On the other hand, there is often conditions the place some data is likely to be missing. In Pandas missing data is represented by two benefit: None: None is a Python singleton object that is usually used for missing data in Pyt Python - Data visualization tutorial Data visualization is https://x.com/kidtsang/status/1889006721156436360