7 Visualizations with Python to Handle Multivariate Categorical Data

Ideas for displaying complex categorical data in simple ways.

Boriharn K
Towards Data Science
8 min readSep 20, 2023

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Photo by Kaizen Nguyễn on Unsplash

Common data, such as the well-known iris or penguin dataset, used for analysis are pretty simple since they have only a few categorical variables. By the way, real-world data can be more complex and contain more than two levels of categories.

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a data visualization enthusiast | I also care about environmental issues.