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# User Guide: Ghana Agricultural Geospatial Layers

## What this repository is

Catalogue and builder guidance for Ghana-relevant soil, water-productivity, and geospatial layers where bulk payloads require source-specific retrieval.

## How to use it

1. Start with `data/dataset_registry.parquet` to understand source coverage, license status, access class, and limitations.
2. Check `metadata/SOURCE_MANIFEST.json` before using any source-specific file.
3. If `data/source/` exists, those files are copied source payloads that passed this release's redistribution gate.
4. If `data/processed/crop_observations.parquet` exists, use it for long-format analysis with row-level provenance.
5. If a row is controlled, restricted, application-required, or unclear-license, use the metadata and source URL to obtain authorization from the original publisher. Do not treat the row as redistributed data.

## Included payload status

- Source payload files: `0`
- Processed crop observation rows: `0`
- Benchmark rows: `0`

## Attribution

Credit the original data producer named in the registry for any source data. Credit Sinuosity Physical Intelligence Lab for the interoperability, provenance, processing, and benchmark packaging layer.