The Manhatten block distance simply adds the x and y distance like walking the streets in a city. In higher dimensions it is simply the sum of the absolute distance along every dimension, or in data terms the sum of the difference of every feature. Alternative distance measures include the Euclidean distance, which is the 'as the crows flies' distance between two point
Used on Chap. 4: page 71