1. A method comprising: dividing an address space of files into multiple containers; performing a file metadata scan, including obtaining attributes for files in each container; aggregating the file attributes into characterizations for each attribute dimension, and generating a content feature summary for each container incorporating the characterizations; measuring a content similarity prediction measurement between containers from the generated content feature summary; and assigning files from each container to a de-duplication domain based on the computed content similarity prediction measurement.