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Project description
Whistling Duck
Whistling Duck is a Python library written in DuckDB for data quality logging & checks, it is created to make data quality implementation easy. Detailed Documentation
Why Whistling Duck?
📦 Easy to Install - Install like a standard Python library and implement without any additional setup or configuration
🛠 Easy to Use - Write checks or log data quality status in pure Python and integrate them with new or existing data pipelines
🧩 Easy to learn - Everything is a Python function call, all the functions have uniform signatures for a predictable,easy-to-learn API.
📝 Easy to validate - All operations return JSON outputs that contain input parameters, unique identifiers, operation types, and operation timestamps, ensuring consistent logging without guesswork
🤝 Provides Multi Support - Works with all data structures supported by DuckDB,Pandas and Polars DataFrames, and DuckDB tables with new or existing connections.
🪶 Minimal Dependencies - There are only three dependencies DuckDB , Polars & Pyarrow. Which makes the package lightweight and fast
📚 Well Documented & IDE support - Comes with detailed documentation, docstrings, examples, and Python type hints, providing excellent editor support for code completion.
Installation
pip install whistlingduck
Contributions
Looking forward to contributions and suggestions! Contributions are very much welcome - feel free to open pull requests, suggest improvements, or start discussions. We aim to keep dependencies minimal to maintain simplicity and reliability. Your input helps make this project better.
Discussions
For any suggestions, questions, ideas, please use GitHub Discussions.
Contact
Email: whistlingducklib@gmail.com
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