Network Language Toolkit

Making large-scale government correspondence searchable by combining network analysis with natural language processing.

Live tool

Search the Flint Water Crisis archive

Meaning-based search, running in your browser, over 300,000+ documents released under Freedom of Information Act requests from the Flint Water Crisis in Flint, MI (USA).

Search the Flint archive

Free, no sign-up · 300,000+ FOIA documents

About the project

Digital correspondence is a rich record of how social networks form and act, including the often obscure dynamics of government decision-making. Thanks to the Freedom of Information Act (FOIA) and other public records laws, troves of intragovernmental correspondence are publicly available for analysis, yet routinely published in practically inaccessible formats: scanned printouts of email chains.

Data science tools have a significant role to play in revealing the insights locked away in these datasets. The toolkit provides:

The toolkit is under active development and headed for an open-source release. Its testbed is a 300,000+ image dataset of FOIA responses from the Flint Water Crisis, which you can explore now with the search tool.