I am trying to learn how to "zip" lists. To this end, I have a program, where at a particular point, I do the following:
x1, x2, x3 = stuff.calculations(withdataa)
This gives me three lists, x1
, x2
, and x3
, each of, say, size 20.
Now, I do:
zipall = zip(x1, x2, x3)
However, when I do:
print "len of zipall %s" % len(zipall)
I get 20, which is not what I expected. I expected three. I think I am doing something fundamentally wrong.
Python zip three listsPython zipping of three lists by using the zip() function with as many inputs iterables required. The length of the resulting tuples will always equal the number of iterables you pass as arguments. This is how we can zip three lists in Python.
Python zip() Function The zip() function returns a zip object, which is an iterator of tuples where the first item in each passed iterator is paired together, and then the second item in each passed iterator are paired together etc.
If multiple iterables are passed, zip() returns an iterator of tuples with each tuple having elements from all the iterables. Suppose, two iterables are passed to zip() ; one iterable containing three and other containing five elements. Then, the returned iterator will contain three tuples.
When you zip()
together three lists containing 20 elements each, the result has twenty elements. Each element is a three-tuple.
See for yourself:
In [1]: a = b = c = range(20)
In [2]: zip(a, b, c)
Out[2]:
[(0, 0, 0),
(1, 1, 1),
...
(17, 17, 17),
(18, 18, 18),
(19, 19, 19)]
To find out how many elements each tuple contains, you could examine the length of the first element:
In [3]: result = zip(a, b, c)
In [4]: len(result[0])
Out[4]: 3
Of course, this won't work if the lists were empty to start with.
zip
takes a bunch of lists likes
a: a1 a2 a3 a4 a5 a6 a7...
b: b1 b2 b3 b4 b5 b6 b7...
c: c1 c2 c3 c4 c5 c6 c7...
and "zips" them into one list whose entries are 3-tuples (ai, bi, ci)
. Imagine drawing a zipper horizontally from left to right.
In Python 2.7 this might have worked fine:
>>> a = b = c = range(20)
>>> zip(a, b, c)
But in Python 3.4 it should be (otherwise, the result will be something like <zip object at 0x00000256124E7DC8>
):
>>> a = b = c = range(20)
>>> list(zip(a, b, c))
zip
creates a new list, filled with tuples containing elements from the iterable arguments:
>>> zip ([1,2],[3,4])
[(1,3), (2,4)]
I expect what you try to so is create a tuple where each element is a list.
In Python 3 zip
returns an iterator instead and needs to be passed to a list function to get the zipped tuples:
x = [1, 2, 3]; y = ['a','b','c']
z = zip(x, y)
z = list(z)
print(z)
>>> [(1, 'a'), (2, 'b'), (3, 'c')]
Then to unzip
them back just conjugate the zipped iterator:
x_back, y_back = zip(*z)
print(x_back); print(y_back)
>>> (1, 2, 3)
>>> ('a', 'b', 'c')
If the original form of list is needed instead of tuples:
x_back, y_back = zip(*z)
print(list(x_back)); print(list(y_back))
>>> [1,2,3]
>>> ['a','b','c']
Source: My Blog Post (better formatting)
Example
numbers = [1,2,3]
letters = 'abcd'
zip(numbers, letters)
# [(1, 'a'), (2, 'b'), (3, 'c')]
Zero or more iterables [1] (ex. list, string, tuple, dictionary)
1st tuple = (element_1 of numbers, element_1 of letters)
2nd tuple = (e_2 numbers, e_2 letters)
…
n-th tuple = (e_n numbers, e_n letters)
i
th tuple = (element_i arg1, element_i arg2…, element_i argn
)1) Empty String: len(str)= 0 = no tuples
2) Single String: len(str) == 2 tuples with len(args) == 1 element(s)
zip()
# []
zip('')
# []
zip('hi')
# [('h',), ('i',)]
1. Build a dictionary [2] out of two lists
keys = ["drink","band","food"]
values = ["La Croix", "Daft Punk", "Sushi"]
my_favorite = dict( zip(keys, values) )
my_favorite["drink"]
# 'La Croix'
my_faves = dict()
for i in range(len(keys)):
my_faves[keys[i]] = values[i]
zip
is an elegant, clear, & concise solution2. Print columns in a table
"*" [3] is called "unpacking": f(*[arg1,arg2,arg3]) == f(arg1, arg2, arg3)
student_grades = [
[ 'Morty' , 1 , "B" ],
[ 'Rick' , 4 , "A" ],
[ 'Jerry' , 3 , "M" ],
[ 'Kramer' , 0 , "F" ],
]
row_1 = student_grades[0]
print row_1
# ['Morty', 1, 'B']
columns = zip(*student_grades)
names = columns[0]
print names
# ('Morty', 'Rick', 'Jerry', 'Kramer')
zip(*args)
is called “unzipping” because it has the inverse effect of zip
numbers = (1,2,3)
letters = ('a','b','c')
zipped = zip(numbers, letters)
print zipped
# [(1, 'a'), (2, 'b'), (3, 'c')]
unzipped = zip(*zipped)
print unzipped
# [(1, 2, 3), ('a', 'b', 'c')]
unzipped
: tuple_1 = e1 of each zipped tuple. tuple_2 = e2 of each zipped
*
Code:
# foo - function, returns sum of two arguments
def foo(x,y):
return x + y
print foo(3,4)
# 7
numbers = [1,2]
print foo(numbers)
# TypeError: foo() takes exactly 2 arguments (1 given)
print foo(*numbers)
# 3
*
took numbers
(1 arg) and “unpacked” its’ 2 elements into 2 args
Basically the zip function works on lists, tuples and dictionaries in Python. If you are using IPython then just type zip? And check what zip() is about.
If you are not using IPython then just install it: "pip install ipython"
For lists
a = ['a', 'b', 'c']
b = ['p', 'q', 'r']
zip(a, b)
The output is [('a', 'p'), ('b', 'q'), ('c', 'r')
For dictionary:
c = {'gaurav':'waghs', 'nilesh':'kashid', 'ramesh':'sawant', 'anu':'raje'}
d = {'amit':'wagh', 'swapnil':'dalavi', 'anish':'mane', 'raghu':'rokda'}
zip(c, d)
The output is:
[('gaurav', 'amit'),
('nilesh', 'swapnil'),
('ramesh', 'anish'),
('anu', 'raghu')]
For the completeness's sake.
When zipped lists' lengths are not equal. The result list's length will become the shortest one without any error occurred
>>> a = [1]
>>> b = ["2", 3]
>>> zip(a,b)
[(1, '2')]
It's worth adding here as it is such a highly ranking question on zip. zip
is great, idiomatic Python - but it doesn't scale very well at all for large lists.
Instead of:
books = ['AAAAAAA', 'BAAAAAAA', ... , 'ZZZZZZZ']
words = [345, 567, ... , 672]
for book, word in zip(books, words):
print('{}: {}'.format(book, word))
Use izip
. For modern processing, it stores it in L1 Cache memory and is far more performant for larger lists. Use it as simply as adding an i
:
for book, word in izip(books, words):
print('{}: {}'.format(book, word))
I don't think zip
returns a list. zip
returns a generator. You have got to do list(zip(a, b))
to get a list of tuples.
x = [1, 2, 3]
y = [4, 5, 6]
zipped = zip(x, y)
list(zipped)
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