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In this episode of The Pythonic Accountants, the tutorial focuses on extracting data from PDF files using a sample invoice and vendor list. The session builds upon starter code from a previous video, which demonstrated basic PDF downloading and data extraction. The presenter updates the code with a new URL to access the specific invoice page, then runs the script to download the PDF file and treat it as a local file. The aim is to open the PDF and extract data from page fifteen, demonstrating practical techniques for handling PDF data extraction.