How do I use map, filter, and reduce in Python?
You can use map
, filter
, and reduce
to process collections in Python. Would you like examples for each?
Yes, please provide examples for all three.
Sure! For map
, you can use it to apply a function to all items in a list. For example: list(map(lambda x: x*2, [1, 2, 3]))
returns [2, 4, 6]
.
For filter
, it filters items based on a condition: list(filter(lambda x: x > 1, [1, 2, 3]))
returns [2, 3]
.
And for reduce
, you need to import it from functools
: from functools import reduce
. An example is reduce(lambda x, y: x + y, [1, 2, 3])
which returns 6
.
Can you explain how each of these functions works internally?
Absolutely! map
applies the function to each item and returns a map object, which can be converted to a list. filter
checks each item against the condition and returns only those that match. reduce
takes two items at a time, applies the function, and continues until one value remains.
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