In this talk I will describe an approach for automatic extraction of global and local patterns of pitch(F0) contours taking into account the overall trends of these phenomena in the presented data. We propose an iterative algorithm to optimally extract these components to minimize the reconstruction error of the F0 contour. Furthermore, we present a constraint specification strategy to incorporate known constraints on these phenomena to converge on better realizations of the components (like the Phrase and Accent commands of the physiologically motivated Fujisaki Model of F0). The extracted components are shown to be correlated to established theoritical notions of declination, metrical feet and accent tones.