Bird
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Find the mistake in this code:

medium📝 Debug Q7 of 15
SciPy - Sparse Matrices (scipy.sparse)
Find the mistake in this code:
from scipy.sparse import csr_matrix
from scipy.sparse.linalg import spsolve

A = csr_matrix([[1, 0], [0, 0]])
b = [1, 2]
x = spsolve(A, b)
print(x)
Acsr_matrix cannot have zeros
Bb should be a dense matrix
CMatrix A is singular (not invertible)
Dspsolve requires dense matrix A
Step-by-Step Solution
Solution:
  1. Step 1: Analyze matrix A

    Matrix A has a zero row, making it singular (no inverse exists).
  2. Step 2: Understand spsolve requirements

    spsolve cannot solve systems with singular matrices because the solution is not unique or does not exist.
  3. Final Answer:

    Matrix A is singular (not invertible) -> Option C
  4. Quick Check:

    Singular matrix causes spsolve failure [OK]
Quick Trick: Check matrix invertibility before using spsolve [OK]
Common Mistakes:
MISTAKES
  • Assuming csr_matrix cannot have zeros
  • Thinking b must be dense matrix
  • Believing spsolve works with singular matrices

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