Transforming data often requires conditional replacements, and np.where excels in this role. Instead of writing complex transformations, np.where enables one-line commands to reshape data. This is especially useful for analysts and developers working with Pandas, NumPy, and machine learning pipelines. https://docs.vultr.com/python/third-party/numpy/where