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UK Domestic Appliance-Level Electricity (UK-DALE) dataset

Summary: UK-DALE dataset captures electricity usage at appliance level and whole-house mains in UK homes, recording power demand and high-frequency voltage/current.

Parameter Value
Name UK Domestic Appliance-Level Electricity (UK-DALE) dataset
Labeled Yes
Time Series Yes
Simulation No
Missing Values No
Dataset Characteristics Time-Series, Multivariate
Feature Type Real
Associated Tasks Regression, Clustering
Number of Instances INA
Number of Features INA
Date Donated INA
Source Jack Kelly's Website

Dataset Information

This dataset records the power demand from five houses. In each house, we record both the whole-house mains power demand every six seconds as well as power demand from individual appliances every six seconds. In three of the five houses (houses 1, 2, and 5) we also record the whole-house voltage and current at 16 kHz.

To download the disaggregated data as ZIPPED CSV files, please download ukdale.zip from the UKERC EDC. It's 3.5 GBytes in size so will take a while to download! For other formats, please keep reading...

Each release of the dataset is labelled with the month and year. The most recent (and final) release is for April 2017. UK-DALE now includes 4.3 years of data for house 1.

Tags

Energy consumption, Smart homes, High-frequency data, Time-series analysis, Appliance monitoring

References

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