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The scatterplot gives a quick and easy visual interpretation of what is going on with the data. There is an apparent divide between the upper-right quadrant and the lower-left quadrant of the scatterplot. All of the data points above 140 lbs indicate a Male gender, with all of the data points below that belong to the Female gender, as seen in the following screenshot:

This scatterplot will help confirm what is to be expected when picking a random height and weight to predict the outcome of the gender when the neural network is created later on in this chapter.