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Use of LazyFrames for Polars implementation #52

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@adamamer20

Polars has a lazy API, which allows for query optimization. Currently, AgentSetPolars and PolarsMixins are implemented with the eager API, which may lead to a significant performance loss. Collection could be done at each step.

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