This is definitely not what the square looks like today. This series of photos, courtesy of the Smithsonian, depict a far more tranquil and pleasant Farragut Square back in 1919.

This is a view from the top of the Washington Monument, sometime late in 1940s. You’ll see old temporary buildings occupying the current site of the Museum of American History.