# 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.