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The steps in cleaning data are parsing, correcting, standardizing, matching, and consolidating. Parsing involves isolating individual data elements, such as separating a name into first and last names. Correcting involves fixing errors like misspellings or typos. Standardizing means following formatting rules. Matching involves searching and comparing data. Consolidating combines data from different sources.