Exploration and analysis of changes in human bio-metrics, such as heart rate and blood pressure associated with exposure to traumatic events is the primary goal of this article. We aimed at answering the questions on whether there is a significant difference in biometrics observed in the peaceful and disaster times. Overall, we developed and tested a new technique to measure the difference in the indicators of stress during relatively peaceful times, and during natural and human-made disasters and crises. The proposed approach holds significant potential in the context of e-health and mass migration, offering a valuable tool to recognize and address stress in traumatic events resulting from, for example, forced displacement, armed conflicts, and the impacts of climate change.