Instead of relying on loops or if-else structures, np.where helps apply logic in bulk to arrays. It makes code shorter, more readable, and faster. Whether you’re replacing invalid values or selecting elements that meet specific conditions, np.where keeps operations efficient and intuitive. https://docs.vultr.com/python/third-party/numpy/where