[Solved] Identify the error in the following code snippet that attempts to create a CSR matrix: from scipy.sparse import csr_matrix arr = [[0, 1], [2, 0]] csr = csr_matrix(arr, shape=(2, 1)) print(csr.shape) | SciPy

SciPy - Sparse Matrices (scipy.sparse)

Identify the error in the following code snippet that attempts to create a CSR matrix:

from scipy.sparse import csr_matrix

arr = [[0, 1], [2, 0]]
csr = csr_matrix(arr, shape=(2, 1))
print(csr.shape)

AThe shape parameter is incompatible with the input array size.

BThe input array must be a NumPy array, not a list.

Ccsr_matrix does not accept the shape parameter.

DThe print statement syntax is incorrect.

Step-by-Step Solution

Solution:

Step 1: Check input array and shape parameter
The input array has shape (2, 2), but the shape parameter is set to (2, 1), which conflicts.
Step 2: Understand csr_matrix shape rules
The shape parameter must match or be compatible with the input data shape. Here, (2, 1) is incompatible with (2, 2) input.
Final Answer:
The shape parameter is incompatible with the input array size. -> Option A
Quick Check:
Shape must match input array size [OK]

Quick Trick: Ensure shape matches input array dimensions [OK]

Common Mistakes:

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