Performance matters in data science, and np.where ensures array operations are handled quickly and efficiently. By applying conditions to entire datasets at once, it eliminates slow iterative approaches. Its speed makes it a must for analytics, modeling, and high-volume data manipulation. https://docs.vultr.com/python/third-party/numpy/where