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Alright! Well, good afternoon, everyone. My name is Kevin Gunn, and Im coordinator of digital scholarship. Here at Catholic University of America. Libraries, I am joined by my associate Michaela Champion, as a graduate library, prize in our libraries. Michaela will be handling any handling the chat, and any questions that come in so feel free to ask questions through the chat, or, if you want to unmute and ask question. Thats fine, too, todays worksheop is on how to use reef open, refined for cleaning data. So this is a really excellent open access tool that we can use for cleaning data. And I highly recommend taking a deeper dive after todays session todays session is just going to be an introductory session. So Im just going to show you some interesting things and then leave it at that. All right. So lets get started. So what are we gonna do today? So were gonna just have talk quickly about what is clean data. And why do we want clean data? Sometimes? Its not obvious. Im go