NumPy ndarray.shape: Understanding Array Dimensions

The shape attribute of an ndarray in NumPy returns a tuple representing the dimensions of the array. This tuple provides information about the number of elements along each axis of the array. For example, a 2x3 array would have a shape of (2, 3), indicating two rows and three columns. Understanding the shape of your NumPy arrays is crucial for effective data analysis and manipulation, as it helps you determine the size and structure of your data.