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Python provides convenient mechanisms to check whether all elements in a list satisfy a specific condition. Existing approaches utilize the built-in function all() to perform this task efficiently. Additionally, for conditions involving membership in another container, optimized solutions are available.
The simplest and fastest method to check if all elements of a list match a condition is to employ the all() function. This function evaluates if the condition holds true for every element in the sequence. For example, to ascertain whether each last element in a sublist is 0:
import all my_list = [[1, 2, 3], [4, 5, 0], [7, 8, 0]] result = all(item[2] == 0 for item in my_list) print(result) # True
To further enhance efficiency, generator expressions can be combined with all(). This combination generates the elements in the list lazily, providing a streamlined evaluation process.
result = all(flag == 0 for (_, _, flag) in my_list)
Conversely, to check if at least one element of a list matches a condition, any() can be employed. This function determines whether any element in the sequence satisfies the condition.
result = any(flag == 0 for (_, _, flag) in my_list)
In scenarios where an element needs to be filtered based on a condition, list comprehensions offer an effective solution:
filtered_list = [x for x in my_list if x[2] == 0]
This comprehension extracts all sublists where the last element is 0. Similarly, one can use filter():
filtered_list = filter(lambda x: x[2] == 0, my_list)
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