Since and both measures are finite, the Radon--Nikodym theorem supplies a measurable such that
for every measurable . Moreover,
so is finite -almost everywhere and is -integrable. The reverse absolute continuity implies -almost everywhere: if on , then , hence .
For , the elementary bound gives
No exponent is forced. On with Lebesgue measure, take . Then is positive and integrable, so defines a finite measure mutually absolutely continuous with , but
Thus the required range is exactly .
Yes. Define the probability measure
Countable additivity follows by Tonelli's theorem and . If , every nonnegative term is zero, so for every . Hence every .

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