obj(
            rico.Tag("h3", "C"),
            alt.Chart(df.loc["C", :]).mark_point().encode(x="x", y="y"),
            class_="col",
        ),
        class_="row row-cols-auto",
    ),
    title="Grid system",
)

The following code gives the same result as the code above:

doc = rico.Doc(title="Grid system")

doc.append_tag("h2", "Dataframes")
div1 = rico.Div(class_="row row-cols-auto")
doc.append(div1)
for name, data in df.groupby(df.index):
    div1.append(rico.Tag("h3", name), data, class_="col")

doc.append_tag("h2", "Plots")
div2 = rico.Div(class_="row row-cols-auto")
doc.append(div2)
for name, data in df.groupby(df.index):
    div2.append(
        rico.Tag("h3", name),
        alt.Chart(data).mark_point().encode(x="x", y="y"),
        class_="col",
    )

More on Bootstrap layout and grid system:

• Breakpoints
• Containers
• Grid system
• Columns

Styles and scripts

By default, rico includes the following styles in the document:

• Bootstrap CSS. Change the default behavior using the bootstrap parameter of the Doc class.
• Dataframe style. Change it by setting the dataframe_style global option.

Exclude dataframe style from the document by setting dataframe_style to "":

with rico.config_context(dataframe_style=""):
    doc = rico.Doc(df)

Include custom styles and scripts using the Style and Script classes:

dark_theme = "https://cdn.jsdelivr.net/npm/bootswatch@5/dist/darkly/bootstrap.min.css"
jquery = "https://cdn.jsdelivr.net/npm/jquery@3/dist/jquery.min.js"

doc = rico.Doc(
    rico.Text("Click me", class_="click"),
    extra_styles=(
        rico.Style(src=dark_theme),
        rico.Style(".click {color: yellow;}"),
    ),
    extra_scripts=(
        rico.Script(src=jquery),
        rico.Script(
            "$('p').on('click', function() {alert('Hello, World!');})",
            defer=True,
        ),
    ),
)

The defer parameter adds the defer attribute to the <script> tag if the src parameter is used. Otherwise, if the text parameter is used, the script is placed in the footer of the document.

By default, external styles and scripts are included as file links. This means that these files must be available when someone opens the document. Include the contents of these files in the document using the inline parameter:

doc = rico.Doc(
    rico.Text("Click me", class_="click"),
    extra_styles=(
        rico.Style(src=dark_theme, inline=True),
        rico.Style(".click {color: yellow;}"),
    ),
    extra_scripts=(
        rico.Script(src=jquery, inline=True),
        rico.Script(
            "$('p').on('click', function() {alert('Hello, World!');})",
            defer=True,
        ),
    ),
)

In the example above, the Bootstrap styles are still included as a link. Use the global options inline_styles and inline_scripts to include the contents of the style and script files in the document:

with rico.config_context(inline_styles=True, inline_scripts=True):
    doc = rico.Doc(
        rico.Text("Click me", class_="click"),
        extra_styles=(
            rico.Style(src=dark_theme),
            rico.Style(".click {color: yellow;}"),
        ),
        extra_scripts=(
            rico.Script(src=jquery),
            rico.Script(
                "$('p').on('click', function() {alert('Hello, World!');})",
                defer=True,
            ),
        ),
    )

Keep in mind that style and script files can contain links to other external resources. rico doesn't parse or change them, even if the inline parameter or the inline_styles and inline_scripts global options are set to True. As a result:

• These resurces should be availble when someone opens an HTML document created by rico.
• Links with relative paths to external resources will not work.

For example, Bootstrap Icons CSS contains linkes to fonts with relative paths: url("./fonts/bootstrap-icons.woff2?1fa40e8900654d2863d011707b9fb6f2"). Including this CSS file with the inline parameter set to True will make these links invalid.

Global configuration

Use global configuration to:

• Get or set default parameter values.
• Get or set document properties.
• Get or set a markdown renderer method.

The following global options define the default parameter values:

Global option	Parameter	Classes, methods, functions
indent_html	indent	obj.serialize, serialize_html
indent_space	space	obj.serialize, serialize_html
strip_html	strip	obj.serialize, serialize_html
text_mono	mono	Text, obj.append_text
text_wrap	wrap	Text, obj.append_text
image_format	format	Plot, obj.append_plot
inline_styles	inline	Style
inline_scripts	inline	Script

The following global options define document properties:

• meta_charset defines a document charset metadata. Set it to "" to disable.
• meta_viewport defines a document viewport metadata. Set it to "" to disable.
• bootstrap_css defines a link to the Bootstrap CSS file.
• bootstrap_js defines a link to the Bootstrap JS file.
• dataframe_style defines a dataframe style. Set it to "" to disable.

The markdown_renderer global option defines a callable that converts Markdown to HTML. It should accept a Markdown string as the first argument and return HTML as a string. The default value is defined as follows:

• If the markdown_it module can be imported, then the default value is markdown_it.MarkdownIt().render.
• Otherwise, if the markdown module can be imported, then the default value is markdown.markdown.
• Otherwise, the default value is None. In this case, calling rico.Markdown or obj.append_markdown will throw an error.

Get a dictionary with global options using get_config without parameters:

global_config = rico.get_config()
print(global_config["indent_html"])
# False

Get a global option value using get_config with the option name as a parameter:

print(rico.get_config("indent_html"))
# False

Set a global option value using set_config:

rico.set_config(indent_html=True)
print(rico.get_config("indent_html"))
# True
rico.set_config(indent_html=False)

Set a global option value within a context using config_context:

with rico.config_context(indent_html=True):
    print(rico.get_config("indent_html"))
    # True

print(rico.get_config("indent_html"))
# False

Low-level control

Internally, rico uses the standard xml.etree.ElementTree module:

• Every content object (Tag, Text, Div etc.) has a container attribute of type xml.etree.ElementTree.Element. The value is a <div> container element.
• Doc objects has additional attributes html, head, and body of type xml.etree.ElementTree.Element. They represent the <html>, <head>, and <body> elements, respectively.

Access these attributes and use xml.etree.ElementTree API to gain low-level control over the document and its elements.

Also, rico provides the following functions for working with xml.etree.ElementTree.Element objects:

• parse_html parses HTML from a string.
• indent_html indents an HTML element tree visually.
• strip_html removes unnecessary whitespace.
• serialize_html serializes xml.etree.ElementTree.Element object.

Check the docstrings for details.

Alternatives

• Use Jupyter Notebook for interactive computing.
• Use nbconvert or papermill if you're processing data and creating objects for a document in a Jupyter notebook.
• Use Quarto if you prefer R Markdown style notebooks and a variety of output formats.
• Use xml.etree.ElementTree, lxml, Yattag, or Airium if you need low-level control.

Roadmap

• Support math equations with MathJax and/or KaTeX.
• Support PDF content.
• Create docs with MkDocs and Material for MkDocs.