Context These datums represent a multi-agent system for the care of elderly people living at home on their own, with the aim to prolong their independence. The system was designed to provide a reliable, robust and flexible monitoring by sensing the user in the environment, reconstructing the position and posture to create the physical awareness of the user in the environment, reacting to critical situations, calling for help in the case of an emergency, and issuing warnings if unusual behavior was detected. Content **Columns descriptions** - Sequence Name: A01, A02, A03, A04, A05, B01, B02, B03, B04, B05, ...,E05 - A-E represent a person (5 total) - 01, 02, 03, 04, 05 = Tag Numbers - Tag identifiers - ANKLE_LEFT = 010-000-024-033 - ANKLE_RIGHT = 010-000-030-096 - CHEST = 020-000-033-111 - BELT = 020-000-032-221 - Time stamp - Date - Format = dd.MM.yyyy HH:mm:ss:SSS - x coordinate of the tag - y coordinate of the tag - z coordinate of the tag - activity - walking, falling, 'lying down', lying, 'sitting down', sitting, 'standing up from lying', 'on all fours', 'sitting on the ground', 'standing up from sitting', 'standing up from sitting on the ground Acknowledgements B. Kaluza, V. Mirchevska, E. Dovgan, M. Lustrek, M. Gams, An Agent-based Approach to Care in Independent Living, International Joint Conference on Ambient Intelligence (AmI-10), Malaga, Spain, In press Inspiration Given these data, can you classify the persons activity from the tags they wore?