In this project I analyzed georeferential data of German buildings, focusing on NRW region. The goal was to find optimal clusters of the buildings based on their location and heat demand. In this project I used several tools for data analysis and visualization such as Pandas, Pyrosm, Geopandas, Sciborn,…