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with sampledata as ( select Convert(date, '19960704') DOB union all select Convert(date, '19550101') DOB ) select dob, DateFromParts( Year(dob), (Abs(Checksum(NewId())) % 12)+1 , (Abs(Checksum(NewId())) % 28)+1) AnonDob from sampledata
dob
AnonDob
1996-07-04
1996-07-19
1955-01-01
1955-10-22