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This video is part of the Google Data Analytics certificate program on Coursera, offering practice exercises, quizzes, forums, job search help, and an official certificate. Inaccurate or bad data costs businesses $3.1 trillion annually in the US, with human error being the main cause. An example of dirty data is shown in a spreadsheet from a law office.