![Enterprise Skill](https://img.shields.io/badge/Enterprise-Skill-orange)

# Data Quality

Scan a FiftyOne Enterprise dataset for image quality issues — including blur, brightness anomalies, low entropy, extreme aspect ratios, and duplicates — and review them interactively in the Data Quality panel.

![Data Quality](https://cdn.voxel51.com/fiftyone-internal-skills/data_quality.webp)

## Requirements

[FiftyOne Enterprise](https://voxel51.com/fiftyone-teams)

[FiftyOne MCP Server](https://github.com/voxel51/fiftyone-mcp-server)

## Usage

Ask your AI assistant:

```default
"Check if my training data has bad images"
"Find all blurry or overexposed images in my dataset"
"Are there duplicates in my dataset?"
"Clean my dataset before training"
```

The skill audits existing quality fields, computes missing metrics as background jobs, presents a quality report with flagged counts per issue type, and opens the Data Quality panel for threshold-based interactive review and tagging.

## See also

[FiftyOne Enterprise docs](https://docs.voxel51.com/teams/index.html)

[FiftyOne Data Quality panel](https://docs.voxel51.com/enterprise/data_quality.html)