---
license: cc-by-4.0
language:
  - en
pretty_name: Certvas AF-MACRO sample
tags:
  - finance
  - fundamentals
  - procurement
  - africa
  - emerging-markets
  - point-in-time
size_categories:
  - n<1K
---

# AF-MACRO — sample package

License-clean African & emerging-markets macroeconomic indicators, cited to their published source series, provenance-documented. See PROVENANCE.md and LICENSE.txt.

## Quickstart

```python
import duckdb, pandas as pd
df = duckdb.sql("select * from 'data/gold_macro.parquet'").df()  # or read_csv
df = pd.read_parquet('data/gold_macro.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.