


Why Does List Multiplication Create Shared Sublists in Python?
Unexpected Changes in Lists of Lists
When creating a list of lists using list multiplication, be cautious of unexpected changes.
Problem Description
Creating a list of lists with a simple list multiplication, like:
xs = [[1] * 4] * 3
may lead to inesperado consequences. Changing a value within one sublist affects all sublists:
xs[0][0] = 5 print(xs) # [[5, 1, 1, 1], [5, 1, 1, 1], [5, 1, 1, 1]]
Explanation
The multiplication operator operates on objects, not expressions. Thus, [[1] * 4] * 3 only sees the evaluated sublist [1, 1, 1, 1] three times. Instead of creating new sublists, creates references to the existing one.
Solution
To avoid this behavior and ensure independent sublists, use a list comprehension:
xs = [[1] * 4 for _ in range(3)]
This expression reevaluates [1] * 4 for each iteration, resulting in distinct sublists.
Deeper Understanding: Immutable Integers
It's important to note that integers in Python are immutable. This means operations like:
1.value = 2
are invalid, as integers have no modifiable value attribute. Therefore, despite [1] * 4 not copying the integers themselves, it doesn't matter because integers cannot be modified.
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