What is the len of the equivalent nested list?

len([[2,3,1,0], [2,3,1,0], [3,2,1,1]])

With the more general concept of shape, numpy developers choose to implement __len__ as the first dimension. Python maps len(obj) onto obj.__len__.

X.shape returns a tuple, which does have a len - which is the number of dimensions, X.ndim. X.shape[i] selects the ith dimension (a straight forward application of tuple indexing).

Answer from hpaulj on Stack Overflow
🌐
Pierian Training
pieriantraining.com › home › python numpy tutorial: get length of array in python
Python NumPy Tutorial: Get Length of Array in Python - Pierian Training
April 27, 2023 - The easiest and most straightforward way to get the length of a NumPy array is by using the built-in Python function `len()`. This function returns the number of elements in an object, including the elements in a NumPy array.
Discussions

Pad zeros in middle of numpy array?
Every Nth row, set every cell to zero whose index (plus one) is divisible by N. More on reddit.com
🌐 r/Python
8
2
April 13, 2019
How should I initialize a numpy array of NaN values?
>>> np.full(3, np.nan) But the bigger question is why would you want to? Edit: as an explanation, your example does not work because you initialized an array of ints. ints have no "NaN" value, only floats do. So your method would work if you initialized an array of floats: >>> x = np.array([0.0,0.0,0.0]) >>> x.fill(np.nan) >>> x array([ nan, nan, nan]) Or converted the ints to floats: >>> x = np.array([0,0,0], dtype=np.float) >>> x.fill(np.nan) >>> x array([ nan, nan, nan]) But the np.full() method is much better. More on reddit.com
🌐 r/learnpython
5
5
April 8, 2016
numpy: Trying to pad an array with zeros.
Tried implementing numpy in C, ended up digging a cool rabbit hole... ... I'm really new to python and wanted to share my first "project". More on reddit.com
🌐 r/learnpython
1
3
April 19, 2013
What does list(map(int,input().split())) do in python?
Let's break it down: input() gets user input and returns a string, e.g. "1 2 3 4 5" input().split() splits that input on whitespaces, e.g. ["1", "2", "3", ...] int() converts a string to a integer, e.g. "1" -> 1 map(fn, sequence) applies the function fn to each element in the sequence, e.g. fn(sequence[0]), fn(sequence[1]), ... map(int, input().split()) applies int to each string element in the input, e.g. ["1", "2", "3", ...] -> int("1"), int("2"), ... list() turns any iterator/generator to a list, e.g. int("1"), int("2"), ... => [1, 2, 3, ...] Example: In []: list(map(int, input().split())) Input: 1 2 3 4 5 Out[]: [1, 2, 3, 4, 5] Note: this is the same as, which may be easier to read: In []: [int(n) for n in input().split()] Input: 1 2 3 4 5 Out[]: [1, 2, 3, 4, 5] More on reddit.com
🌐 r/learnpython
14
18
September 17, 2020
People also ask

