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HomeBackend DevelopmentPython TutorialHow to Extract Every Nth Element from Lists Using Python Slicing

How to Extract Every Nth Element from Lists Using Python Slicing

Nth Element Extraction from Lists Using Python

The task is to extract every subsequent Nth item from a given list. For instance, given a list of integers [0, 1, 2, 3, ..., 997, 998, 999], the goal is to obtain a new list containing the first and every subsequent 10th item, resulting in [0, 10, 20, 30, ..., 990].

While a for loop with modulus checking is a straightforward approach, a more concise and efficient solution exists using Python's slicing operator.

<code class="python">xs = list(range(1000))
new_list = xs[0::10]</code>

This line accomplishes the task in a single line of code. The syntax xs[0::10] is a slice expression where:

  • 0 specifies the starting index (inclusive).
  • ::10 is a step, which indicates to take every 10th element.

The resulting new_list contains the desired elements, [0, 10, 20, 30, ..., 990].

Performance Comparison

Benchmarking reveals that this slicing approach is significantly faster than the for loop solution:

$ python -m timeit -s "xs = list(range(1000))" "[x for i, x in enumerate(xs) if i % 10 == 0]"
517 loops, best of 5: 471.776 usec per loop

$ python -m timeit -s "xs = list(range(1000))" "xs[0::10]"
100000 loops, best of 5: 4.03 usec per loop

This demonstrates the efficiency and simplicity of the slicing approach for extracting every Nth item from a list in Python.

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