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In this episode of Pythonic Accountants, the tutorial focuses on extracting data from PDF files, specifically a sample invoice from a larger PDF. The presenter utilizes starter code from a previous video to download the PDF file and extract relevant information. The process begins by replacing the URL in the starter code to access the new PDF. After running the code, the file is downloaded and treated as a local file, leading to the next step of opening the PDF to access page fifteen for data extraction.