It contains a summary of relevant literature, the catalyst synthesis procedures, and sample ID's, details about the catalyst tests, probe reactions, and characterization techniques (CO oxidation, nitrogen adsorption, chemical analysis, XRD, TPR/O, XPS and NAP-XPS), further details on the AI analysis, the raw data of the catalyst test, the raw data of CO oxidation, a detailed description of the XRD characterization, as well as additional tables and figures concerning analysis of surface area, textural properties, surface composition and oxidation states, electronic properties, as well as further AI analysis. The handbook describing the protocols for catalyst synthesis, characterization and testing is also available as a supplementary file.