The discussion focuses on transforming a probability distribution from polar to Cartesian coordinates, specifically a uniform distribution on the unit circle. The initial polar representation is given by a delta function, which transforms to a Cartesian form that presented an issue with integration yielding a value of 1/2 instead of 1. It is clarified that the variables X and Y, defined as X = cos(Θ) and Y = sin(Θ), are not independent but are constrained by the relationship X² + Y² = 1. The problem arose from the delta function's satisfaction for two values of x, necessitating a correction in the integration process to account for this duplication. This highlights the importance of careful handling of transformations in probability distributions.