I am able to see the referrals in the referral flow section. but I cannot find them again anywhere else.
I need to see stats about each referral over time. Any way to so this?
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Report, which you'd like to use Acquisition -> Sources -> Google Play, uses UTMs for tracking referrals.
You've got hint from GA (mouseover on question mark next to "(direct) / none") that this source contains also referrals, because you don't tag links.
You couldn't look in your historical data, but if you add UTMs, you will track a future data.