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Introduction

The experiment aim to utilize such resource to analyse electricity usage habit. A similar work have been done by Kalaiselvi[1] who tried to relate energy consumption to other geographical feature. This experiment will try to mine my own electric usage to visualize and examine usage habit.

Data

alt

Tools

Data Visualization

  • Python 3
  • Pandas 1.2.5
  • Jupyter
  • Matlibplot 3.4.2

Data analysis

  • Python 3
  • Pandas
  • Scikit 0.24.2

Data crawling

  • NodeJS 15.14
  • Objects-to-csv
  • Node-fetch

Visualization

Raw Data

picture 1

picture 3

Grouped Data

picture 2

Scatter Plot

picture 4

Clustering (K-means)

picture 5

Regression (Polynomial)

picture 6