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hi in this video we are going to see how we can build a question answering system on a bunch of pdf files now say if you want to get some information out of a pdf file a set of pdf files say if you have all the annual reports quarterly reports or even like all the corporate actions of companies like amazon google and other companies and youre a stock analyst rather than going and searching inside the enormous pdf files can i ask questions on on the data that is available on the pdf file more like contextual questions not a random search right and can i get respective answer to that so lets see how we can do it uh lets get started i am going to use a package called cdqa cdqa stands for closed domain question answering system this close demand question answering system package is built on top of aging face transformers library so im going to use that i have already installed it and i am importing a set of packages im using uh pandas to read the data or rather the internal data that