What does numpy.ndarray length return for a 2-D array?
The number of rows. A 2 x 3 array returns 2; use a.shape[1] for the 3 columns or a.size for all 6 elements.
🌐
casrai.org
casrai.org › guides › research tools & software › statistical software for research › numpy ndarray length: len(), .shape and .size explained
NumPy ndarray Length: len, shape, size — CASRAI
What is the difference between numpy ndarray size and length?
Length ( len() ) is the number of items along the first axis. Size ( .size ) is the number of elements across all axes, equal to np.prod(a.shape) . A 3 x 5 x 2 array has length 3 and size 30.
🌐
casrai.org
casrai.org › guides › research tools & software › statistical software for research › numpy ndarray length: len(), .shape and .size explained
NumPy ndarray Length: len, shape, size — CASRAI
🌐
Note.nkmk.me
note.nkmk.me › home › python › numpy
NumPy: Get the dimensions, shape, and size of an array | note.nkmk.me
April 23, 2025 - You can get the number of dimensions, ... (numpy.ndarray) using the ndim, shape, and size attributes. The built-in len() function returns the size of the first dimension....
🌐
CASRAI
casrai.org › guides › research tools & software › statistical software for research › numpy ndarray length: len(), .shape and .size explained
NumPy ndarray Length: len, shape, size — CASRAI
2 weeks ago - ... The length of a NumPy ndarray depends on which question you are asking. len(a) returns the size of the first axis, a.size returns the total number of elements, and a.shape returns the length along every axis.
🌐
Leapcell
leapcell.io › blog › understanding-array-length-in-python
Understanding Array Length in Python | Leapcell
July 25, 2025 - Use len() to get the length of Python lists and arrays. NumPy arrays offer .size for total element count.
Find elsewhere
🌐
PyTutorial
pytutorial.com › python-array-length-how-to-find-it
PyTutorial | Python Array Length: How to Find It
March 25, 2026 - Finding the length of an array in Python is simple. Use the built-in len() function for lists and 1D NumPy arrays.
🌐
Udacity
udacity.com › blog › 2021 › 10 › how-to-calculate-the-length-of-an-array-in-python.html
How to calculate the length of an array in Python? | Udacity
October 20, 2021 - When using a list or NumPy array ... code. Python makes it easy to calculate the length of any list or array, thanks to the len() method....
🌐
Appdividend
appdividend.com › python-array-length
How to Get the Length of an Array in Python
September 7, 2025 - To get the length of a Numpy array or Python list, an efficient way is to use the built-in len() function.
🌐
Codegive
codegive.com › blog › numpy_length_of_array.php
Numpy length of array
Generally, when len() is applied ... Python len() function works on NumPy arrays, but it has a specific interpretation: it returns the size of the first dimension of the array....
🌐
Codegive
codegive.com › blog › numpy_length_of_an_array.php
Numpy length of an array
For a NumPy array, especially a multi-dimensional one, "length" can have several interpretations: Number of elements in the first dimension (rows): This is what the standard Python len() function usually returns for a NumPy array.
🌐
Python Guides
pythonguides.com › check-the-length-of-an-array-in-python
How To Check The Length Of An Array In Python?
July 22, 2026 - len() is Python’s built-in function for counting top-level items. NumPy’s .size property counts every element across all dimensions. For nested lists and multidimensional NumPy arrays, len() measures the outermost container. Each top-level item represents one row in a typical table. No. Length reports the full item count, while indexes start at zero.
🌐
CodeGym
codegym.cc › java blog › learning python › length of an array in python
Length of an Array in Python
November 7, 2024 - You can use the built-in len() function to easily find the length of a list, numpy array, or array from the array module. Alternatively, you can write your own function using a for loop to count the elements manually.
🌐
Python Help
pythonhelp.org › numpy › how-to-get-length-of-numpy-array
How to Get Length of Numpy Array
To get the length of a NumPy array, you can use the len() function in Python.
🌐
NumPy
numpy.org › doc › 2.1 › reference › generated › numpy.ndarray.size.html
numpy.ndarray.size — NumPy v2.1 Manual
Number of elements in the array. Equal to np.prod(a.shape), i.e., the product of the array’s dimensions. ... a.size returns a standard arbitrary precision Python integer.
🌐
Codegive
codegive.com › blog › python_numpy_length_of_array.php
Python numpy length of array
For a 1-dimensional array, the concept of "length" is quite intuitive and similar to a Python list. The built-in len() function, when applied to a NumPy array, returns the size of the first dimension (also known as the 0th axis).
🌐
Finxter
blog.finxter.com › home › learn python blog › 5 best ways to determine the length of a numpy array
5 Best Ways to Determine the Length of a NumPy Array - Be on the Right Side of Change
February 20, 2024 - This code snippet demonstrates how to find the length of the first axis (number of rows) of a 2-dimensional array by using len() on the array’s shape. NumPy also offers a function called numpy.size() which can be used to find the number of elements along a specified axis.
🌐
Scaler
scaler.com › home › topics › length of array in python
Length of array in Python - Scaler Topics
May 25, 2022 - We can use Python's len() function to find the length of an array. For a Numpy array also, we can use the len() function to find the array's length in Python.
🌐
NumPy
numpy.org › doc › stable › reference › generated › numpy.ndarray.size.html
numpy.ndarray.size — NumPy v2.5 Manual
Number of elements in the array. Equal to np.prod(a.shape), i.e., the product of the array’s dimensions. ... a.size returns a standard arbitrary precision Python integer.
🌐
Liberian Geek
liberiangeek.net › home › how-to/tips › get the length of an array in python
Get the Length of an Array in Python | Liberian Geek
June 13, 2026 - Approach 3: Get/Find Array’s ... Method · Approach 6: Get/Find Array’s Length Via “__len__()” Method · The “len()” method is Python’s built-in function that calculates/determines the length of the specific ...