I created buckaroo [1] as a better dataframe viewer for jupyter with built in summary stats. It's built to bring a better dataframe experience to people already using pandas/polars. All of it is extensible [2] so that you can customize stats and transformations to your workflow.

[1] https://github.com/paddymul/buckaroo

[2] https://youtu.be/GPl6_9n31NE