Data Mining: Concepts and Techniques, Jiawei Han, Micheline Kamber, and Jian Pei, 2011 (Elsevier) - A comprehensive textbook on data mining that includes detailed chapters on data preprocessing techniques, data quality, and the challenges of raw data.
Python for Data Analysis, Wes McKinney, 2022 (O'Reilly Media) - A practical guide to data manipulation and cleaning using Python, illustrating common data issues and effective techniques for data wrangling and transformation.