Broadway runs through a steep valley in this part of Manhattan, somewhere out of sight beneath all those barren limbs. You can see the top of the cliff on the other side of the valley, where street level is considerably higher than the roofs of the multi-story buildings one block closer to the camera.
The valley like a natural defence. You see a quite difference two neighborhood on both side.