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I need to find the following metrics. How many users stayed for 2 seconds, how many stayed for 5 seconds, how many stayed for 10 seconds.

On Google Analytics they have something very similar but it generalizes everything from 0-10 seconds.

Is it possible to make my own durations like 0-2, 2-5, and 5-10?

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Not in that exact report. But you can do that creating a custom segment.

For example the following custom segment will give you visits with duration between 2 and 5.

visitDuration Segment

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