Andreas,

Thank you very much for the response, your explanation makes sense. Pandas has 
the get_dummies() method that I've used (and then dropped one of each of the 
categorical indicators to prevent multicolinearity) but I'll check out One-Hot 
Encoder for that purpose as well.

Sebastian,

Thank you as well for an excellent suggestion on creating a custom class that 
houses custom preprocessing routines, I hadn't thought of that but it makes 
perfect sense and provides the functionality I'm looking for while still being 
able to take advantage of all the great things scikit-learn does.

-Jason

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