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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 target files. Correcting fixes errors such as typos or misspellings. Standardizing ensures data follows a consistent format. Matching involves searching and finding duplicate data.