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Estimators run with complex data and give wrong results #9528

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@amueller

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@amueller

As discussed on the mailing list, estimators run on complex data without error but might produce wrong results.
We should either raise explicit error messages or ensure correctness in each case.

I think as a first step we should error everywhere, and then enable on an estimator basis.

Do we want to add yet another flag to check_array and check_X_y? That seems the easiest way, though there's already a lot of logic in there....

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