Your sample looks simple enough. I expect these screenplays will run into hundreds of pages with hundreds of conversation changes, so it will take a bit of work.
What @BetterRed states is the best way to go - converting from the original format, not the pdf.
But if you only have the pdf, it can still be done. Attached is a quick fix as proof of concept....
Only change is removal of page numbers as they don't mean anything in reflowable content. Instead I added a TOC.
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