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In this episode of the Pythonic Accountants, the tutorial focuses on extracting data from PDF files. The presenter introduces a sample invoice with a vendor list, which contains valuable information for extraction. They begin by utilizing starter code from a previous tutorial on basic PDF data extraction. The URL for a new PDF file is replaced to facilitate the process of downloading and accessing the text from the designated page. After running the code, the file is downloaded and saved, allowing the presenter to open the PDF and specifically target page fifteen for data extraction.