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The steps in cleaning data are parsing, correcting, standardizing, matching, and consolidating. Parsing involves identifying individual data elements in source files and isolating them in target files. Examples include parsing names and addresses. Correcting means fixing errors like typos or misspellings. Standardizing means following a set format. Matching is searching and finding data across different files.