The ornamental design for a drinking cup base, as shown and described.
FIG. 1 is a perspective view of a drinking cup base, showing our new design;
FIG. 2 is a top plan view;
FIG. 3 is a side elevational view; and,
FIG. 4 is a bottom plan thereof.