can we use the dimensional method to find an expression for gravitational force acting between two objects of mass m1 and m2

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No, we can not use dimension analysis to find out the gravitational force between the two masses because gravitational constant(G) is the dimensional quantity. But yes we can find the dimensions of the G using the dimensional analysis.