[Solved] What is the output of this code?import numpy as np arr = np.array([1, 2, 3, 4, 5]) mask = arr > 3 print(mask) | NumPy

NumPy - Array Data Types

What is the output of this code?

import numpy as np
arr = np.array([1, 2, 3, 4, 5])
mask = arr > 3
print(mask)

A[3 4 5]

B[True True True False False]

C[False False False True True]

D[1 1 1 0 0]

Step-by-Step Solution

Solution:

Step 1: Evaluate the condition arr > 3
For each element in arr, check if it is greater than 3: 1>3 False, 2>3 False, 3>3 False, 4>3 True, 5>3 True.
Step 2: Understand the mask output
The mask is a boolean array showing True where condition is met, False otherwise: [False False False True True].
Final Answer:
[False False False True True] -> Option C
Quick Check:
Condition mask = [False False False True True] [OK]

Quick Trick: Compare array with condition to get boolean mask [OK]

Common Mistakes:

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