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It is difficult to identify key points in lengthy PDF files. We need for quick understanding without reading full text. I demonstrated a simple and powerful Python-based summarization method for PDF files. Also I explained how to use FastAPI to expose your service to users. You are welcome to provide your comments and subscribe to my YouTube channel. The Python code is uploaded into https://github.com/AIMLModeling/PdfSummary