Wednesday, 15 October 2025

Python Coding Challange - Question with Answer (01151025)

 


๐Ÿ” Step-by-step explanation

  1. a = np.array([1, 2, 3, 4])
    Creates a NumPy array:

    a = [1, 2, 3, 4]
  2. [True, False, True, False]
    → This is a boolean mask.
    Each boolean value corresponds to whether to select (True) or ignore (False) the element at that index.

  3. Boolean indexing:
    NumPy uses the boolean mask to filter elements:

    • Index 0 → True → select 1

    • Index 1 → False → skip 2

    • Index 2 → True → select 3

    • Index 3 → False → skip 4

  4. Result:

    [1, 3]

Output:

[1 3]

๐Ÿง  Concept:

This is called Boolean Indexing in NumPy — a powerful feature that lets you filter arrays based on conditions.

For example:

a = np.array([10, 20, 30, 40])
print(a[a > 20])

Output:

[30 40]

๐Ÿ‘‰ NumPy automatically creates a boolean mask [False, False, True, True] and returns elements where the condition is True.

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