Significant amounts of data are collected in buildings. While these have great potential for maximizing the energy efficiency buildings general, only a small portion accessible to researchers, government, and industry analyses. Concerns about privacy one major barriers prohibiting access data. Privacy preservation techniques generally applied this problem not preserve underlying but also improv...