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In this episode of Pythonic Accountants, the tutorial focuses on extracting data from PDF files, specifically using a sample invoice from a larger document. The speaker begins by sharing starter code borrowed from a previous video on basic PDF data extraction. The code is updated with a new URL to download the PDF file, allowing access to the text on page fifteen of the invoice. The process involves running the code to download the PDF, which is now available as a local file for further manipulation and data extraction.