Individual household electric power consumption Data Set
Abstract: Measurements of electric power consumption in one household with a one-minute sampling rate over a period of almost 4 years. Different electrical quantities and some sub-metering values are available.
Data Set Characteristics | Number of Instances | Area | Attribute Characteristics | Number of Attributes | Date Donated | Associated Tasks | Missing Values |
---|---|---|---|---|---|---|---|
Multivariate, Time-Series | 2075259 | Physical | Real | 9 | 2012-08-30 | Regression, Clustering | Yes |
Georges Hebrail (georges.hebrail '@' edf.fr), Senior Researcher, EDF R&D, Clamart, France
Alice Berard, TELECOM ParisTech Master of Engineering Internship at EDF R&D, Clamart, France
This archive contains 2075259 measurements gathered in a house located in Sceaux (7km of Paris, France) between December 2006 and November 2010 (47 months).
Notes:
date
: Date in format dd/mm/yyyy
time
: time in format hh:mm:ss
global_active_power
: household global minute-averaged active power (in kilowatt)global_reactive_power
: household global minute-averaged reactive power (in kilowatt)voltage
: minute-averaged voltage (in volt)global_intensity
: household global minute-averaged current intensity (in ampere)sub_metering_1
: energy sub-metering No. 1 (in watt-hour of active energy). It corresponds to the kitchen, containing mainly a dishwasher, an oven and a microwave (hot plates are not electric but gas powered).sub_metering_2
: energy sub-metering No. 2 (in watt-hour of active energy). It corresponds to the laundry room, containing a washing-machine, a tumble-drier, a refrigerator and a light.sub_metering_3
: energy sub-metering No. 3 (in watt-hour of active energy). It corresponds to an electric water-heater and an air-conditioner.N/A
This dataset is made available under the “Creative Commons Attribution 4.0 International (CC BY 4.0)” license
Variants: Electricity
This dataset is used in 2 benchmarks:
Task | Model | Paper | Date |
---|---|---|---|
Multivariate Time Series Forecasting | GLinear | Bridging Simplicity and Sophistication using … | 2025-01-02 |
Core set discovery | EvoCore | Uncovering Coresets for Classification With … | 2020-02-20 |
Recent papers with results on this dataset: