New Sensor Data Visualizations
Machine learning algorithms begin learning patterns when HomeEXCEPT powers up and after 10 days of collecting data, the movement pattern map for each sensor takes on a smarter appearance. As usual, a circle on the map indicates that movement was detected in that hour, and a cluster indicates that movements occurred in consecutive hours. After the initial learning period, these patterns begin to be classified as “usual” (this is a movement that usually occurs at this time), “different” (a movement was detected that is different from what’s normally observed), and “expected” (this dotted line display means that the system expected a movement that did not end up happening).
In addition to the new classification of the movement pattern map, you’ll notice on mobile that the map is visible in 8 hr increments. The current day is highlighted at the bottom and is shown along with the last 28 days to help you identify emerging patterns. Simply scroll left to right to view a different 8 hour period and scroll down to see history. Movement and No-Movement notifications are also indicated. Note that the detailed movement graph plotting all detected individual movements is removed from the mobile view but can still be reviewed on the desktop version at homeexcept.app.
Along with movement, two other tabs at the bottom of the screen show climate information and a new data summary screen. The climate tab displays temperature and humidity graphs that are now separated into more visually pleasing displays allowing you to view environmental data for the last 24 hours. Climate related notifications are also indicated.
The newly added Summary tab displays an overview of sensor statistics after 10 days of collecting data. Check here regularly to see an overview of yesterday’s data (top, larger blue number) compared to averages for the previous week (smaller, grey number). Here you’ll also see first/last movement, most active/least active times, and minimum, maximum, and average stats for temperature and humidity.