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To ensure reasonable counterfactuals from AutoML, remove extreme treatment values. #91

@mauriciogtec

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@mauriciogtec

I propose to keep the range [2.5%, 97.5%] of treatment values before creating the SpaceEnv to ensure counterfactuals can be reasonably obtained from observed data. Otherwise, AutoGluon could hallucinate or introduce model bias.

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