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The key steps in cleaning data are parsing, correcting, standardizing, matching, and consolidating. Parsing involves identifying individual data elements from source files and isolating them in target files. Correcting involves fixing errors such as typos and misspellings. Standardizing involves following a standard set of rules for formatting data. Matching is searching and matching across different data elements.
