# Official Statistics Verification

VIMS instance for official-statistics.

## Related Article
[/insights/the-problem-with-official-statistics/](https://landvex.com/insights/the-problem-with-official-statistics/)

## Anomaly Classes
- aggregation_bias
- incentive_distortion
- conceptual_mismatch
- time_lag
- underreporting

## Quick Start

1. Add training images to `data/raw/`
2. Annotate using LabelImg (YOLO format)
3. Run preprocessing: `python src/detector.py`
4. Train model: `python src/detector.py --train`
5. Run inference: `python src/detector.py --predict data/test/image.jpg`

## API

Once deployed, access via:
- REST: `POST /api/official-statistics/predict`
- WebSocket: `ws://host/ws/official-statistics/alerts`