Bokeh 2.3.3 !!better!! -

: It works seamlessly with the broader PyData stack, including Pandas dataframes and NumPy arrays. The Role of Version 2.3.3

: Resolved an issue where Column layouts ignored the scrollable CSS class and fixed a layout regression specifically affecting Panel dashboards. bokeh 2.3.3

: Stick with Bokeh 2.3.3 if you have a working production system that you don't want to risk breaking. Choose Bokeh 3.x for greenfield projects where you can adopt the latest patterns. : It works seamlessly with the broader PyData