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the quality of the results from your large language model can highly depends on the quality of the data fed into those models and most of those data are trapped in PDF and image documents in this tutorial Ill explain how you can efficiently extract text and metadata from those documents if youre ready lets get started this is the one page PDF that well be using and try to extract those content and its its a kind of tricky um it has on the first two paragraphs are role-based information and the remaining information are column based information and some of the difficult part is to efficiently extract those column based information and we will see which one of the libraries will be using will be able to efficiently extract those information the overall information and to do that lets come back into the notebook and the first thing that well be using is to convert the original PDF into image because some libraries like pythus racks works with image information and this is the firs