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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 confident that the data you collected is credible and appropriate for your purposes. Making sure your data is properly verified is so important because it allows you to double-check that the work you did to clean up your data was thorough and accurate. For example, you might have referenced an incorrect cell phone number or accidentally keyed in a typo. Verification lets you catch mistake
