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TONY: This video is part of the Google Data Analytics Certificate, providing you with job-ready skills to start or advance your career in data analytics. Get access to practice exercises, quizzes, discussion forums, job search help, and more on Coursera, and you can earn your official certificate. Visit grow.google/datacert to enroll in the full learning experience today. [MUSIC PLAYING] SPEAKER: Youve been learning a lot about the importance of clean data and explored some tools and strategies to help you throughout the cleaning process. In these videos, well be covering the next step in the process-- verifying and reporting on the integrity of your clean data. Verification is a process to confirm that a data-cleaning effort was well executed and the resulting data is accurate and reliable. It involves rechecking your clean data set, doing some manual cleanups if needed, and taking a moment to sit back and really think about the original purpose of the project. That way, you can be