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In this episode of "The Pythonic Accountants," the host dives into extracting data from PDF files using a sample invoice from a vendor list, part of a larger PDF. The tutorial begins by utilizing starter code from a previous video, which focused on basic PDF downloading and data extraction. The host updates the URL to fetch the new PDF file, running the code to download and treat it as a local file. The focus then shifts to opening the PDF and accessing page fifteen, indicating the extraction of rich information from that specific page.