The Captain's Party is the first formal night, which is usually the second night of the cruise. It is open for everyone.
The singles' meet and greet party is usually the first night. Sometimes the first night is pretty dead, as people who have traveled a lot to get there are pooped.
Sorry you missed these, you'll just have to make it up next time!