Reversing sign reverses the inequality. Since has a probability density function, it has no point masses, soDifferentiating the cumulative distribution function givesalmost everywhere: the minus sign outside cancels the minus sign from the chain rule. If point masses were allowed, the cumulative distribution function would instead require the left limit .
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