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@rhendric for now, I do have a working solution to #55767 that is unlikely to cause any regressions and I'll make a PR early next week. I only fixed the bug with duplicate indices causing performance issues -- there's still some room for improvement in general.
Pandas version checks
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Reproducible Example
nlargest is so slow, I think this is question, maybe we should do someting to improve it.
Here, is my code, you can see nlargest use many time more than it should use.
Installed Versions
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Prior Performance
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