In this post, I will try to guess the hours in which property is occupied by tenants. The prediction will be performed through the use of different arbitrary thresholds in electricity consumption data. The main aim is to find time intervals, which tenants are at home, with high accuracy. For privacy issues, the owner of the data is not represented.
11 Jan 2013, Friday.
Power-consumption hours: 00.00 - 01.00, 05.00 - 08.00, 17.00 - 24.00
12 Jan 2013, Saturday.
Power-consumption hours: 00.00 - 01.00 , 05.00 - 08.00, 11.00 - 14.00, 20.00 - 21.00, 23.00 - 24.00
13 Jan 2013, Sunday.
Power-consumption hours: 00.00 - 02.00 , 08.00 - 13.00, 20.00 - 22.00
14 Jan 2013, Monday.
Power-consumption hours: 06.00 - 22.00
15 Jan 2013, Tuesday.
Power-consumption hours: 00.00 - 01.00 , 06.00 - 08.00, 18.00 - 24.00
16 Jan 2013, Wednesday.
Power-consumption hours: 00.00 - 01.00 , 06.00 - 08.00, 17.00 - 24.00
17 Jan 2013, Thursday.
Power-consumption hours: 00.00 - 01.00 , 05.00 - 08.00, 17.00 - 24.00
Please note that the hours stated above represent the time intervals in which tenants consume observable energy. Hence, we might assume that at least one occupant is at home during these time intervals.
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