Speed matters when you're processing large datasets. numpy.where helps you write highly efficient, vectorized code for conditional logic in arrays. This guide covers the key performance benefits of using numpy.where and how it compares to traditional looping methods. https://docs.vultr.com/python/third-party/numpy/where