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Correlation visualization

Which one to choose

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In the topic, we've covered three ways of visualizing correlation. To know how to choose the best for you, it's important to understand pros and cons of each. Match the visualization methods to their core traits.

Match the items from left and right columns

Heatmap

Matrix in pandas

Scatterplot

The most informative out of the three, especially if properly styled

Initially looks like a regular dataframe, can be styled from pandas itself

Hard to see weak correlations, works best for strong correlations

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