Apparently the error I got when trying to import pandas for the first time was ValueError: unknown locale: UTF-8
Trying to import again afterwards, gave another error as described in my question above.
I found the solution to solve the ValueError on IPython Notebook locale error
After updating my bash profile, the error AttributeError: module 'pandas' has no attribute 'core' did not appear anymore.
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