Leader Election in some rare cases take longer to complete

There was an issue in production where it took 6 seconds for the leader election process to elect a proper leader. The crux of the issue is co-ordinators could elect a leader that had already exited and hence need to wait for the next interval to elect a new one. A plausible set of events that could have lead to the behavior is

Let's say id1