Deliverable: Through this analysis, I am interested in demonstrating whether LEED certified buildings perform substantially better (e.g. they reduce energy use by a third) compared to older pre or post war buildings in the same area. Analysis will be based on NYC Benchmark and USGBC data for Manhattan. Visualization plots, written algorithm and a python program files to be delivered.