Concept of safety clashes is introduced Safety risk attribute data sets are represented as weighted undirected graphs Data mining is applied to graphs and attribute data to identify safety clashes Qualitative analysis of the output shows promising potential of the methodology The “accident as attribute network perturbations” theory is introduced