Writing clean code is essential in data projects, and np.where helps achieve that. By consolidating conditions into a single line, it reduces code clutter and improves readability. This function is particularly valuable when handling large arrays that need systematic conditional updates. https://docs.vultr.com/python/third-party/numpy/where