The np.where function provides a seamless way to filter arrays or apply logic without manual iterations. It is especially useful in large-scale analytics where performance matters. With its ability to apply conditions at once, np.where remains a top choice for efficient NumPy array handling. https://docs.vultr.com/python/third-party/numpy/where