This error occurs when you try to pass a filter object to a len()
method call. The filter()
object is an iterator containing the items in the specified iterable that satisfy the condition of the function passed to the filter()
function. In Python, iterators do not have a length.
We can solve the error by converting the filter
object to a list object using the built-in list()
method.
For example,
numbers = [2, 3, 4, 5, 6, 7, 9] even_numbers = list(filter(lambda x: x % 2 == 0 , numbers)) print(len(even_numbers))
This tutorial will go through how to solve the error with code examples.
TypeError: object of type ‘filter’ has no len()
We raise a Python TypeError when attempting to perform an illegal operation for a specific type. In this case, the type is filter
.
The part ‘has no len()
‘ tells us the map object does not have a length, and therefore len()
is an illegal operation for the filter
object.
Retrieving the length of an object is only suitable for iterable objects, like a list
or a tuple
. A filter
object is an iterator containing the items in the specified iterable that satisfy the condition of the function passed to the filter()
function.
All iterators have the __iter__
dunder method, which we can check by passing the iterator to the dir()
method:
numbers = [2, 3, 4, 5, 6, 7, 9] even_numbers = filter(lambda x: x % 2 == 0 , numbers) print('__iter__' in dir(even_numbers))
True
The len()
method implicitly calls the dunder method __len__()
which returns a positive integer representing the length of the object on which it is called. All iterable objects have __len__
as an attribute. Let’s check if __len__
is in the list of attributes for the filter
object and the list object using the built-in dir()
method.
numbers = [2, 3, 4, 5, 6, 7, 9] even_numbers = filter(lambda x: x % 2 == 0 , numbers) print(type(even_numbers)) print('__len__' in dir(even_numbers))
<class 'filter'> False
We can see that __len__
is not present in the attributes of the filter
object.
lst = ["Einstein", "Feynman", "Dirac"] print(type(lst)) print('__len__' in dir(lst))
<class 'list'> True
We can see that __len__
is present in the attributes of the list
object.
Example
Let’s look at an example of trying to get the length of a filter
object. First, we will create a function to use as the filtering function argument.
def sq_root(number): sq_root = number ** 0.5 if sq_root < 10: return True else: return False
The above function calculates the square root of a number and returns True
if the square root value is less than 10
. Otherwise, the function returns False
.
Next, we will use the filter()
function to filter values in a list of integers. The filter
function takes a function and a sequence as arguments and returns an iterator containing the items for which the function returns True
.
If we pass None
instead of a function to filter()
then all of the items in the sequence that evaluate to False
are removed.
The syntax for the filter()
function is:
filter(function or None, iterable) -> filter object
numbers = [100, 49, 81, 147, 13, 200, 30] filtered_numbers = filter(sq_root, numbers)
Next, we will try to get the length of the filter object and print it to the console.
print(len(filtered_numbers))
--------------------------------------------------------------------------- TypeError Traceback (most recent call last) Input In [12], in <cell line: 1>() ----> 1 print(len(filtered_numbers)) TypeError: object of type 'filter' has no len()
The error occurs because the filter object is an iterator and does not have a length.
Solution
We can solve the error by converting the filter
object to a list
, which is an iterable data type. We can convert a filter
object to a list using the built-in list()
method. Let’s look at the revised code:
def sq_root(number): sq_root = number ** 0.5 if sq_root < 10: return True else: return False numbers = [100, 49, 81, 147, 13, 200, 30] filtered_numbers = list(filter(sq_root, numbers)) print(len(filtered_numbers))
Let’s run the code to get the length of the list:
4
We successfully converted the filter
object to a list and then used the len()
method to get the length of the list.
Summary
Congratulations on reading to the end of this tutorial!
For further reading on the has no len()
TypeErrors, go to the article:
- How to Solve Python TypeError: object of type ‘zip’ has no len()
- How to Solve Python TypeError: object of type ‘builtin_function_or_method’ has no len()
- How to Solve Python TypeError: object of type ‘generator’ has no len()
To learn more about Python for data science and machine learning, go to the online courses page on Python, which provides the best, easy-to-use online courses.
Suf is a senior advisor in data science with deep expertise in Natural Language Processing, Complex Networks, and Anomaly Detection. Formerly a postdoctoral research fellow, he applied advanced physics techniques to tackle real-world, data-heavy industry challenges. Before that, he was a particle physicist at the ATLAS Experiment of the Large Hadron Collider. Now, he’s focused on bringing more fun and curiosity to the world of science and research online.