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This version of the code uses numpy arrays instead of lists for the input and output data, which provides a significant performance improvement.

The empty() method is used to create an empty numpy array with the desired shape, which is faster than appending elements to a list.

The array() method is used to convert the test data into a numpy array.

The output is formatted using f-strings for better readability.

This version of the code uses numpy arrays instead of lists for the input and output data, which provides a significant performance improvement.

The empty() method is used to create an empty numpy array with the desired shape, which is faster than appending elements to a list.

The array() method is used to convert the test data into a numpy array.

The output is formatted using f-strings for better readability.
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