CASAS Smart Home dataset - free living, motion, door, activity labels

This dataset represents ambient data collected longitudinally in 189 community homes. The data are collected over 18 years, from 2007 to 2024. This is a resource for analyzing naturalistic behavior in a home and building activity recognition models that operate in the wild. Data are collected continuously from ambient sensors while residents perform their normal routines. The data fields are date, time, sensor identifier, and message. The sensors consist of PIR (motion) sensors and magnetic door (open/close) sensors. Sensors are attached to ceilings and identified by their location in the home (e.g., Bathroom, Bedroom, DiningRoom, Bed, Bath, OfficeChair). If a home contains more than one room of a given type, the corresponding sensors are distinguished by a trailing letter to differentiate the rooms (e.g., BedroomA, BedroomB). The lens of most motion sensors are constrained to cover a 1 meter diameter area. To detect movement in a larger area, an unconstrained sensor is angled to cover an entire room or region and is indicated by Area (e.g., BedroomArea). There is one file per home. Some of the homes also include floorplans. Additionally, data from some of the homes is labeled with activities by an external annotator. The homes in this dataset are listed below with the number of residents. Note: Other CASAS smart home and smartwatch datasets are also available, look for more at https://zenodo.org/communities/casas. Home(s) #Residents Home #Residents Home #Residents hh101-hh106 hh108-hh120 hh122-hh130 1 hh: older adults living independently in retirement community hh107, hh121 2 rw101, rw103, rw105, rw106, rw107 1 rw: older adults living independently in retirement community rw104, rw110 2 mv101 1 mv: older adult living independently in retirement community tm001-tm003, tm005-tm011, tm013-tm022, tm026, tm029, tm032, tm035-tm043 1 tm: older adults living independently in retirement community tm004, tm024, tm027, tm030, tm033 2 ihs07, ihs11, ihs12, ihs21, ihs28, ihs35, ihs37, ihs38, ihs40, ihs58, ihs59, ihs68, ihs70, ihs75, ihs80, ihs84, ihs85, ihs95, ihs96, ihs107, ihs108, ihs114, ihs118 1 ihs: community-dwelling older adults ihs06, ihs08, ihs09, ihs22, ihs25, ihs60, ihs98, ihs100, ihs101, ihs104, ihs115, ihs116, ihs117, ihs121 2 ihs14, ihs31, ihs93, ihs99, ihs109, ihs119, ihs120, ihs123, ihs124, ihs125 >2 mva001-mva002 unknown mva: community-dwelling older adults mn57, mn77, mn82, mn85 1 mv: community-dwelling older adults mn50, mn62, mn64, mn79, mn83, mn86 2 mn33, mn51, mn58, mn59, mn61, mn71, mn73, mn76 >2 atmo1, atmo2, atmo4, atmo6-atmo10 unknown atmo: community-dwelling families shib003-shib024, shiblsdf unknown shib: community-dwelling families aruba 1 community-dwelling older adult milan 2 cairo, paris >2 navan 1 community-dwelling adults tulum 2 laval >2 kyoto10-21 2 community-dwelling adults, different residents each year