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並前往https://datascience.stackexchange.com/questions/88058/is-it-mandatory-to-change-the-dtype-object-to-category-before-label-encoding

Is it mandatory to change the dtype='object' to 'category' before ...

It depends on the approach you take for label encoding. If you want to use .cat.codes then you need to convert it into category datatype.

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