Revealing daily travel patterns and city structure with taxi trip data.

•We conduct an empirical study with large scale taxi data using network science methods.•We reveal the city structure of Shanghai from spatial interaction perspective.•A two-level hierarchical polycentric city structure is found.•Land uses of centers and their influence on travel patterns are explored.•The results benefit transportation policy making.