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Rendering A Pandas Dataframe As Html With Same Styling As Jupyter Notebook

I would like to render a pandas dataframe to HTML in the same way as the Jupyter Notebook does it, i.e. with all the bells and wistles like nice looking styling, column highlightin

Solution 1:

This works well for me

defgetTableHTML(df):
    
    """
    From https://stackoverflow.com/a/49687866/2007153
    
    Get a Jupyter like html of pandas dataframe
    
    """

    styles = [
        #table propertiesdict(selector=" ", 
             props=[("margin","0"),
                    ("font-family",'"Helvetica", "Arial", sans-serif'),
                    ("border-collapse", "collapse"),
                    ("border","none"),
    #                 ("border", "2px solid #ccf")
                       ]),

        #header color - optional#     dict(selector="thead", #          props=[("background-color","#cc8484")#                ]),#background shadingdict(selector="tbody tr:nth-child(even)",
             props=[("background-color", "#fff")]),
        dict(selector="tbody tr:nth-child(odd)",
             props=[("background-color", "#eee")]),

        #cell spacingdict(selector="td", 
             props=[("padding", ".5em")]),

        #header cell propertiesdict(selector="th", 
             props=[("font-size", "100%"),
                    ("text-align", "center")]),


    ]
    return (df.style.set_table_styles(styles)).render()
iris = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv')
getTableHTML(iris)

Solution 2:

Some points to clarify first:

  • Pandas doesn't have anything to do with the styling, and the styling happens to all HTML tables, not only dataframes. That is easily checked by displaying an HTML table in Jupyter (example code at the end of the answer).
  • It seems that your Jupyter or one of your installed extensions is doing "extra" styling, the default style doesn't include column sorting or column highlighting. There is only odd/even rows coloring and row highlighting (checked on Jupyter source code and my local Jupyter installation). This means that my answer may not include all the styling you want.

The Answer

Is the dataframe rendering code used by jupyter available as a standalone module that can be used in any web app?

Not exactly a standalone module, but all the tables formatting and styling seem to be attached to the rendered_html class. Double-checked that by inspecting the notebook HTML in Firefox. You can use the .less file linked above directly or copy the required styles to your HTML.

Also, are the assets such as js/css files decoupled from jupyter so that they can be easily reused?

Like any well-designed web project (and actually any software project), the packages and modules are well separated. This means that you can re-use a lot of the code in your project with minimal effort. You can find most of the .less styling files in Jupyter source code here.


An example to check if the styling happens to all HTML tables:

from IPython.display import HTML

HTML('''<table><thead><tr><th></th><th>a</th><th>b</th></tr></thead><tbody><tr><th>0</th><td>1</td><td>3</td></tr><tr><th>1</th><td>2</td><td>4</td></tr></tbody></table>''')

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