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# AF-MACRO — sample package
License-clean African & emerging-markets company data — point-in-time, provenance-documented. See PROVENANCE.md and LICENSE.txt.
## Quickstart
```python
import duckdb, pandas as pd
df = duckdb.sql("select * from 'data/gold_fundamentals.parquet'").df() # or read_csv
df = pd.read_parquet('data/gold_fundamentals.parquet')
```
Excel: open any `data/*.csv` directly. Fields are documented in DICTIONARY.md; coverage and freshness in metrics.json.
> This is a truncated free SAMPLE. Full history is in the paid tiers.