you can probably get a good guess earlier in the same day by going to LiveATC, listening to the control tower of the airport, and seeing which way they're taking off. But, sometimes they do turn airports around if the wind changes. And if they use multiple runways for takeoffs not sure how you can determine which runway they'll use (though the direction should be similar)