The np.where function is perfect for embedding conditions directly into arrays. Instead of relying on loops, it applies logic across the dataset in one go. This makes it a time-saving option for tasks like categorization, thresholding, or data cleaning in analytics and machine learning projects. https://docs.vultr.com/python/third-party/numpy/where