DataPackage Viewer


REFIT: Electrical Load Measurements

Collection of this dataset was supported by the Engineering and Physical Sciences Research Council (EPSRC) via the project entitled Personalised Retrofit Decision Support Tools for UK Homes using Smart Home Technology (REFIT), which is a collaboration among the Universities of Strathclyde, Loughborough and East Anglia. The dataset includes data from 20 households from the Loughborough area over the period 2013 - 2015. Additional information about REFIT is available from www.refitsmarthomes.org. — Read more

Data Files

house_1.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Chest Freezer
Appliance3 6 integer Upright Freezer
Appliance4 7 integer Tumble Dryer
Appliance5 8 integer Washing Machine
Appliance6 9 integer Dishwasher
Appliance7 10 integer Computer Site
Appliance8 11 integer Television Site
Appliance9 12 integer Electric Heater

house_10.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Magimix (Blender)
Appliance2 5 integer Freezer
Appliance3 6 integer Chest Freezer (In Garage)
Appliance4 7 integer Fridge-Freezer
Appliance5 8 integer Washing Machine
Appliance6 9 integer Dishwasher
Appliance7 10 integer Television Site
Appliance8 11 integer Microwave
Appliance9 12 integer Kenwood KMix

house_11.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Fridge-Freezer
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Computer Site
Appliance6 9 integer Microwave
Appliance7 10 integer Kettle
Appliance8 11 integer Router
Appliance9 12 integer Hi-Fi

house_12.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Television Site(Lounge)
Appliance3 6 integer Microwave
Appliance4 7 integer Kettle
Appliance5 8 integer Toaster
Appliance6 9 integer Television Site(Bedroom)
Appliance7 10 integer Not Used
Appliance8 11 integer Not Used
Appliance9 12 integer Not Used

house_13.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Television Site
Appliance2 5 integer Unknown
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Tumble Dryer
Appliance6 9 integer Television Site
Appliance7 10 integer Computer Site
Appliance8 11 integer Microwave
Appliance9 12 integer Kettle

house_15.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Tumble Dryer
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Computer Site
Appliance6 9 integer Television Site
Appliance7 10 integer Microwave
Appliance8 11 integer Kettle
Appliance9 12 integer Toaster

house_16.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer (1)
Appliance2 5 integer Fridge-Freezer (2)
Appliance3 6 integer Electric Heater (1)?
Appliance4 7 integer Electric Heater (2)
Appliance5 8 integer Washing Machine
Appliance6 9 integer Dishwasher
Appliance7 10 integer Computer Site
Appliance8 11 integer Television Site
Appliance9 12 integer Dehumidifier/Heater

house_17.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Freezer (Garage)
Appliance2 5 integer Fridge-Freezer
Appliance3 6 integer Tumble Dryer (Garage)
Appliance4 7 integer Washing Machine
Appliance5 8 integer Computer Site
Appliance6 9 integer Television Site
Appliance7 10 integer Microwave
Appliance8 11 integer Kettle
Appliance9 12 integer Plug Site (Bedroom)

house_18.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge(garage)
Appliance2 5 integer Freezer(garage)
Appliance3 6 integer Fridge-Freezer
Appliance4 7 integer Washer Dryer(garage)
Appliance5 8 integer Washing Machine
Appliance6 9 integer Dishwasher
Appliance7 10 integer Desktop Computer
Appliance8 11 integer Television Site
Appliance9 12 integer Microwave

house_19.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge & Freezer
Appliance2 5 integer Washing Machine
Appliance3 6 integer Television Site
Appliance4 7 integer Microwave
Appliance5 8 integer Kettle
Appliance6 9 integer Toaster
Appliance7 10 integer Bread-maker
Appliance8 11 integer Lamp (80Watts)
Appliance9 12 integer Hi-Fi

house_2.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Washing Machine
Appliance3 6 integer Dishwasher
Appliance4 7 integer Television
Appliance5 8 integer Microwave
Appliance6 9 integer Toaster
Appliance7 10 integer Hi-Fi
Appliance8 11 integer Kettle
Appliance9 12 integer Oven Extractor Fan

