else "Outlying-US"
                                             )

df['native_region'] =df["native_country"].apply(lambda x: "Asia-East" if x in 'Asia_East'
                                               "Central-Asia" elif x in "Central_Asia"
                                                "South-America" elif x in "South_America"
                                                "Europe-West" elif x in "Europe_West"
                                                "Europe-East" elif x in "Europe_East"
                                                "United-States" elif x in " United-States"