ABSTRACT
Dazzling data designs can be created more easily when we consider the general aim of some of the charts we know and love. To show parts of a whole or talk about proportions, consider using bar charts, stacked bar charts or even pie or donut charts. Remember that areas and angles are more difficult to discern than length, and if you have many parts to show, a pie chart may get too busy. Bear in mind that areas and angles are more difficult to discern than length. Things can get a very complex, very quickly. Michael Waskom introduced seaborn as a way to simplify some of those complexities via a high-level interface to matplotlib, with close integration to pandas data structures. Sometimes it is useful to provide our viewers not only with a chart, but also enable them to interact with it. One tool that lets us do that is Bokeh.
