Details on an interesting Proof on the modified PDF of two intersecting circles

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This brilliant answer has kept me busy for a while. The problem is that my mathematics is so basic that I will need a simpler step-by-step detail on how the transformations are done, then the parameter 'p'. Needless to say, a good mathematician should not find this a problem, but you know there are several perspectives towards detailing an answer.