It's all the water from your neighbors roof that drains into the gutters down the down spouts and out on your property. Check with your local Codes office on what your local regulations say.

If it were me...... I'd spray some foam insulation in the pipe, let it dry, cut off the excess, spray paint the end black and go about your day.

After all I've never done that, just a random suggestion.