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I think I discovered a small bug when running cell 17. The MultiIndex constructor takes "codes" not "labels" as its input when doing the internal encoding. Tested on pandas 2.2.2.

The original error was: TypeError: new() got an unexpected keyword argument 'labels'

The MultiIndex constructor takes "codes" not "labels" as its input when doing the internal encoding. Tested on pandas 2.2.2
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