The continuous nonnegative part has total mass . The remaining mass is at , giving . This is a mixed probability distribution, specifically a mixture of a point mass and an exponential distribution; its atom must be included in normalization.
The conditioning event selects the exponential component: and . Thus conditional probability givesThe atom at is excluded by the conditioning event.
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