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You should be able to pluck the images out of the PDF with right click -> copy image, and then paste them into an editing program like GIMP (free) or some windows equivalent.
The PDF is a little wilful so you may have to try a couple of times but I managed to extract it just fine. The base map image doesn't have secret stuff on it, that's a separate image layer on top of it.