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hello and welcome back to the series on ocr and python in the last video we looked at how to take that original image the mgh edition of a random text and extract the main body of the text but as you recall from the last video we had a problem with the the footnote the footnotes caused some problems so did the marginalia in this video iamp;#39;m going to show you how to take that footnote and separate it out from the main text and then in the next video iamp;#39;m going to show you how to take out that marginalia and separate it from the main text so that you can ocr each of these components individually so letamp;#39;s go ahead and look at what we did in the last video weamp;#39;re going to output this image right here as output we had something look like this we were able to draw a box around the main body of the text in this video iamp;#39;m going to show you how to use features and structures inherent in a document to figure out ways to separate components of a documen