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If you have pdf of printed version of book, you should be able to print to a postscript file and use python on that postscript file to extract the page numbers and the first n words and last n words on each page (where n is small say 3) and save that info to a file. Then use sed or some other stream editor with that info to insert the markers you want in each html file.
Some custom programming in python might be needed but should be reusable for future projects.
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