A new method has been developed to calculate chaos in nonlinear time series. By using the C-C method, researchers can accurately estimate parameters in the phase space reconstruction, leading to more efficient and accurate results. This method addresses previous issues in calculating Lyapunov exponents and has been proven effective through typical examples.