FLOCKWATCH / OPEN ARTIFACTS

Data + Reproduction

Download the manuscript, derived tables, source ledgers, inference rows, bibliography, and cryptographic provenance manifest.

SHA-256 provenancemachine-readablepublic inputs

The repository contains the complete transformation code and derived outputs. Original third-party datasets are fetched from their publishers rather than silently republished when redistribution terms are unclear.

Paper editions

Paper · PDFprint edition Paper · HTMLstandalone edition Paper · Markdownsource edition References · BibTeX25 records

Derived analytical outputs

Top-line resultsJSON Atlas state recordsCSV Atlas vendor recordsCSV State camera rankingsCSV 600 OCR inferencesCSV OCR summaryJSON

Evidence ledgers

Incident registryCSV · 13 rows Legal casesCSV Literature ledgerCSV Governance controlsCSV · 12 rows Input catalogJSON SHA-256 manifestJSON Source link audit50 URLs · 0 hard failures

Reproduce locally

git clone https://git.catalystgroup.tech/herman/flockwatch.git
cd flockwatch
python3 -m venv .venv
.venv/bin/pip install -e '.[dev]'
make check

make check fetches public inputs, regenerates analysis and OCR artifacts, builds the manuscript, runs tests and lint, and builds the Hugo site.

Data licenses

Eyes Off Indiana publishes its datasets under CC BY 4.0 with database contents under ODbL 1.0. Fast Plate OCR is MIT licensed. Other inputs retain their publishers' terms; each source record includes a license note or an explicit “not stated” field. Original source ownership is not transferred by this project.