After completing the supervised classification, I combined several classes to simplify the legend. I combined only two of the 4 agriculture classes as they had relatively different spectral signatures, but combined all the urban signatures as well as the fallow fields. Some of the roads seem to have been classified as agricultural land or fallow fields.
Link to xps file
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