Data characteristics | Multivariate time series | Type of building(s) | Residential | Date | 2012-2013 |
Type of attributes | Real, Integer | Number of buildings | 1 | Duration | 2 years |
Level of detail | Whole house, circuits level | Location of buildings | Vancouver, Canada | Sampling frequency | Hourly/Minutely/1Hz |
The data set can be accessed from link below. In addition to the data set, information about the details of the dataset, building and measurement equipment can be find in this link .
Data set description
The data AMPds data set contains electricity, water, and natural gas consumption data with minutely resolution. The data are captured from whole house consumption of electricity, gas and water. For electricity consumption data from individual sub circuits are captured as well. The measurements have been collected within two years. And the providers are going to continue capturing and publishing data in future.
The dataset comes in the form of a zip file containing several csv Excel files. Where, each file is named by the ID of the related circuits and appliance, for example DNE.csv refers to data from the Dining room plugs. The IDs are explained in a table that can be found at the above link.
Unix Timestamp (s)
Voltage (V)
Current
Real Energy
Reactive Energy
Apparent Energy
Apparent Power factor
Real Power (W)
Reactive power (VAR)
Apparent power (VA
Displacement Power factor
Frequency(Hz)
Attrbutes for natural gas measurements
Pulse Counter (dm3)
Average Rate (dm3/h)
Instantaneous Rate (dm3/h)
Attrbutes for natural water measurements
Pulse Counter (L)
Average Rate (L/min)
Instantaneous Rate (L/min)
S. Makonin, F. Popowich, L. Bartram, B. Gill, and I. V. Bajic, "AMPds: A Public Dataset for Load Disaggregation and Eco-Feedback Research," in Electrical Power and Energy Conference (EPEC), 2013, pp. 1-6.