Arimancy/pjm-demand-weather

145 downloads in 30 days2 likesLast modified 25 Oct 2026View on Hugging Face

The declared licence (cc-by-4.0) is classified as permissive.

Declared licence: cc-by-4.0, from the tagEvidence: README.md at 58b98c0
Licence files: LICENSE.txt, detected as cc-by-4.0Evidence: LICENSE.txt at 58b98c0
Declared sources: None listed in the card metadata
Access gated on Hugging Face: No

Each cell links to what was checked: a file, a file list or a Hub record.

Citation text from the card

This dataset is published by **Arimancy LLC** under **CC BY 4.0**. The full
license text and the attribution target also ship in the package as
`LICENSE.txt`.

- **EIA-930** demand data: U.S. Energy Information Administration, Form
  EIA-930 / Hourly Electric Grid Monitor (US public domain). *Source: U.S.
  Energy Information Administration (Oct 2026).*
- **PUDL**: cleaned and imputed EIA-930 demand via [Catalyst Cooperative's
  Public Utility Data Liberation (PUDL) project](https://catalyst.coop/pudl/).
  PUDL's data and documentation are published under CC-BY-4.0.
- **Weather data by [Open-Meteo.com](https://open-meteo.com/)** (CC BY 4.0).
  ERA5: Hersbach et al. (2023), ECMWF, doi:10.24381/cds.adbb2d47.
- Population estimates: U.S. Census Bureau (US public domain).

Built and maintained by [**Arimancy**](https://arimancy.com/) (Arimancy
LLC). Dataset page:
[arimancy.com/datasets/pjm-hourly-demand-weather](https://arimancy.com/datasets/pjm-hourly-demand-weather).
Also available on
[Kaggle](https://www.kaggle.com/datasets/arimancy/pjm-hourly-demand-weather)
and [Hugging Face](https://huggingface.co/datasets/Arimancy/pjm-demand-weather).
Column-by-column reference: the included `data_dictionary.md`.

All datasets marked Permissive or share-alike | JSON

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dataset_licence({ "id": "Arimancy/pjm-demand-weather" })
signal: "permissive"
stated_licence: "cc-by-4.0"
sources: 0