Spark 1.6: drop column in DataFrame with escaped column names

Alright, I seem to have found the solution after all:

df.drop(df.col("raw.hourOfWeek")) seems to work

val data = df.drop("Customers");

will work fine for normal columns

val new = df.drop(df.col("old.column"));