http://matplotlib.org/examples/units/units_scatter.html

shows how to use units and automatic scaling. Looking at the image, plot 2 and 3 look identical, although ax3.yaxis.set_units(minutes) should set the scale of the third plot to minutes. Apparently, the command changes the tick labels, but does not rescale the data.