Data masking can mean that all or part of the contents of a field are redacted, by substituting all character strings with "x" for example. A field might be partially redacted to preserve metadata for analysis purposes. For example, in a telephone number, the dialing prefix might be retained, but the subscriber number redacted. Data masking can also use techniques to preserve the original format of the field. Data masking is an irreversible deidentification technique