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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. Correcting involves fixing errors such as misspellings or typos. Standardizing means following a set of formatting rules. Matching involves searching and finding matching data elements across different files.