An NTUA Diploma Thesis titled “Investigation of the effect of pandemic restriction measures on Greek driving behaviour during COVID-19 through deep learning techniques” was recently presented by Aspasia Gonidi. This Diploma Thesis revealed that covid-19 cases’ increase lead to harsh accelerations increase, probably due to psychological pressure but also due to lower traffic volumes on the roads. Furthermore, the different effects of the two covid-19 “waves” on driver behaviour are highlighted.