Calculate City Block Distance

import numpy as np

def cityblock_distance(A, B):

result = np.sum([abs(a - b) for (a, b) in zip(A, B)])

return result

if __name__== "__main__":

arr1 = [5,2]

arr2 = [1,5]

result = cityblock_distance(arr1, arr2)

print(result)

Calculate the Euclidean distance using NumPy

 Using square() and sum() 

import numpy as np

point1 = np.array((5,2))

point2 = np.array((1,5))

sum_sq = np.sum(np.square(point1 - point2))

print(np.sqrt(sum_sq))