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Reference Issues/PRs

Fixes #25730

What does this implement/fix? Explain your changes.

Looking back, setting the index may be too strict and may be intuitive for third party estimator developers.

Note that setting the columns is still required because estimators like ColumnTransformer has verbose_feature_names_out options that updates the column names. This way get_feature_names_out is consistent with the dataframe out of transform.

Any other comments?

I am placing this on 1.2.2, but I am okay with pushing it to the next release if we do not come with a consensus.

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@glemaitre glemaitre left a comment

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I am fine with this proposal.

@thomasjpfan thomasjpfan added this to the 1.2.2 milestone Mar 8, 2023
@thomasjpfan thomasjpfan added the To backport PR merged in master that need a backport to a release branch defined based on the milestone. label Mar 8, 2023
@thomasjpfan thomasjpfan mentioned this pull request Mar 8, 2023
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@jeremiedbb jeremiedbb left a comment

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Let's squeeze it in 1.2.2

@jeremiedbb jeremiedbb merged commit cc8228e into scikit-learn:main Mar 8, 2023
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@thomasjpfan in exchange, could you have a new look at #25733 😄

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FeatureUnion not working when aggregating data and pandas transform output selected

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