Data Science me!

To demonstrate the functioning of the models an extremely simple data set was created, which appears below. The data set includes two values the models will seek to predict, whether a customer made a purchase or not and the amount of the purchase if they do make a purchase. These variables may be referred to by a number of different terms, depending on the presenter including dependent, target, response variables or other names. I'll refer to them as target variables.

The data set includes demographic information about the customers including Age, Income, Gender and Education. These variables will be called as predictor variables by me, but may also be referred to as independent or explanatory variables or features, or other names depending on the presenter.   

The data

The data set is included below in a .csv file in case you would like to download it.

The file