Plot A Histogram Of Total Rooms

Lesson 4 of 10

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 build a visualization to detect any outliers in the total_rooms feature.

Let’s get started.

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