Before you build a machine learning model, it’s important to understand your data visually. Just looking at the numbers, like you did in the previous lesson, may not be enough. A good chart can clearly reveal patterns in the dataset.
In this section, you’ll going to generate code to plot a histogram for every (interesting) feature in the dataset.
Let’s get started.
...
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