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Pakistan-Residential-Electricity-Consumption (PRECON)

A repo to host analysis on PRECON dataset

The PRECON Dataset

PRECON is a first of its kind extensive dataset of electricity consumption patterns of users in developing countries. The dataset has been collected through smart meters over a period of one year and comprise of data of users belonging to different demographics and different social and financial backgrounds. It provides details of electricity consumption data and meta-data of houses opted for data collection. Also, provided are the details on high electricity consumption devices and the load profile of the whole house. The aim of this data collection and processing exercise is to understand the electricity consumption patterns of users in the developing world. A sound realization of consumption patterns can help in the development of intelligent smart grids and better demand-side management tools.

The dataset and paper can be found here

Analysis

An exploratory data analysis is conducted in this code base and hosted in the form of an streamlit app which can be accessed here.

It covers:

  • Dataset variables overview

Variables Overview

  • Realtionship between all the variables of the dataset in the form of scatter plots

Variable Scatterplots

  • Visualizing distribuition of houses w.r.t variables

House Distributions

  • Total and appliance wise consumption of each house througt the whole time period

House consumption timeseries graphs

  • Consumption pattern of each house for all months of the year

Monthly consumption patterns

Citation

If you find this repository useful, please consider citing it:

@misc{author2024,
  title = {Pakistan Residential Electricity Consumption},
  author = {Ghulam Jilani Raza},
  year = {2024},
  howpublished = {\url{https://github.com/gj-raza/Pakistan-Residential-Electricity-Consumption}},
}

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A repo to host analysis on PRECON dataset

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