Pyspark - passing list/tuple to toDF function

df2 = df.toDF(columns) does not work, add a * like below -

columns = ['NAME_FIRST', 'DEPT_NAME']

df2 = df.toDF(*columns)

"*" is the "splat" operator: It takes a list as input, and expands it into actual positional arguments in the function call