Why is entropy expanded only in dV and dT, not all variables?

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Jacob Nie
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Homework Statement
There is an equation in Riley's Mathematical Methods that I am confused about:

Applying (4.43) to ##dS##, with variables ##V## and ##T##, we find
$$dU = T \ dS - P \ dV = T\left[ \left(\dfrac{\partial S}{\partial V}\right)_T \ dV + \left(\dfrac{\partial S}{\partial T}\right)_V \ dT\right] - P \ dV.$$
Relevant Equations
Eq 4.43:
$$ dU = \left(\dfrac{\partial U}{\partial X}\right)_Y \ dX + \left(\dfrac{\partial U}{\partial Y}\right)_X \ dY$$
What I don't understand is why ##dS## is expanded in only the two differentials ##dV## and ##dT.## Why doesn't it look more like:
$$dS = \left(\dfrac{\partial S}{\partial V}\right)_{T,P,U} \ dV + \left(\dfrac{\partial S}{\partial T}\right)_{V,P,U} \ dT + \left(\dfrac{\partial S}{\partial P}\right)_{V,T,U} \ dP + \left(\dfrac{\partial S}{\partial U}\right)_{V,T,P} \ dU$$
?
 
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Those other variables, P and U, aren't independent of V and T. For an ideal gas, for example, if you vary V and T, you've determined dP through the ideal gas law.
 
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In this problem,
the fuller description of the energy is U(S,V) [thinking of the energy as function on the S-V plane]
and
the fuller description of the entropy is S(V,T) [thinking of the entropy as function on the V-T plane].
 
Thank you for the responses - that makes sense.

I forgot to read the sentence of the book that said:
These four quantities are not independent, since only two of them are independently variable.
 
According to the phase rule, the thermodynamic equilibrium state of a pure single phase material is determined by only two independent parameters.
 
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