Projects

Open-source Python toolkits for NYC civic data.

citeformerstable

pip install citeformer

Verifiably-cited LLM text via constrained decoding

Docs PyPIv0.3.0

nyc-geo-toolkitstable

pip install nyc-geo-toolkit

Shared geography foundation — boundaries, normalization, and spatial helpers

Docs PyPIv0.4.1

nyc311stable

pip install "nyc311[all]"

311 complaint analysis — SDK, CLI, and a factor-factory adapter

Docs PyPIv1.0.3

subway-accessstable

pip install "subway-access[factor-factory,tearsheets]"

NYC subway accessibility — stations, outages, and tract-level need

Docs PyPIv0.5.1

factor-factorystable

pip install "factor-factory[all]"

Panel + engine framework for causal / econometric analysis

Docs PyPIv1.0.3

jellycellstable

pip install "jellycell[server]"

Plain-text notebooks with content-hashed caching

Docs PyPIv1.4.0