# Using word embedding for environmental violation analysis: Evidence from Pennsylvania unconventional oil and gas compliance reports

arXiv: https://arxiv.org/abs/2112.01224 · HTML: https://mlsanity.com/paper/2112.01224/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 0 of its 33 references that are in the map.
- First posted on arXiv 10 Nov 2021.

## Built on by (most cited first, 1 of 1)

- [Explainable Natural Language Processing for Corporate Sustainability Analysis](https://mlsanity.com/paper/2407.17487/) (2024)

## Abstract (arXiv)

With the booming of the unconventional oil and gas industry, its inevitable damage to the environment and human health has attracted public attention. We applied text mining on a total 6057 the type of Environmental Health and Safety compliance reports from 2008 to 2018 lunched by the Department of Environmental Protection in Pennsylvania, USA, to discover the intern mechanism of environmental violations.