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The steps in cleaning data include parsing, correcting, standardizing, matching, and consolidating. Parsing involves identifying individual data elements and isolating them in the target files. Correcting involves fixing errors like zip codes or typos. Standardizing means formatting data according to a set of rules. Matching involves searching and finding similar data across different sources. Consolidating involves combining and organizing cleaned data.