The np.where function is a shortcut that embeds conditional logic into NumPy arrays with ease. Instead of multiple lines of control structures, a single np.where statement applies conditions universally, making workflows faster and code cleaner. A must-know for Python data developers. https://docs.vultr.com/python/third-party/numpy/where