Examples
import numpy as np
import pandas as pd
pd.Series([3, 4, 5]).values
pd.Series(list('xxyz')).values
pd.Series(list('xxyz')).astype('category').values
Timezone aware datetime data is converted to UTC:
pd.Series(pd.date_range('20190402', periods=4,
tz='US/Eastern')).values