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In this video tutorial, Parker explains how to display the previous twelve months of data based on a single date selection in Power BI. He notes that by default, selecting a date filters the graph to show only that specific date, but he demonstrates a workaround. By selecting a date, such as August 31, 2012, the graph updates to show data from that date back to the previous twelve months. If no date is selected, the graph defaults to display data from the most recent month, January 31, 2014, back to January 31, 2013. Parker describes this functionality as a useful trick for visualizing date-based data effectively.