If you did a backup via "Tools > Backup/Restore Configuration" then everything was backed up. If you backed up some other way it's possible that you didn't back up all the files that needed to be backed up.
When you restore a backup it uses the same password that was originally set for your previous installation.
If you forget or loose your application password there isn't any way to recover it.
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