Whoa. This one is amazing. James Buchanan was the president when this photo was taken — unless it was early that year, then it was Franklin Pierce.

Source: Library of Congress
The conservatory was eventually demolished to be replaced by the West Wing.
That IS an amazing photo. I sure would love to have one just like it.