metadata
comments: true
description: >-
Explore various utility functions in ultralytics.data.explorer.utils including
schema definitions, batch sanitization, and query results plotting.
keywords: >-
Ultralytics, data explorer, utils, schema, sanitize batch, plot query results,
SQL query, machine learning
Reference for ultralytics/data/explorer/utils.py
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏!