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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 in target files. Examples include parsing names or addresses. Correcting involves fixing errors like misspellings or typos. Standardizing means following formatting rules. Matching involves searching and comparing data across different sources. Consolidating brings together cleaned data into a single consistent format.