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In this episode of "The Pythonic Accountants," the host delves into extracting data from PDF files, specifically focusing on a sample invoice from a larger PDF. They introduce starter code from a previous video on PDF data extraction, which involves downloading a PDF file and extracting information. The host updates the URL to target the new PDF. After running the code, the file is downloaded and saved locally, allowing them to access page fifteen of the PDF for data extraction.