Issue with OneHotEncoder for categorical features

Question

I want to encode 3 categorical features out of 10 features in my datasets. I use preprocessing from sklearn.preprocessing to do so as the following:

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Answer 1

If the dataset is in pandas data frame, using

pandas.get_dummies

will be more straightforward.

*corrected from pandas.get_getdummies to pandas.get_dummies