Buses and trains run to a Sunday/holiday schedule which in many cases (especially local trains and buses) is a lot less frequent than weekdays. I suggest you check carefuly. You can get timetables at www.cp.pt - a quick glance showed gaps of up to 4 hours in the train service on 5 October.
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