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
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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.
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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 - For a numpy.ndarray, len() returns the size of the first dimension, which is equivalent to shape[0]. It is also equal to size only for one-dimensional arrays.
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IONOS
ionos.com › digital guide › websites › web development › python array length
How to find out the length of a Python array - IONOS
July 11, 2023 - First, we’ll create the same array as in the example above, which contains the numbers 0 to 5 and saves the variable l as length. Then, we’ll create an array that is made up of three unique arrays and save this with the variable s. import numpy as np # onedimensional Array a = np.array([0,1,2,3,4,5]) l = a.size # multidimensional Array m = np.array([[0,1,2], [3,4,5], [6,7,8], [9,10,11]]) s = m.sizepython
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NumPy
numpy.org › doc › 2.1 › reference › generated › numpy.ndarray.size.html
numpy.ndarray.size — NumPy v2.1 Manual
>>> import numpy as np >>> x = np.zeros((3, 5, 2), dtype=np.complex128) >>> x.size 30 >>> np.prod(x.shape) 30
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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.
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NumPy
numpy.org › doc › stable › reference › generated › numpy.char.str_len.html
numpy.char.str_len — NumPy v2.5 Manual
>>> import numpy as np >>> a = np.array(['Grace Hopper Conference', 'Open Source Day']) >>> np.strings.str_len(a) array([23, 15]) >>> a = np.array(['Р', 'о']) >>> np.strings.str_len(a) array([1, 1]) >>> a = np.array([['hello', 'world'], ['Р', 'о']]) >>> np.strings.str_len(a) array([[5, 5], [1, 1]])
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Real Python
realpython.com › len-python-function
Using the len() Function in Python – Real Python
September 9, 2025 - The list numbers consists of three lists, each containing five integers. When you use this list of lists to create a NumPy array, the result is an array with three rows and five columns. The function returns the number of rows in the array when you pass this two-dimensional array as an argument in len().
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GeeksforGeeks
geeksforgeeks.org › numpy › find-the-length-of-each-string-element-in-the-numpy-array
Find the Length of Each String Element in the Numpy Array - GeeksforGeeks
September 27, 2025 - The function np.char.str_len() directly computes the length of each string element in the array and returns a new array of integers. This is the most efficient and NumPy-recommended method.
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Delft Stack
delftstack.com › home › howto › numpy › numpy array length
How to Get NumPy Array Length | Delft Stack
March 11, 2025 - You can use either numpy.size or numpy.shape to get the length of a one-dimensional NumPy array.
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Scaler
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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.
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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 - You can use the len() method for NumPy arrays, but NumPy also has the built-in typecode .size that you can use to calculate length.
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numpy.org › doc › stable › user › absolute_beginners.html
NumPy: the absolute basics for beginners — NumPy v2.5 Manual
Signature: len(obj, /) Docstring: Return the number of items in a container. Type: builtin_function_or_method · have the same output because they were compiled in a programming language other than Python. The ease of implementing mathematical formulas that work on arrays is one of the things that make NumPy ...
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Spark By {Examples}
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How to Get NumPy Array Length - Spark By {Examples}
March 27, 2024 - In Python Numpy you can get array length/size using numpy.ndarray.size and numpy.ndarray.shape properties. The size property gets the total number of
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Pythontutorials
pythontutorials.net › blog › numpy-array-len
Mastering `numpy` Array `len`: A Comprehensive Guide | PythonTutorials.net
July 3, 2025 - In the above code, for the one - dimensional array one_d_array, len() returns the number of elements in the array, which is 5. For the two - dimensional array two_d_array, len() returns the number of rows (the size of the outermost axis), which is 2. import numpy as np # Create a one - dimensional numpy array arr_1d = np.array([10, 20, 30, 40, 50]) length_1d = len(arr_1d) print(f"Length of the one - dimensional array: {length_1d}")