In accordance with embodiments, there are provided mechanisms and methods for deriving commonalities among data entries. These mechanisms and methods for deriving commonalities among data entries can identify characteristics that are known to be common to at least some data entries in addition to unknown characteristics that are common to data entries. The ability to identify common known and unknown characteristics among data entries may allow data entries to be grouped according to the identified common known and unknown characteristics.