Preprocessing large datasets becomes simpler with np.where. It can replace values based on conditions, filter unwanted elements, and segment data quickly. By reducing the need for complex code, np.where ensures efficiency while making transformations more transparent and maintainable in Python. https://docs.vultr.com/python/third-party/numpy/where