Battery capacity is in Amp-hours or milliamp-hours. So a battery that is 10 amp-hours can theoretically supply 10A for one hour, or 1A for ten hours. In reality, higher currents will drain the battey faster than this and lower currents will drain the battery slower than this due to internal resistance.
Also note that the test used on the battery to get that number matters. The battery rating might be given under a 10 hour test. So any current drains that are higher than the one that allows the battery to last 10 hours, will drain the battery faster than indicated. So if a 10 hour test was used and got a rating of 10 amp-hours, then if your current draw is 1A, then it should last 10 hours. But if it's 10A it will last LESS than 1 hour. If your current is less than 1A, it should last longer.
Wire up a multi-meter as a ammeter and get that number. Google this and make sure you have it right before you power-up or you will blow your meter. It should give you somewhat of an indicative. It just displays a slowly changing number and the monitor could be drawing something that is changing.