missing values in categorical columns break minhash encoder

[FedericoV]

If you have a column with missing values, then, the nan values will cause an error in the minhash encoder in this step:

string = spaces + " ".join(string.lower().split()) + spaces

I'm not sure what the best way to handle it is. I might replace all missing values with blank spaces before hand.