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Redundant variables in tutorial code

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@hotei wrote:

Hello. I noticed that in this tutorial (which I found very good)

there are reduntant variables when doing the one-hot encoding, specifically when using pd.get_dummies function. I think this function should be called with drop_first=True. Does anyone agree? Thanks a lot in advance.

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