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The steps in cleaning data are parsing, correcting, standardizing, matching, and consolidating. Parsing involves isolating individual data elements from source files, such as separating first and last names. Correcting data involves fixing errors, like misspellings or typos. Standardizing means following a set format for data, like having 8 characters or a specific format. Matching is searching and comparing data across different sources. Consolidating involves combining data into one location.