[Solved] Given the code below, what will dist_matrix.shape output?import numpy as np from scipy.spatial import distance_matrix X = np.array([[1, 2], [3, 4], [5, 6]]) dist_matrix = distance_matrix(X, X) | SciPy

SciPy - Clustering and Distance

Given the code below, what will dist_matrix.shape output?

import numpy as np
from scipy.spatial import distance_matrix
X = np.array([[1, 2], [3, 4], [5, 6]])
dist_matrix = distance_matrix(X, X)

A(2, 2)

B(3, 3)

C(3, 2)

D(2, 3)

Step-by-Step Solution

Solution:

Step 1: Understand input arrays
Both inputs are the same array with 3 points, each with 2 coordinates.
Step 2: Determine output shape of distance matrix
Distance matrix shape is (number of points in first array, number in second), here (3, 3).
Final Answer:
(3, 3) -> Option B
Quick Check:
Distance matrix shape = (len(X), len(X)) = (3, 3) [OK]

Quick Trick: Distance matrix shape = (len(first array), len(second array)) [OK]

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Given the code below, what will dist_matrix.shape output?