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Pythonic way to sum n-th list element?

Examples inspired by Guy Middleton's question on Python-list, Fri Apr 18 22:21:08 CEST 2003. Message: https://mail.python.org/pipermail/python-list/2003-April/218568.html

Guy Middleton:

>>> my_list = [[1, 2, 3], [40, 50, 60], [9, 8, 7]]
>>> import functools as ft
>>> ft.reduce(lambda a, b: a+b, [sub[1] for sub in my_list])
60

LR:

>>> ft.reduce(lambda a, b: a + b[1], my_list, 0)
60

Fernando Perez:

>>> import numpy as np
>>> my_array = np.array(my_list)
>>> np.sum(my_array[:, 1])
60

Skip Montanaro:

>>> import operator
>>> ft.reduce(operator.add, [sub[1] for sub in my_list], 0)
60
>>> ft.reduce(operator.add, [sub[1] for sub in []])
Traceback (most recent call last):
  ...
TypeError: reduce() of empty sequence with no initial value
>>> ft.reduce(operator.add, [sub[1] for sub in []], 0)
0

Evan Simpson:

>>> total = 0
>>> for sub in my_list:
...     total += sub[1]
>>> total
60

Alex Martelli (sum was added in Python 2.3, released July 9, 2003):

>>> sum([sub[1] for sub in my_list])
60

After generator expressions (added in Python 2.4, November 30, 2004):

>>> sum(sub[1] for sub in my_list)
60

If you want the sum of a list of items, you should write it in a way that looks like "the sum of a list of items", not in a way that looks like "loop over these items, maintain another variable t, perform a sequence of additions". Why do we have high level languages if not to express our intentions at a higher level and let the language worry about what low-level operations are needed to implement it?

David Eppstein

Alex Martelli

https://mail.python.org/pipermail/python-list/2003-April/186311.html

"The sum" is so frequently needed that I wouldn't mind at all if Python singled it out as a built-in. But "reduce(operator.add, ..." just isn't a great way to express it, in my opinion (and yet as an old APL'er, and FP-liker, I _should_ like it -- but I don't).

https://mail.python.org/pipermail/python-list/2003-April/225323.html

Four years later, having coded a lot of Python, taught it widely, written a lot about it, and so on, I've changed my mind: I now think that reduce is more trouble than it's worth and Python would be better off without it, if it was being designed from scratch today -- it would not substantially reduce (:-) Python's power and WOULD substantially ease the teaching/&c task. That's not a strong-enough argument to REMOVE a builtin, of course, and thus that's definitely NOT what I'm arguing for. But I do suggest avoiding reduce in most cases -- that's all.