To investigate the influence of kinetic parameters isolated from each other, multiple simplified and varied mechanisms are derived from the prototype described in table by, e.g, varying the surface reaction rate of R4. An exhaustive overview over all generated mechanisms can be taken from appendix SI B. All samples generated with the same operational and mechanistic settings make up a data set and are used for training. Through combination of different operational and mechanistic settings multiple datasets can be dynamically created. The default data set contains 10 000 individual states. 20 % of a data set is used as holdout (or test) data not supplied during network training.