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This is the third edition of a classic reference on correspondence analysis. It has a practical focus, with mathematical details kept to a minimum and lots of worked examples and case studies. The third edition has been updated to include two new methodological chapters, and new case studies covering survey data, ecology, marketing and linguistics. There are general updates throughout the book, and the R code appendices have been removed in favour of a more substantial online R supplement. The book has a unique and very readable layout, with notes in the margin, chapter summaries, and lots of illustrative figures.