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Hey mate, absolutely loving the post.
I'm just following through for my own benefit, but found it difficult to follow past the first few steps as the data from the UCI repository isn't the same as what you're using here.
That's cool, but maybe you could include a couple steps for people like me? I've written what I used to solve this problem..
data = pd.read_csv('bank-additional.csv', sep=';')
Cheers, keep up the good work