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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.