From filtering data to conditionally replacing values in arrays, numpy.where is widely used in data analysis tasks. This guide highlights practical use cases and demonstrates how this function enhances efficiency, eliminates loops, and simplifies complex conditional logic when working with large datasets. https://docs.vultr.com/python/third-party/numpy/where