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This article shows how researchers can make use of an open source data dictionary tool called SchemaSpy to help create professional, easy-to-understand documentation for their datasets. Specific instructions are provided for Oracle, Microsoft SQL Server, CSV, SQlite, R, and Python + Pandas.