Wow, this is a tough one. I'm torn between B) auto_transform() and C) OneHotEncoder(). Maybe I should just flip a coin... or better yet, just ask the cat. They always have the answers.
D) show_in_notebook()? Really? I think that's more for visualizing data than encoding categorical features. C) OneHotEncoder() is the clear winner here. It's like the Swiss Army knife of categorical encoding.
Ah, the age-old dilemma of categorical feature encoding. I'd have to say C) OneHotEncoder() is the way to go. It may be a bit more work, but it ensures you don't lose any valuable information. Plus, it's way more fun to say than DataFramLabelEncode().
Hmm, I'm not so sure about that. B) auto_transform() sounds like it might be a handy shortcut, but I'd rather have more control over the encoding process. C) OneHotEncoder() is the way to go for this use case.
I'd go with C) OneHotEncoder(). It's the perfect choice for encoding multiple categorical features without losing information. Plus, it's a classic go-to in the data science world.
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