create a distance matrix from a coordinate matrix in python

import pandas as pd
from scipy.spatial import distance_matrix

data = [[5, 7], [7, 3], [8, 1]]
ctys = ['Boston', 'Phoenix', 'New York']
df = pd.DataFrame(data, columns=['xcord', 'ycord'], index=ctys)