High-precision measurements of the Nusselt number Nu for Rayleigh-B,nard (RB) convection have been made in rectangular cells of water (Prandtl number Pr a parts per thousand 5 and 7) with aspect ratios (I" (x) ,I" (y) ) varying between (1, 0.3) and (20.8, 6.3). For each cell the data cover a range of a little over a decade of Rayleigh number Ra and for all cells they jointly span the range 6x10(5) < Ra < 10(11). The two implicit equations of the Grossmann-Lohse (GL) model together with the empirical finite conductivity correction factor f(X) were fitted to obtain estimates of Nu (a) in the presence of perfectly conducting plates, and the obtained Nu (a) is independent of the cells' aspect ratios. A combination of two-power-law, Nu (a) = 0.025Ra (0.357)+0.525Ra (0.168), can be used to describe Nu (a)(Ra). The fitted exponents 0.357 and 0.168 are respectively close to the predictions 1/3 and 1/5 of the II (u) and IV (u) regimes of the GL model. Furthermore, a clear transition from the II (u) regime to the IV (u) regime with increasing Ra is revealed.