The entire film was shot in 17 days. Which is a very tight schedule. Actually, the original schedule was 14 days but the train that was booked had doors that wouldn't open at a certain point so an extra half-day was given.
This movie shouldn't be confused with the movie that starred Emily Blunt (The Girl on the Train (2016)) that was released two years later.