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Electricity Processing

Project to download from AWS S3 and analyse electricity demand and price data that has been from WiFi enable smart plug. Serves as a follow up to https://github.com/Vlasko/electricity-upload which lives on a Raspberry Pi and collects, then uploads the data to S3.

To use this project AWS keys will need to be saved in the necessary folders.

Downloading

Files not stored on machine can be downloaded by running downloading.py, and can then be graphed using graphing.py

Analysis

I have started to experiment with using ML to fill the gaps in the data, so far the best model is ARIMA (4,1,0) on the first 1,000 data points.

Image of ARIMA Model

To Do

  • Update ReadMe
  • Amend keys storage to allow other users to save their own keys
  • Create setup.py to create necessary file structure to store data

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Processing of energy data collected through TP Link Smart Plug with Energy Monitoring

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