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How do I use map, filter, and reduce in Python?

An example of an AI chatbot conversation about using map, filter, and reduce functions in Python.

😀
You

How do I use map, filter, and reduce in Python?

MagicBuddy
MagicBuddy

You can use map, filter, and reduce to process collections in Python. Would you like examples for each?

😀
You

Yes, please provide examples for all three.

MagicBuddy
MagicBuddy

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.

😀
You

Can you explain how each of these functions works internally?

MagicBuddy
MagicBuddy

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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