10.5 Reducing sets of data with the reduce() function
The sum()
, len()
, max()
, and min()
functions are, in a way, all specializations of a more general algorithm expressed by the reduce()
function. See Chapter 5, Higher-Order Functions for more on these functions. The reduce()
function is a higher-order function that folds a binary operation into each pair of items in an iterable.
A sequence object is given as follows:
>>> d = [2, 4, 4, 4, 5, 5, 7, 9]
The expression reduce(lambda
x,
y:
x+y,
d)
will fold in +
operators to the list as if we were evaluating the following:
>>> from functools import reduce
>>> reduce(lambda x, y: x+y, d)
40
>>> 2+4+4+4+5+5+7+9
40
It can help to include ()
to show the effective left-to-right grouping as follows:
>>> ((((((2+4)+4)+4)+5)+5)+7)+9
40
Python’s standard interpretation of expressions involves a left-to-right evaluation...