Before revision:  Our approach capitalizes on the multi-frequency data ECIS provides, which have been underutilized in previous studies .
After revision:  We assess a range of approaches to this new problem, testing different classification methods and deriving a dictionary of 29 features to characterize ECIS data. Our analysis also makes use of simultaneous multi-frequency data ECIS provides, which have been underutilized in previous studies .