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Bird Survey

Uses a LLM (Google Gemini) to process hand-written bird survey forms (scanned PDFs) into a spreadsheet, via a json schema:

raw-data json excel

The app is deployed here.

Running locally

CLI

Requires a .env file with a model and API key, e.g.

GEMINI_MODEL=gemini-2.5-flash-preview-04-17
GEMINI_API_KEY=<your-api-key>

To run CLI:

python process.py <path-to-pdfs>

Web app

To run streamlit app

streamlit run app.py

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