💬 Question: Given a tuple of tuples such as ((1, 2), (3, 4))
. How to convert it to a list of lists such as [[1, 2], [3, 4]]
?
If you’re in a hurry, here’s the most Pythonic way to convert a nested tuple to a nested list:
The list comprehension statement [list(x) for x in tuples]
converts each tuple in tuples
to a list and stores the results in a list of lists.
But there’s more to it! Studying the different methods to achieve the same goal will make you a better coder.
So keep reading!
Method 1: List Comprehension + list()
The recommended way to convert a tuple of tuples to a list of lists is using list comprehension in combination with the built-in list()
function like so: [list(x) for x in tuples]
.
Here’s a concrete example:
tuples = ((1, 2), (3, 4), (5, 6)) lists = [list(x) for x in tuples] print(lists) # [[1, 2], [3, 4], [5, 6]]
Try It Yourself:
This approach is simple and effective. List comprehension defines how to convert each tuple (x
in the example) to a new list element. As each list element is a new list, you use the constructor list(x)
to create a new list from the tuple x
.
Example Three Elements per Tuple
If you have three elements per tuple, you can use the same approach with the conversion:
tuples = ((1, 2, 1), (3, 4, 3), (5, 6, 5)) lists = [list(x) for x in tuples] print(lists)
You can see the execution flow in the following interactive visualization (just click the “Next” button to see what’s happening in the code):
Example Varying Number of Tuple Elements
And if you have a varying number of elements per tuple, this approach still works beautifully:
tuples = ((1,), (3, 3), (5, 6, 5)) lists = [list(x) for x in tuples] print(lists) # [[1], [3, 3], [5, 6, 5]]
You see that an approach with list comprehension is the best way to convert a tuple of tuples to a list of lists.
But are there any alternatives?
Method 2: Use Asterisk and List Comprehension
A variant of the recommended way to convert a tuple of tuples to a list of lists is using list comprehension in combination with the unpacking asterisk operator *
like so: [[*x] for x in tuples]
.
Here’s an example:
tuples = ((1,), (3, 3), (5, 6, 5)) lists = [[*x] for x in tuples] print(lists) # [[1], [3, 3], [5, 6, 5]]
The unpacking operator [*x]
takes all tuple elements from x
and “unpacks” them in the outer list container [...]
. For example, the expression [*(5, 6, 5)]
yields the list [5, 6, 5]
.
Let’s have a look at a completely different approach to solve this problem:
Method 3: Map Function + list()
Use the map function that applies a specified function on each element of an iterable.
💡Side Note: Guido van Rossum, the creator of Python, didn’t like the map()
function as it’s less readable and less efficient than the list comprehension version (Method 1 in this tutorial). You can read about a detailed discussion on how exactly he argued on my blog article.
So, without further ado, here’s how you can convert a tuple of tuples into a list ot lists using the map()
function:
tuples = ((1,), (2, 3, 4), (5, 6, 7, 8)) lists = list(map(list, tuples)) print(lists) # [[1], [2, 3, 4], [5, 6, 7, 8]]
Try it yourself:
Video tutorial on the map()
function:
The first argument of the map()
function is the list
function name.
This list()
function converts each element on the given iterable tuples
(the second argument) into a list.
The result of the map()
function is an iterable too, so you need to convert it to a list before printing it to the shell because the default string representation of an iterable is not human-readable.
Method 4: Simple For Loop with append() and list()
To convert a tuple of tuples to a list of lists, a simple three-liner is to first initialize an empty “outer” list and store it in a variable. Then iterate over all tuples using a simple for
loop and convert each separately to a list and append each result to the outer list variable using the list.append()
builtin method in the loop body.
The following example does exactly that:
tuples = ((1,), (2, 3, 4), (5, 6, 7, 8)) lists = [] for t in tuples: lists.append(list(t)) print(lists) # [[1], [2, 3, 4], [5, 6, 7, 8]]
Related Video Tutorial
Related Conversion Articles
- How to Convert a List of Lists to a List of Tuples
- How to Convert a List of Lists to a Pandas Dataframe
- How to Convert a List of Lists to a NumPy Array
- How to Convert a List of Lists to a Dictionary in Python
Where to Go From Here?
Enough theory. Let’s get some practice!
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