Description: AMPds: The Almanac of Minutely Power Dataset (including water and natural gas consumption). A public dataset for load disaggregation and eco-feedback research.
energy (6060) water (5839) power (3305) electricity (899) natural gas (435) time series (62) consumption (62) dataset (49) disaggregation (4) eco-feedback (1)
The AMPds dataset has been release to help load disaggregation/NILM and eco-feedback researchers test their algorithms, models, systems, and prototypes. AMPds contains electricity, water, and natural gas measurements at one minute intervals — a total of 1,051,200 readings per meter for 2 years of monitoring. Weather data from Environment Canada's YVR weather station has also been added. This hourly weather data covers the same period of time as AMPds and includes a summary of climate normals observed from t
For details about AMPds please read my Nature's Scientific Data journal paper . If you use this dataset in your research you must cite this journal paper. Here are example references, the BibTeX record, and the RIS record:
NILM Researchers Note: If you only want a single file with all the sub-/meter power data you can directly download the Electricity_P.csv file. If you use NILMTK you can download the HDF5 file AMPds.h5 .