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uciml-dataset.md

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UCI ML household dataset

The UCI ML dataset contains 2,075,259 measurements gathered in a house located in Sceaux (7km of Paris, France) between December 2006 and November 2010 (47 months).

Measurements available out-of-the-box

  • date: Date in format dd/mm/yyyy
  • time: time in format hh:mm:ss

Domain specific features

  • 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.

Notes

  1. (global_active_power*1000/60 - sub_metering_1 - sub_metering_2 - sub_metering_3) represents the active energy consumed every minute (in watt hour) in the household by electrical equipment not measured in sub-meterings 1, 2 and 3.

  2. The dataset contains some missing values in the measurements (nearly 1,25% of the rows). All calendar timestamps are present in the dataset but for some timestamps, the measurement values are missing: a missing value is represented by the absence of value between two consecutive semi-colon attribute separators. For instance, the dataset shows missing values on April 28, 2007.