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Fireducks is a modern alternative to Pandas offering up to 141x performance improvement through multi-core processing and lazy execution. It maintains complete API compatibility with Pandas (requiring only an import change) while providing significant speed improvements over other alternatives like DuckDB and Polars. Its optimization capabilities and efficient execution make it a compelling replacement for data processing workflows.