Multi-Dimensional-Visualization-With-Python

As you see in the bottom image, it isn't make more sense.

And there isn't any clearly separate pattern.

So, "We need to go Higher" 😅

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Yeeh 😲 The Pic Represent Eight Attributes (8-D) 🤓 📢

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In the high plot, I use Facets in ggplot from Plotnine to make each layer as one piece. And each Facet has a part of 3 columns to extract a better sperate view. If each plot in Facets has depth (be 1-D). Then, it will be 9-D plot.

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Resources :

Plotnine --> https://plotnine.readthedocs.io/en/stable/api.html

Tutorial --> https://realpython.com/ggplot-python/

Useful Article --> https://towardsdatascience.com/a-comprehensive-guide-to-the-grammar-of-graphics-for-effective-visualization-of-multi-dimensional-1f92b4ed4149

Another Article --> https://towardsdatascience.com/the-art-of-effective-visualization-of-multi-dimensional-data-6c7202990c57

Dataset -- > https://www.kaggle.com/datasets/utkarshx27/heart-disease-diagnosis-dataset