My car makes the same noise as this video here
They just called me to inform me they believe its the clutch springs and the solution is to replace the entire clutch assembly. I'm not entirely sure their correct considering how many different people have this issue with differing causes, what i've read mostly indicates throw out bearing.
When i asked them if its covered under warranty, they informed me clutch is a "wear" item.
Did anyone who has had this issue get it fixed?