With np.where, applying conditional operations to arrays becomes straightforward. Instead of long conditionals or nested loops, a single statement manages replacements or selections. This simplicity and performance boost make np.where an indispensable tool in any NumPy user’s toolkit. https://docs.vultr.com/python/third-party/numpy/where