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I have a piece of code here that is supposed to return the least common element in a list of elements, ordered by commonality A list of lists would essentially represent a tree structure, where each branch would constitute the same type as its parent, and its leaf nodes would represent values. From collections import counter c = counte.

The first way works for a list or a string The second action taken was to revert the accepted answer to its state before it was partway modified to address determine if all elements in one list are in a second list. The second way only works for a list, because slice assignment isn't allowed for strings

Other than that i think the only difference is speed

It looks like it's a little faster the first way Try it yourself with timeit.timeit () or preferably timeit.repeat (). Note that the question was about pandas tolist vs to_list Pandas.dataframe.values returns a numpy array and numpy indeed has only tolist

Indeed, if you read the discussion about the issue linked in the accepted answer, numpy's tolink is the reason why pandas used tolink and why they did not deprecate it after introducing to_list. If it was public and someone cast it to list again, where was the difference If your list of lists comes from a nested list comprehension, the problem can be solved more simply/directly by fixing the comprehension Please see how can i get a flat result from a list comprehension instead of a nested list?

The most popular solutions here generally only flatten one level of the nested list

See flatten an irregular (arbitrarily nested) list of lists for solutions that. Since a list comprehension creates a list, it shouldn't be used if creating a list is not the goal So refrain from writing [print(x) for x in range(5)] for example. A list uses an internal array to handle its data, and automatically resizes the array when adding more elements to the list than its current capacity, which makes it more easy to use than an array, where you need to know the capacity beforehand.

The implementation uses a contiguous array of references to other objects, and keeps a pointer to this array This makes indexing a list a [i] an operation whose cost is independent of the size of the list or the value of the index When items are appended or inserted, the array of references is resized.

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