Evaluating household power consumption.
The dataset for this project is available for free on kaggle: https://www.kaggle.com/datasets/uciml/electric-power-consumption-data-set/
Extact the zip folder to path and open using your preferred library.
In this demonstration, I analyzed household power consumption data spanning 4 years. (47 months).
the data patterns were modelled and displayed using 2d plots.
Using the avaialable models, we can make some prediction of what the future datapoints might be.
About Dataset
Context: 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: Multivariate, Time-Series
Analytical goals.: Regression, Clustering, visualization
Data Set Information:
This archive contains 2075259 measurements gathered between December 2006 and November 2010 (47 months). 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.
Attribute Information: 1.date: Date in format dd/mm/yyyy
2.time: time in format hh:mm:ss
3.global_active_power: household global minute-averaged active power (in kilowatt)
4.global_reactive_power: household global minute-averaged reactive power (in kilowatt)
5.voltage: minute-averaged voltage (in volt)
6.global_intensity: household global minute-averaged current intensity (in ampere)
7.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).
8.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.
9.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.
cheers,
@Jonah_emeka.