List Comprehension in Python

I stumbled across this nice tutorial on advanced design patterns in python today, and especially liked the following image that explains graphically what list comprehension is:


List comprehension in python is extremely flexible and powerful. Let us practice some more with further neat examples of it:

Square all non-negative numbers smaller than 10

[x**2 for x in range(10)]

[0, 1, 4, 9, 16, 25, 36, 49, 64, 81]

Non-negative multiples of 5 smaller than 100

[x for x in range(100) if x%5 == 0]

[0, 5, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95]

Non-negative multiples of 3 but not multiples of 6 smaller than 50

[x for x in range(50) if x%3 == 0 and x%6 != 0]

[3, 9, 15, 21, 27, 33, 39, 45]

All consonants in a given sentence (without repetition)

import string
punct = string.punctuation + ' '
vowels = "aeiou"
phrase = "On second thought, let's not go to Camelot. It is a silly place."
set([c for c in phrase.lower() if c not in vowels and c not in punct])

{'c', 'd', 'g', 'h', 'l', 'm', 'n', 'p', 's', 't', 'y'}

First character of every word in a sentence

[w[0] for w in phrase.split()]

['O', 's', 't', 'l', 'n', 'g', 't', 'C', 'I', 'i', 'a', 's', 'p']

Substitute all vowels in a sentence by the character ‘0’

"".join([c if c not in vowels else '0' for c in phrase])

"On s0c0nd th00ght, l0t's n0t g0 t0 C0m0l0t. It 0s 0 s0lly pl0c0."

Pairs of elements drawn from different lists

words1 = ['Lancelot', 'Robin', 'Galahad']
words2 = ['Camelot', 'Assyria']
[(w1,w2) for w1 in words1 for w2 in words2]

[('Lancelot', 'Camelot'), ('Lancelot', 'Assyria'), ('Robin', 'Camelot'), ('Robin', 'Assyria'), ('Galahad', 'Camelot'), ('Galahad', 'Assyria')]

I will update this list as more interesting and useful examples come to mind. What’s your favorite use of list comprehension and how many lines of code did it save you?



    • datasciencelab

      Indeed itertools rocks, and I love product, permutation, combination, etc. It is also more efficient than my example since it uses generators (just imagine if words1, words2 where *huge* lists, list comprehension wouldn’t be very good then).

      So yeah, hurra for itertools; my example was just to show that one can loop over two or more entities using list comprehension.

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