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Open Preview App or open the PDF document you want to view.
If Preview app is not the default app for PDFs, you will need to control + click for secondary options to display and Open With > Preview.
Navigate to the Side Bar toggle switch
and 
Select Thumbnails
This will allow you to scroll through all your PDF pages in the document.
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