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How to search for possible missing sections when logs did not come in from a given host?

So we spot checked a random time in splunk for a sourcetype(made up of 2 hosts sending in data). The data was missing, running the report for just that date shows there was a window of approx 45m where no data came in.

This raises the obvious question of are there any other gaps I need to investigate and back load?

It generates approx 5 million events per day and I need to check the last 2 months worth of logs, is there an easy way of doing this without having to run each day individually?

sourcetype=mysourcetype | timechart span=30m count by host

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