This is a pre-print paper submitted to the IEEE Open Journal of Intelligent Transportation Systems. The paper presents a study that uses a Swiss synthetic travel demand where car drivers and passengers are modelled separately to identify group travellers for a dynamic ridesharing simulation. Edit: Updating with a revised paper