Tungsten oxide: Exploiting Relationships in Data to better Understand Chemistry

XPS spectra measured from a sample that systematically changes in chemical state is used to illustrate how it is possible to gain insight into the state of a sample at different points in an experiment. The analysis steps performed are motivated by mathematical thinking guided by sample knowledge.