This paper presents an implemented context recognition system that enables caregivers to query and visualize daily activities of elderly who live in their own homes. The system currently serves several homes across Europe and provides caregivers with the ability to correlate activities with specific health indicators. The system also allows to define conditions under which alarms should be raised.