load-forecasts

Simple project for using weather data to forecast loads

MIT License

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Load Forecasting Experiments

This project is used to develop simple load forecasting models and apps.

If you just want to play around with the nodebooks and code you can do so via Binder.

You should start from the notebooks/overview.ipynb notebook.

The ERCOT data is proprietary and you would need access to the ERCOT data in order to ingest this data.

Installation

Using conda

conda env create -f environment.yml
conda activate load-forecasts

Notebooks

You can now run

jupyter lab

and open the notebooks/overview.ipynb notebook.

App

You can run the app via

panel serve notebooks/app.py --show

Development

Before you git push please clean the notebooks via

jupyter nbconvert --clear-output --inplace notebooks/*.ipynb

For app development with hot reload use

panel serve notebooks/app.py --auto --show
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