Things like looks, a certain political orientation or denomination are often meaningless for a relationship - yet they are claimed by the users. The "Love-is-blind-day" brought interesting data to light, but was never repeated.
Dataclysm: Love, Sex, Race, and Identity
How we can benefit from Big Data by tracking down human beliefs and preferences by analyzing large amounts of data.