What you want cannot be done, because plt.legend()
places a legend in the current axes, in your case in the last one.
If, on the other hand, you can be content with placing a comprehensive legend in the last subplot, you can do like this
f, (ax1, ax2, ax3) = plt.subplots(3, sharex=True, sharey=True)
l1,=ax1.plot(x,y, color='r', label='Blue stars')
l2,=ax2.plot(x,y, color='g')
l3,=ax3.plot(x,y, color='b')
ax1.set_title('2012/09/15')
plt.legend([l1, l2, l3],["HHZ 1", "HHN", "HHE"])
plt.show()
Note that you pass to legend
not the axes, as in your example code, but the lines as returned by the plot
invocation.
Of course you can invoke legend
after each subplot, but in my understanding you already knew that and were searching for a method for doing it at once.