---
name: "pandas-data-cleaner"
description: "Automate dirty dataset cleaning, missing value imputation, type casting, and outlier detection."
---

# Pandas & Polars Dataset Cleaner

Processes gigabyte-scale CSV, Parquet, and JSON datasets with high-speed Polars and Pandas expressions.

## Instructions and Rules
1. Read existing repository patterns before making modifications.
2. Adhere strictly to the workspace directory boundaries.
3. Verify changes with unit or integration tests before concluding.