house_20.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Freezer
Appliance3 6 integer Tumble Dryer
Appliance4 7 integer Washing Machine
Appliance5 8 integer Dishwasher
Appliance6 9 integer Computer Site
Appliance7 10 integer Television Site
Appliance8 11 integer Microwave
Appliance9 12 integer Kettle

house_21.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Tumble Dryer
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Food Mixer
Appliance6 9 integer Television
Appliance7 10 integer Kettle/Toaster
Appliance8 11 integer Vivarium
Appliance9 12 integer Pond Pump

house_3.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Toaster
Appliance2 5 integer Fridge-Freezer
Appliance3 6 integer Freezer
Appliance4 7 integer Tumble Dryer
Appliance5 8 integer Dishwasher
Appliance6 9 integer Washing Machine
Appliance7 10 integer Television
Appliance8 11 integer Microwave
Appliance9 12 integer Kettle

house_4.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Freezer
Appliance3 6 integer Fridge-Freezer
Appliance4 7 integer Washing Machine (1)
Appliance5 8 integer Washing Machine (2)
Appliance6 9 integer Computer Site
Appliance7 10 integer Television Site
Appliance8 11 integer Microwave
Appliance9 12 integer Kettle

house_5.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Tumble Dryer
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Computer Site
Appliance6 9 integer Television Site
Appliance7 10 integer Combination Microwave
Appliance8 11 integer Kettle
Appliance9 12 integer Toaster

house_6.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Freezer (Utility Room)
Appliance2 5 integer Washing Machine
Appliance3 6 integer Dishwasher
Appliance4 7 integer MJY Computer
Appliance5 8 integer Television Site
Appliance6 9 integer Microwave
Appliance7 10 integer Kettle
Appliance8 11 integer Toaster
Appliance9 12 integer PGM Computer

house_7.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Freezer (Garage)
Appliance3 6 integer Freezer
Appliance4 7 integer Tumble Dryer
Appliance5 8 integer Washing Machine
Appliance6 9 integer Dishwasher
Appliance7 10 integer Television Site
Appliance8 11 integer Toaster
Appliance9 12 integer Kettle

house_8.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge
Appliance2 5 integer Freezer
Appliance3 6 integer Dryer
Appliance4 7 integer Washing Machine
Appliance5 8 integer Toaster
Appliance6 9 integer Computer
Appliance7 10 integer Television Site
Appliance8 11 integer Microwave
Appliance9 12 integer Kettle

house_9.csv

Field Information

Field Name Order Type (Format) Description
Time 1 datetime (fmt:%Y-%m-%d %H:%M:%S) DateTime
Unix 2 integer UNIX TIMESTAMP (UCT)
Aggregate 3 integer Aggregate
Appliance1 4 integer Fridge-Freezer
Appliance2 5 integer Washer Dryer
Appliance3 6 integer Washing Machine
Appliance4 7 integer Dishwasher
Appliance5 8 integer Television Site
Appliance6 9 integer Microwave
Appliance7 10 integer Kettle
Appliance8 11 integer Hi-Fi
Appliance9 12 integer Electric Heater

README

REFIT: Electrical Load Measurements (Cleaned)

This folder contains a very simple example of a Data Package derived from the cleaned REFIT Electrical Load Measurements database.

  • Makefile: A simple script that downloads the source zipped dataset into a folder called archive/ and unzips into a folder called data/.
  • create_datapackage.ipynb: This Jupyter notebook uses metadata.yml to create a basic Data Package on disk of the downloaded files. metadata.yml was created as a more machine-readable version of the original source readme
  • datapackage.json: The Data Package descriptor file (see http://specs.frictionlessdata.io/data-packages/ for details)
  • example.R: Example R script using the datapkg library. datapkg uses the datapackage.json to load the data and metadata into R
  • Rplots.pdf: Output of example.R

General Information

7zip required (brew install p7zip on Mac OS X)

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