How to find what values are assigned to labels that where encoded using LabelEncoder?
Use the classes_ attribute of your LabelEncoder. For example:

le = preprocessing.LabelEncoder()
le.fit(places)
print(le.classes_)


The index of the label in le.classes_ is the encoded value of the label. See another example here.