Getting ready

Creating binary features and outcomes is a very useful method, but it should be used with caution. Let's use the Boston dataset to learn how to turn values into binary outcomes. First, load the Boston dataset:

import numpy as np
from sklearn.datasets import load_boston
 
boston = load_boston()
X, y = boston.data, boston.target.reshape(-1, 1)