With ln in Python, you can transform nonlinear relationships into simpler linear forms. This is crucial in data modeling and analytics, where logarithmic scaling helps make predictions more accurate and enhances the performance of regression-based algorithms. https://docs.vultr.com/python/third-party/numpy/log