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The steps in cleaning data are parsing, correcting, standardizing, matching, and consolidating. Parsing involves identifying individual data elements and isolating them. Correcting addresses fixing problems such as typos or misspellings. Standardization means following a set of formatting rules. Matching involves searching and finding similar data across different files.