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What is this Python project?

FireDucks Pandas is a high-performance, parallelized version of the Pandas library, designed to accelerate data processing by leveraging distributed computing. It features:

  • Parallelized operations: Speeds up data transformations and computations by distributing workloads across multiple cores or nodes.
  • Seamless integration: Compatible with existing Pandas code, requiring minimal changes to migrate.
  • Scalability: Handles larger-than-memory datasets efficiently by leveraging distributed systems.
  • Optimized performance: Ideal for big data workflows, reducing processing time significantly.

What's the difference between this Python project and similar ones?

  • Distributed computing: Unlike standard Pandas, FireDucks Pandas is built for parallel execution, making it faster for large-scale data tasks.
  • Ease of use: Maintains the familiar Pandas API, allowing users to scale their workflows without rewriting code.
  • Scalability focus: Designed to handle datasets that exceed the memory limits of a single machine, unlike traditional Pandas.

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Like it

@itsher4202
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Well done 👍

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@vinta
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vinta commented Jul 5, 2025

Thank you for your contribution to awesome-python!

However, this PR cannot be accepted because: Creating config file, not adding a Python library

This repository is specifically for curating awesome Python libraries, frameworks, and software.
Please review our contribution guidelines which explain that each PR should add a single Python project to the list.

If you have a Python library or framework you'd like to submit, please create a new PR following the guidelines.

@vinta
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vinta commented Jul 5, 2025

Closing as this PR is not adding a Python library.

@vinta vinta closed this Jul 5, 2025
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6 participants