Refer to Exercise 4. Find the Euclidean distance between each pair of points. Using these points, verify that Euclidean distance is a true distance metric.

Data From Exercise 4

Make up a set of three records, each with two numeric predictor variables and one categorical target variable, so that the classification would not change regardless of the value of k.