Numerical computing often requires condition-based logic, and np.where is the ideal solution. It allows Python developers to select or replace values efficiently in arrays. Its speed and versatility make it essential for machine learning workflows, simulations, and big data processing tasks. https://docs.vultr.com/python/third-party/numpy/where