# BotSwan Audit Report

## Chart Summary

- **Type:** line
- **X-axis:** Year
- **Y-axis:** Value
- **Time range:** 2019–2024

## Extracted Claims

- Aggregate trend reverses within groups

## Notes

Aggregate trend reverses within groups

## Planned Checks

### Example statistical check

Frozen audit demonstration check

## Compute Results

## Violations

### Simpson's paradox

- **Severity:** major
- **Code:** aggregation_trap

Overall trend is positive while every subgroup trend is negative.