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How Can I Efficiently Flatten Shallow Lists in Python?

Mary-Kate Olsen
Release: 2024-12-20 17:56:10
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How Can I Efficiently Flatten Shallow Lists in Python?

Flattening Shallow Lists with Iterables in Python

In Python, flattening a shallow list, where each element is an iterable itself, can pose challenges. This article explores multiple ways to flatten such lists effectively, prioritizing performance and code clarity.

Approaches:

  1. List Comprehension

    Attempting to use a nested list comprehension may raise NameErrors due to undefined variables within the nested loop:

    [image for image in menuitem for menuitem in list_of_menuitems]
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  2. Reduce with Lambda Function:

    Utilizing reduce with a lambda function offers a straightforward solution:

    reduce(list.__add__, map(lambda x: list(x), list_of_menuitems))
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    However, the readability of this approach may suffer due to the use of list(x).

  3. Itertools.chain()

    Itertools.chain() provides an efficient and elegant method to flatten shallow lists. It seamlessly concatenates iterables into a single iterable:

    from itertools import chain
    list(chain(*list_of_menuitems))
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    This approach avoids redundant copies and offers comparable performance to reduce.

  4. Itertools.chain.from_iterable()

    For enhanced clarity, consider using itertools.chain.from_iterable():

    chain = itertools.chain.from_iterable([[1,2],[3],[5,89],[],[6]])
    print(list(chain))
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    This expresses flattening explicitly without the use of operator magic.

Conclusion:

Itertools.chain() and its variations offer effective and readable methods for flattening shallow lists, prioritizing performance and code clarity. Consider the specific use case and readability preferences when selecting an approach.

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