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Which of the following is the correct way to create a CSC matrix from a dense NumPy array arr in Python using SciPy?

easy📝 Syntax Q12 of 15
SciPy - Sparse Matrices (scipy.sparse)
Which of the following is the correct way to create a CSC matrix from a dense NumPy array arr in Python using SciPy?
A<code>scipy.sparse.csc_matrix(arr)</code>
B<code>scipy.sparse.csr_matrix(arr)</code>
C<code>scipy.sparse.dense_matrix(arr)</code>
D<code>scipy.sparse.csc(arr)</code>
Step-by-Step Solution
Solution:
  1. Step 1: Identify correct SciPy function for CSC

    The function to create a CSC matrix is scipy.sparse.csc_matrix().
  2. Step 2: Check options for syntax correctness

    scipy.sparse.csc_matrix(arr) uses the correct function and syntax. scipy.sparse.csr_matrix(arr) creates CSR, not CSC. Options C and D are invalid functions.
  3. Final Answer:

    scipy.sparse.csc_matrix(arr) -> Option A
  4. Quick Check:

    Use csc_matrix() to create CSC format [OK]
Quick Trick: Use csc_matrix() to create CSC sparse matrix [OK]
Common Mistakes:
MISTAKES
  • Using csr_matrix instead of csc_matrix
  • Trying non-existent functions like dense_matrix
  • Missing _matrix suffix in function name

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