titanic['Embarked'].unique() titanic = titanic.assign(Embarked=titanic['Embarked'].replace({'S': 'Southampton, England', 'C': 'Cherbourg, France', 'Q': 'Queenstown (Cobh), Ireland'})) titanic['Embarked'].value_counts() titanic['Embarked'].value_counts(normalize=True) titanic['Embarked'].value_counts(normalize=True).sort_values().plot(kind='barh');