The np.where function in NumPy is a powerful tool for applying conditions directly to arrays. It allows you to select or replace elements efficiently without complex loops. Ideal for data science, machine learning preprocessing, and statistical computations, it ensures fast execution on large datasets. https://docs.vultr.com/python/third-party/numpy/where