Plot The Scatterplot Matrix

Lesson 7 of 17

In data science, there is a visualisation type called the scatterplot matrix which shows a the relationship of every dataset column to every other column. The visualisation can be used to quickly determine if there is a linear or semi-linear relationship between a feature and the label.

In the previous lesson, we discovered that FareAmount is the best candidate for the label and that TripDuration, TripDistance and RateCodeID are strongly correlated with the label.

In this lesson, we’re going to generate a scatterplot matrix that shows the relationhip between each of these four dataset columns.

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